{
  "schema_version": "1.0",
  "snapshot_date": "2026-09-12",
  "period": "2026-w37",
  "captured_at": "2026-09-12T11:03:57+00:00",
  "methodology_version": "m2",
  "snapshot_id": "0a7b1714d0ad",
  "fetcher_version": "collect/2.0",
  "license": "CC0-1.0",
  "domain": {
    "slug": "ai",
    "label": "Artificial Intelligence"
  },
  "axes": {
    "github_commit_velocity": "log-slope of weekly commit counts (last 26 weeks); within-cohort robust-z (median/MAD), residualized on log stars. Stars are never scored.",
    "openalex_citation_momentum": "log-slope of citations-per-year measuring recent momentum: partial current year dropped, earliest (birth) year dropped when >=4 exist, >=3 completed years required; within-cohort robust-z, residualized on log total citations."
  },
  "gate": "Rising = >=2 axes present AND >=2 axes rising, in a cohort of >= 5 members. An axis is rising if raw slope > 0 AND within-cohort z >= 1; commit-velocity additionally requires >= 5 avg weekly commits (a dormant repo is not rising). Positive-only; no 'worst' list.",
  "cohorts": {
    "robotics-embodied": {
      "label": "Robotics & Embodied AI",
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied"
    },
    "ai-drug-discovery": {
      "label": "AI Drug Discovery",
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery"
    },
    "coding-agents": {
      "label": "Coding Agents",
      "industry": "ai-agents",
      "sub_niche": "coding-agents"
    },
    "inference-serving": {
      "label": "Inference & Serving",
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving"
    },
    "agent-frameworks": {
      "label": "Agent Frameworks",
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks"
    },
    "post-training-alignment": {
      "label": "Post-training & Alignment",
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment"
    },
    "media-generation": {
      "label": "Media Generation",
      "industry": "multimodal-media",
      "sub_niche": "media-generation"
    },
    "multimodal-foundation-models": {
      "label": "Multimodal Foundation Models",
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models"
    },
    "gui-agents": {
      "label": "GUI & Computer-Use Agents",
      "industry": "ai-agents",
      "sub_niche": "gui-agents"
    },
    "unassigned-v1": {
      "label": "Unassigned (AI-v1 census)",
      "industry": "unassigned",
      "sub_niche": "unassigned-v1"
    }
  },
  "entities": [
    {
      "entity_id": "e_H6PPP8CA9RR",
      "name": "LeRobot",
      "slug": "lerobot",
      "entity_type": "repo",
      "homepage": "https://github.com/huggingface/lerobot",
      "github_repo": "huggingface/lerobot",
      "openalex_work_ids": [
        "W7131910578"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.007540365552191682,
          "cohort_z": 0.173,
          "recent_weekly_commits": 20.1,
          "stars_not_scored": 27428
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 52.2,
      "percentile": 53,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Paper exists but 0 citations indexed; axis-2 not yet usable."
    },
    {
      "entity_id": "e_J4DR3YCQCAN",
      "name": "Genesis",
      "slug": "genesis",
      "entity_type": "repo",
      "homepage": "https://github.com/Genesis-Embodied-AI/genesis-world",
      "github_repo": "Genesis-Embodied-AI/genesis-world",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0049848172382168645,
          "cohort_z": -0.074,
          "recent_weekly_commits": 17.8,
          "stars_not_scored": 29934
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.1,
      "percentile": 33,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical peer paper in OpenAlex; axis-2 absent."
    },
    {
      "entity_id": "e_J32HBKYVHAT",
      "name": "OpenVLA",
      "slug": "openvla",
      "entity_type": "repo",
      "homepage": "https://openvla.github.io/",
      "github_repo": "openvla/openvla",
      "openalex_work_ids": [
        "W4399695759"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.027,
          "recent_weekly_commits": 0,
          "stars_not_scored": 6994
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 43,
          "by_year": {
            "2024": 3,
            "2025": 31,
            "2026": 9
          },
          "proxy": null
        }
      },
      "momentum": 49.7,
      "percentile": 47,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_Y31RBTP1VWD",
      "name": "dora-rs",
      "slug": "dora-rs",
      "entity_type": "repo",
      "homepage": "https://github.com/dora-rs/dora",
      "github_repo": "dora-rs/dora",
      "openalex_work_ids": [
        "W7129446322"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.047135450398871646,
          "cohort_z": 3.16,
          "recent_weekly_commits": 56,
          "stars_not_scored": 3931
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 89.5,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Title-matching OpenAlex record had author mismatch; treated as axis-2 absent."
    },
    {
      "entity_id": "e_N0ZEZQYXT6K",
      "name": "Isaac Lab",
      "slug": "isaac-lab",
      "entity_type": "repo",
      "homepage": "https://github.com/isaac-sim/IsaacLab",
      "github_repo": "isaac-sim/IsaacLab",
      "openalex_work_ids": [
        "W4367016688"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.11730220519620851,
          "cohort_z": -3.075,
          "recent_weekly_commits": 2.7,
          "stars_not_scored": 8104
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.4100276297393524,
          "cohort_z": 1.81,
          "total_citations": 251,
          "by_year": {
            "2023": 8,
            "2024": 40,
            "2025": 150,
            "2026": 53
          },
          "proxy": "Orbit (the predecessor framework that became Isaac Lab)"
        }
      },
      "momentum": 42.1,
      "percentile": 20,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [
        "openalex_citation_momentum"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_N73RT0QZ0X4",
      "name": "Habitat-Lab",
      "slug": "habitat-lab",
      "entity_type": "repo",
      "homepage": "https://aihabitat.org/",
      "github_repo": "facebookresearch/habitat-lab",
      "openalex_work_ids": [
        "W2929928372"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004131533393281779,
          "cohort_z": -0.119,
          "recent_weekly_commits": 0,
          "stars_not_scored": 3128
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": -0.8411019845501386,
          "cohort_z": -0.601,
          "total_citations": 195,
          "by_year": {
            "2019": 25,
            "2020": 72,
            "2021": 80,
            "2022": 10,
            "2023": 5,
            "2024": 3
          },
          "proxy": null
        }
      },
      "momentum": 45.5,
      "percentile": 27,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "OpenAlex undercounts vs Scholar; slope direction usable, magnitude not."
    },
    {
      "entity_id": "e_03QFRGK7VQX",
      "name": "MuJoCo",
      "slug": "mujoco",
      "entity_type": "repo",
      "homepage": "https://mujoco.org/",
      "github_repo": "google-deepmind/mujoco",
      "openalex_work_ids": [
        "W2158782408"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.008233066168843534,
          "cohort_z": 0.427,
          "recent_weekly_commits": 43.8,
          "stars_not_scored": 15071
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.38547813409540205,
          "cohort_z": -0.058,
          "total_citations": 4602,
          "by_year": {
            "2012": 2,
            "2013": 8,
            "2014": 12,
            "2015": 21,
            "2016": 34,
            "2017": 93,
            "2018": 227,
            "2019": 389,
            "2020": 619,
            "2021": 663,
            "2022": 400,
            "2023": 533,
            "2024": 610,
            "2025": 676,
            "2026": 315
          },
          "proxy": null
        }
      },
      "momentum": 52.3,
      "percentile": 60,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "Mature incumbent — included as cohort calibration; measured but not badge-eligible (P5 inclusion rule)."
    },
    {
      "entity_id": "e_7ZJR0NT1B6H",
      "name": "openpi",
      "slug": "openpi",
      "entity_type": "repo",
      "homepage": "https://github.com/Physical-Intelligence/openpi",
      "github_repo": "Physical-Intelligence/openpi",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.01682511104948927,
          "cohort_z": -1.686,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 13773
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 28.9,
      "percentile": 7,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_S7DQ1QJCCMT",
      "name": "RDT-1B",
      "slug": "rdt-1b",
      "entity_type": "repo",
      "homepage": "https://rdt-robotics.github.io/rdt-robotics/",
      "github_repo": "thu-ml/RoboticsDiffusionTransformer",
      "openalex_work_ids": [
        "W4403364995"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.416,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1794
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 5,
          "by_year": {
            "2025": 5
          },
          "proxy": null
        }
      },
      "momentum": 55.2,
      "percentile": 80,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2410.07864; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_75QG3RMAHC9",
      "name": "Isaac-GR00T",
      "slug": "isaac-gr00t",
      "entity_type": "repo",
      "homepage": "https://developer.nvidia.com/isaac/gr00t",
      "github_repo": "NVIDIA/Isaac-GR00T",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.024838405653167087,
          "cohort_z": -2.197,
          "recent_weekly_commits": 0.8,
          "stars_not_scored": 8052
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 22.5,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2503.14734; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_Y92940K5ESN",
      "name": "Cosmos",
      "slug": "cosmos",
      "entity_type": "repo",
      "homepage": "https://www.nvidia.com/en-us/ai/cosmos/",
      "github_repo": "NVIDIA/cosmos",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.09774199878299254,
          "cohort_z": 2.803,
          "recent_weekly_commits": 6.4,
          "stars_not_scored": 11805
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 85,
      "percentile": 93,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_92WR5N03859",
      "name": "ManiSkill",
      "slug": "maniskill",
      "entity_type": "repo",
      "homepage": "https://maniskill.ai",
      "github_repo": "mani-skill/ManiSkill",
      "openalex_work_ids": [
        "W3197265836"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.020901501624791374,
          "cohort_z": -1.571,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 3313
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": -0.8047189562170501,
          "cohort_z": -0.064,
          "total_citations": 27,
          "by_year": {
            "2022": 2,
            "2023": 19,
            "2024": 3,
            "2025": 3
          },
          "proxy": null
        }
      },
      "momentum": 39.8,
      "percentile": 13,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: 2410.00425; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_P6TVM7W57M8",
      "name": "RoboCasa",
      "slug": "robocasa",
      "entity_type": "repo",
      "homepage": "https://robocasa.ai",
      "github_repo": "robocasa/robocasa",
      "openalex_work_ids": [
        "W4402354126"
      ],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.005839664902098089,
          "cohort_z": -0.07,
          "recent_weekly_commits": 0.4,
          "stars_not_scored": 1720
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 41,
          "by_year": {
            "2025": 23,
            "2026": 18
          },
          "proxy": null
        }
      },
      "momentum": 49.1,
      "percentile": 40,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_Y3HMWAG1BQZ",
      "name": "robosuite",
      "slug": "robosuite",
      "entity_type": "repo",
      "homepage": "https://robosuite.ai",
      "github_repo": "ARISE-Initiative/robosuite",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.001207317243527212,
          "cohort_z": 0.397,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 2609
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 55,
      "percentile": 73,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2009.12293; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_0E3Q2DQH0BA",
      "name": "LIBERO",
      "slug": "libero",
      "entity_type": "repo",
      "homepage": "https://libero-project.github.io",
      "github_repo": "Lifelong-Robot-Learning/LIBERO",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.334,
          "recent_weekly_commits": 0,
          "stars_not_scored": 2307
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 54.2,
      "percentile": 67,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2306.03310; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_8N97348DQ66",
      "name": "Gymnasium",
      "slug": "gymnasium",
      "entity_type": "repo",
      "homepage": "https://gymnasium.farama.org",
      "github_repo": "Farama-Foundation/Gymnasium",
      "openalex_work_ids": [],
      "industry": "robotics-embodied",
      "sub_niche": "robotics-embodied",
      "cohort": "robotics-embodied",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04107626162904468,
          "cohort_z": 2.783,
          "recent_weekly_commits": 5.2,
          "stars_not_scored": 12525
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 84.8,
      "percentile": 87,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: 2407.17032; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_9VD4D2XPK7H",
      "name": "Boltz",
      "slug": "boltz",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4404565424"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0056873614815175,
          "cohort_z": -2.251,
          "recent_weekly_commits": 0,
          "stars_not_scored": 4202
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 2.354765100656167,
          "cohort_z": 2.048,
          "total_citations": 472,
          "by_year": {
            "2023": 1,
            "2024": 16,
            "2025": 221,
            "2026": 234
          },
          "proxy": null
        }
      },
      "momentum": 48.7,
      "percentile": 56,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [
        "openalex_citation_momentum"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null,
      "repository": {
        "repo_name": "boltz",
        "owner_type": "user",
        "repo_ref": "gh:889915078"
      }
    },
    {
      "entity_id": "e_G2Q1BRT8GSR",
      "name": "OpenFold",
      "slug": "openfold",
      "entity_type": "repo",
      "homepage": "https://github.com/aqlaboratory/openfold",
      "github_repo": "aqlaboratory/openfold",
      "openalex_work_ids": [
        "W4396895148",
        "W4309643848"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.561,
          "recent_weekly_commits": 0,
          "stars_not_scored": 3426
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.2323063903054292,
          "cohort_z": -0.418,
          "total_citations": 497,
          "by_year": {
            "2022": 5,
            "2023": 92,
            "2024": 139,
            "2025": 147,
            "2026": 114
          },
          "proxy": null
        }
      },
      "momentum": 50.9,
      "percentile": 72,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "Published + bioRxiv preprint summed by year."
    },
    {
      "entity_id": "e_YTYXW2BB5AP",
      "name": "DeepChem",
      "slug": "deepchem",
      "entity_type": "repo",
      "homepage": "https://deepchem.io/",
      "github_repo": "deepchem/deepchem",
      "openalex_work_ids": [
        "W2594183968"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.028387987930651195,
          "cohort_z": 4.218,
          "recent_weekly_commits": 1,
          "stars_not_scored": 6989
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.42351705887109503,
          "cohort_z": -0.729,
          "total_citations": 3192,
          "by_year": {
            "2012": 2,
            "2017": 6,
            "2018": 76,
            "2019": 158,
            "2020": 293,
            "2021": 350,
            "2022": 374,
            "2023": 422,
            "2024": 517,
            "2025": 554,
            "2026": 440
          },
          "proxy": "MoleculeNet (the standard DeepChem citation)"
        }
      },
      "momentum": 71.8,
      "percentile": 94,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_DHESXAYAQHW",
      "name": "TorchDrug",
      "slug": "torchdrug",
      "entity_type": "repo",
      "homepage": "https://torchdrug.ai/",
      "github_repo": "DeepGraphLearning/torchdrug",
      "openalex_work_ids": [
        "W4226239309"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.148,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1587
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": -0.22599256187152872,
          "cohort_z": -0.172,
          "total_citations": 32,
          "by_year": {
            "2022": 3,
            "2023": 10,
            "2024": 11,
            "2025": 6,
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 48,
      "percentile": 50,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "Low absolute counts; slope noisy."
    },
    {
      "entity_id": "e_8HVZ2FE02WG",
      "name": "Graphormer",
      "slug": "graphormer",
      "entity_type": "repo",
      "homepage": "https://github.com/microsoft/Graphormer",
      "github_repo": "microsoft/Graphormer",
      "openalex_work_ids": [
        "W3169622372"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.00023697339506322917,
          "cohort_z": -0.414,
          "recent_weekly_commits": 0,
          "stars_not_scored": 2472
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.06849889928584818,
          "cohort_z": -0.228,
          "total_citations": 131,
          "by_year": {
            "2020": 1,
            "2021": 14,
            "2022": 31,
            "2023": 30,
            "2024": 26,
            "2025": 22,
            "2026": 7
          },
          "proxy": null
        }
      },
      "momentum": 46,
      "percentile": 33,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "OpenAlex undercounts; slope declining post-2022."
    },
    {
      "entity_id": "e_W8KZKY27BTN",
      "name": "ESM / ESMFold",
      "slug": "esm-esmfold",
      "entity_type": "repo",
      "homepage": "https://github.com/facebookresearch/esm",
      "github_repo": "facebookresearch/esm",
      "openalex_work_ids": [
        "W4327550249",
        "W4286500588"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.742,
          "recent_weekly_commits": 0,
          "stars_not_scored": 4170
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.6327453573056436,
          "cohort_z": 0.486,
          "total_citations": 6039,
          "by_year": {
            "2012": 3,
            "2013": 1,
            "2020": 1,
            "2022": 52,
            "2023": 737,
            "2024": 1505,
            "2025": 2040,
            "2026": 1700
          },
          "proxy": null
        }
      },
      "momentum": 57.7,
      "percentile": 78,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "Mature incumbent — cohort calibration; measured but not badge-eligible. Science pub + bioRxiv preprint summed by year."
    },
    {
      "entity_id": "e_2XFTYTGJT3Z",
      "name": "Chai-1",
      "slug": "chai-1",
      "entity_type": "repo",
      "homepage": "https://www.chaidiscovery.com",
      "github_repo": "chaidiscovery/chai-lab",
      "openalex_work_ids": [
        "W4403324307"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.011956288262292565,
          "cohort_z": -2.938,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 1993
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 419,
          "by_year": {
            "2024": 15,
            "2025": 212,
            "2026": 192
          },
          "proxy": null
        }
      },
      "momentum": 13.3,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: biorxiv:10.1101/2024.10.10.615955; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_ZTAQY2693CR",
      "name": "Protenix",
      "slug": "protenix",
      "entity_type": "repo",
      "homepage": "https://protenix-server.com",
      "github_repo": "bytedance/Protenix",
      "openalex_work_ids": [
        "W4406274436"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.05211312442851946,
          "cohort_z": -2.911,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 2053
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 126,
          "by_year": {
            "2024": 1,
            "2025": 54,
            "2026": 71
          },
          "proxy": null
        }
      },
      "momentum": 13.6,
      "percentile": 6,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: biorxiv:2025.01.08.631967; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_QV8QGGHJCSS",
      "name": "RFdiffusion",
      "slug": "rfdiffusion",
      "entity_type": "repo",
      "homepage": "https://github.com/RosettaCommons/RFdiffusion",
      "github_repo": "RosettaCommons/RFdiffusion",
      "openalex_work_ids": [
        "W4383957026"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.007055749543036347,
          "cohort_z": -2.548,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 3043
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.0331924881887042,
          "cohort_z": 0.079,
          "total_citations": 2221,
          "by_year": {
            "2022": 1,
            "2023": 105,
            "2024": 508,
            "2025": 836,
            "2026": 771
          },
          "proxy": null
        }
      },
      "momentum": 34.6,
      "percentile": 11,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: biorxiv:2022.12.09.519842; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_GFGYNAKFRW2",
      "name": "ProteinMPNN",
      "slug": "proteinmpnn",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4296032638"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.007,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1849
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.5088941872744757,
          "cohort_z": -0.506,
          "total_citations": 2070,
          "by_year": {
            "2022": 32,
            "2023": 248,
            "2024": 455,
            "2025": 688,
            "2026": 647
          },
          "proxy": null
        }
      },
      "momentum": 46.8,
      "percentile": 39,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: biorxiv:2022.06.03.494563; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "ProteinMPNN",
        "owner_type": "user",
        "repo_ref": "gh:496457253"
      }
    },
    {
      "entity_id": "e_2WFB2V4PNQV",
      "name": "LigandMPNN",
      "slug": "ligandmpnn",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4408934460"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.997,
          "recent_weekly_commits": 0,
          "stars_not_scored": 631
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 214,
          "by_year": {
            "2024": 2,
            "2025": 86,
            "2026": 126
          },
          "proxy": null
        }
      },
      "momentum": 37.5,
      "percentile": 22,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: biorxiv:2023.12.22.573103; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "LigandMPNN",
        "owner_type": "user",
        "repo_ref": "gh:724711360"
      }
    },
    {
      "entity_id": "e_SNWV2DC244A",
      "name": "DiffDock",
      "slug": "diffdock",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4302307901"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.156,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1573
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.20935516742909277,
          "cohort_z": -0.353,
          "total_citations": 360,
          "by_year": {
            "2022": 6,
            "2023": 74,
            "2024": 110,
            "2025": 113,
            "2026": 57
          },
          "proxy": null
        }
      },
      "momentum": 46.8,
      "percentile": 44,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: 2210.01776; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "DiffDock",
        "owner_type": "user",
        "repo_ref": "gh:545595027"
      }
    },
    {
      "entity_id": "e_KFRVE2CAS8W",
      "name": "Uni-Mol",
      "slug": "uni-mol",
      "entity_type": "repo",
      "homepage": "https://github.com/deepmodeling/Uni-Mol",
      "github_repo": "deepmodeling/Uni-Mol",
      "openalex_work_ids": [
        "W4323304388"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.437,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1160
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.9419373790679306,
          "cohort_z": 0.528,
          "total_citations": 319,
          "by_year": {
            "2023": 18,
            "2024": 69,
            "2025": 124,
            "2026": 108
          },
          "proxy": null
        }
      },
      "momentum": 50.6,
      "percentile": 61,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: 2303.16982; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_88YAM3PXK4S",
      "name": "AlphaFold3",
      "slug": "alphafold3",
      "entity_type": "repo",
      "homepage": "https://alphafoldserver.com",
      "github_repo": "google-deepmind/alphafold3",
      "openalex_work_ids": [
        "W4396721167"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.010165010256014337,
          "cohort_z": -1.597,
          "recent_weekly_commits": 3.1,
          "stars_not_scored": 8543
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.8028882759864708,
          "cohort_z": 0.411,
          "total_citations": 15607,
          "by_year": {
            "2014": 1,
            "2020": 1,
            "2021": 1,
            "2022": 4,
            "2023": 18,
            "2024": 1918,
            "2025": 7528,
            "2026": 6136
          },
          "proxy": null
        }
      },
      "momentum": 42.6,
      "percentile": 28,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: openalex:10.1038/s41586-024-07487-w; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_JPV9HP2D5X4",
      "name": "BioEmu",
      "slug": "bioemu",
      "entity_type": "repo",
      "homepage": "https://github.com/microsoft/bioemu",
      "github_repo": "microsoft/bioemu",
      "openalex_work_ids": [
        "W4412165572"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.027671987109005147,
          "cohort_z": 2.303,
          "recent_weekly_commits": 2,
          "stars_not_scored": 875
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 280,
          "by_year": {
            "2025": 66,
            "2026": 214
          },
          "proxy": null
        }
      },
      "momentum": 78.8,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_9XES4XNNQCV",
      "name": "SaProt",
      "slug": "saprot",
      "entity_type": "repo",
      "homepage": "https://github.com/westlake-repl/SaProt",
      "github_repo": "westlake-repl/SaProt",
      "openalex_work_ids": [
        "W4387303685"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.995,
          "recent_weekly_commits": 0,
          "stars_not_scored": 633
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.3772851083685516,
          "cohort_z": 1.099,
          "total_citations": 251,
          "by_year": {
            "2023": 6,
            "2024": 62,
            "2025": 109,
            "2026": 74
          },
          "proxy": null
        }
      },
      "momentum": 50.6,
      "percentile": 67,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [
        "openalex_citation_momentum"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_BQ6HA5A661Z",
      "name": "DiffSBDD",
      "slug": "diffsbdd",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4405194591"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -1.16,
          "recent_weekly_commits": 0,
          "stars_not_scored": 529
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 226,
          "by_year": {
            "2024": 6,
            "2025": 95,
            "2026": 125
          },
          "proxy": null
        }
      },
      "momentum": 35.5,
      "percentile": 17,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null,
      "repository": {
        "repo_name": "DiffSBDD",
        "owner_type": "user",
        "repo_ref": "gh:543080472"
      }
    },
    {
      "entity_id": "e_R2TJDSZX29K",
      "name": "Foldseek",
      "slug": "foldseek",
      "entity_type": "repo",
      "homepage": "https://github.com/steineggerlab/foldseek",
      "github_repo": "steineggerlab/foldseek",
      "openalex_work_ids": [
        "W4375858802"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.03609743957405806,
          "cohort_z": 2.662,
          "recent_weekly_commits": 2.8,
          "stars_not_scored": 1291
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.570503656268336,
          "cohort_z": 0.657,
          "total_citations": 2577,
          "by_year": {
            "2012": 1,
            "2021": 1,
            "2022": 23,
            "2023": 222,
            "2024": 659,
            "2025": 980,
            "2026": 691
          },
          "proxy": null
        }
      },
      "momentum": 70.7,
      "percentile": 89,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_XTW34V97F7V",
      "name": "gnina",
      "slug": "gnina",
      "entity_type": "repo",
      "homepage": "https://github.com/gnina/gnina",
      "github_repo": "gnina/gnina",
      "openalex_work_ids": [
        "W3168430821"
      ],
      "industry": "ai-for-science",
      "sub_niche": "ai-drug-discovery",
      "cohort": "ai-drug-discovery",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0025486222049107693,
          "cohort_z": 2.401,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 973
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.43224291001310455,
          "cohort_z": -0.352,
          "total_citations": 886,
          "by_year": {
            "2021": 16,
            "2022": 57,
            "2023": 186,
            "2024": 175,
            "2025": 249,
            "2026": 203
          },
          "proxy": null
        }
      },
      "momentum": 62.8,
      "percentile": 83,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_ADRWZ5YBESZ",
      "name": "OpenHands",
      "slug": "openhands",
      "entity_type": "repo",
      "homepage": "https://github.com/OpenHands/OpenHands",
      "github_repo": "OpenHands/OpenHands",
      "openalex_work_ids": [
        "W4403885061"
      ],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.033527250900208666,
          "cohort_z": -0.162,
          "recent_weekly_commits": 48.1,
          "stars_not_scored": 87597
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 11,
          "by_year": {
            "2025": 6,
            "2026": 5
          },
          "proxy": null
        }
      },
      "momentum": 48,
      "percentile": 58,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Paper young (2024); citation slope insufficient (<2 completed years)."
    },
    {
      "entity_id": "e_D029GAZTH3Z",
      "name": "SWE-agent",
      "slug": "swe-agent",
      "entity_type": "repo",
      "homepage": "https://swe-agent.com/",
      "github_repo": "SWE-agent/SWE-agent",
      "openalex_work_ids": [
        "W4399114781"
      ],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.011732177922515174,
          "cohort_z": -0.292,
          "recent_weekly_commits": 1.2,
          "stars_not_scored": 20306
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 29,
          "by_year": {
            "2024": 2,
            "2025": 22,
            "2026": 5
          },
          "proxy": null
        }
      },
      "momentum": 46.4,
      "percentile": 42,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Paper young (2024); citation slope insufficient."
    },
    {
      "entity_id": "e_P4YGBAFMV94",
      "name": "Cline",
      "slug": "cline",
      "entity_type": "repo",
      "homepage": "https://cline.bot/",
      "github_repo": "cline/cline",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004676269192525963,
          "cohort_z": 0.757,
          "recent_weekly_commits": 84.8,
          "stars_not_scored": 67874
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 59.5,
      "percentile": 79,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No academic paper; axis-2 absent."
    },
    {
      "entity_id": "e_TBARBJKAD2G",
      "name": "Aider",
      "slug": "aider",
      "entity_type": "repo",
      "homepage": "https://aider.chat/",
      "github_repo": "Aider-AI/aider",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.05800480408566162,
          "cohort_z": -1.461,
          "recent_weekly_commits": 0,
          "stars_not_scored": 48913
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 31.7,
      "percentile": 16,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No academic paper; axis-2 absent."
    },
    {
      "entity_id": "e_5WYRYN5H1XY",
      "name": "Continue",
      "slug": "continue",
      "entity_type": "repo",
      "homepage": "https://continue.dev/",
      "github_repo": "continuedev/continue",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.09902557913627612,
          "cohort_z": -3.004,
          "recent_weekly_commits": 0.3,
          "stars_not_scored": 35881
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 12.5,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No academic paper; axis-2 absent."
    },
    {
      "entity_id": "e_FTD4XD7DVG3",
      "name": "Goose",
      "slug": "goose",
      "entity_type": "repo",
      "homepage": "https://github.com/aaif-goose/goose",
      "github_repo": "aaif-goose/goose",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.002341874463779165,
          "cohort_z": 0.875,
          "recent_weekly_commits": 70,
          "stars_not_scored": 54152
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 60.9,
      "percentile": 84,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No academic paper; axis-2 absent."
    },
    {
      "entity_id": "e_BTT9Q5KW4YN",
      "name": "OpenCode",
      "slug": "opencode",
      "entity_type": "product",
      "homepage": "https://opencode.ai",
      "github_repo": "anomalyco/opencode",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.059259920308659286,
          "cohort_z": -0.572,
          "recent_weekly_commits": 143.6,
          "stars_not_scored": 206834
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 42.9,
      "percentile": 32,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_4A9TG2M8403",
      "name": "Gemini CLI",
      "slug": "gemini-cli",
      "entity_type": "product",
      "homepage": "https://geminicli.com",
      "github_repo": "google-gemini/gemini-cli",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.11206739573596762,
          "cohort_z": -2.295,
          "recent_weekly_commits": 11.8,
          "stars_not_scored": 106940
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 21.3,
      "percentile": 5,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_W2REDH3NZ0S",
      "name": "Codex CLI",
      "slug": "codex-cli",
      "entity_type": "product",
      "homepage": "https://developers.openai.com/codex",
      "github_repo": "openai/codex",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.006786423326207879,
          "cohort_z": 1.577,
          "recent_weekly_commits": 250,
          "stars_not_scored": 123523
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 69.7,
      "percentile": 89,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_GQ2E6K86NWF",
      "name": "Tabby",
      "slug": "tabby",
      "entity_type": "product",
      "homepage": "https://tabbyml.com",
      "github_repo": "TabbyML/tabby",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.001184866975316146,
          "cohort_z": 0.526,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 33872
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 56.6,
      "percentile": 74,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_MX90J81EYDE",
      "name": "Void",
      "slug": "void",
      "entity_type": "product",
      "homepage": "https://voideditor.com",
      "github_repo": "voideditor/void",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0007109201851896875,
          "cohort_z": 0.35,
          "recent_weekly_commits": 0,
          "stars_not_scored": 28800
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 54.4,
      "percentile": 68,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_1TMQEKAN7S6",
      "name": "Crush",
      "slug": "crush",
      "entity_type": "product",
      "homepage": "https://charm.sh",
      "github_repo": "charmbracelet/crush",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.013940736954341764,
          "cohort_z": -0.165,
          "recent_weekly_commits": 43.3,
          "stars_not_scored": 28029
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 47.9,
      "percentile": 47,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_X33782S1M13",
      "name": "Qwen Code",
      "slug": "qwen-code",
      "entity_type": "product",
      "homepage": "https://qwenlm.github.io/qwen-code-docs",
      "github_repo": "QwenLM/qwen-code",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0494752367080461,
          "cohort_z": 2.214,
          "recent_weekly_commits": 265.3,
          "stars_not_scored": 27794
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 77.7,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_JA1TAYFFAHR",
      "name": "Kilo Code",
      "slug": "kilo-code",
      "entity_type": "product",
      "homepage": "https://kilo.ai",
      "github_repo": "Kilo-Org/kilocode",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0216056146564837,
          "cohort_z": -0.471,
          "recent_weekly_commits": 524,
          "stars_not_scored": 27273
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.1,
      "percentile": 37,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_KRDEF79H7GD",
      "name": "Zed",
      "slug": "zed",
      "entity_type": "product",
      "homepage": "https://zed.dev",
      "github_repo": "zed-industries/zed",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.03426741259675147,
          "cohort_z": -0.171,
          "recent_weekly_commits": 149.2,
          "stars_not_scored": 90143
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 47.9,
      "percentile": 53,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_EF7QKB37YJK",
      "name": "SWE-bench",
      "slug": "swe-bench",
      "entity_type": "repo",
      "homepage": "https://www.swebench.com",
      "github_repo": "SWE-bench/SWE-bench",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.07046399133747519,
          "cohort_z": 1.816,
          "recent_weekly_commits": 8.2,
          "stars_not_scored": 5828
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 72.7,
      "percentile": 95,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: 2310.06770; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_DAFJYGYBDKF",
      "name": "mini-swe-agent",
      "slug": "mini-swe-agent",
      "entity_type": "repo",
      "homepage": "https://github.com/SWE-agent/mini-swe-agent",
      "github_repo": "SWE-agent/mini-swe-agent",
      "openalex_work_ids": [
        "W7103754783"
      ],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.013895237479427579,
          "cohort_z": -1.025,
          "recent_weekly_commits": 1.7,
          "stars_not_scored": 7440
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 123,
          "by_year": {
            "2025": 14,
            "2026": 109
          },
          "proxy": null
        }
      },
      "momentum": 37.2,
      "percentile": 26,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_KZ3W52ZYP6H",
      "name": "Agentless",
      "slug": "agentless",
      "entity_type": "repo",
      "homepage": "https://github.com/OpenAutoCoder/Agentless",
      "github_repo": "OpenAutoCoder/Agentless",
      "openalex_work_ids": [
        "W4400337928"
      ],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -1.238,
          "recent_weekly_commits": 0,
          "stars_not_scored": 2109
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 17,
          "by_year": {
            "2025": 10,
            "2026": 7
          },
          "proxy": null
        }
      },
      "momentum": 34.5,
      "percentile": 21,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_E1019DQAZKS",
      "name": "ChatDev",
      "slug": "chatdev",
      "entity_type": "repo",
      "homepage": "https://github.com/OpenBMB/ChatDev",
      "github_repo": "OpenBMB/ChatDev",
      "openalex_work_ids": [
        "W4402684050"
      ],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.07073782680917001,
          "cohort_z": -2.171,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 34276
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 348,
          "by_year": {
            "2024": 25,
            "2025": 144,
            "2026": 179
          },
          "proxy": null
        }
      },
      "momentum": 22.9,
      "percentile": 11,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_JBM5J6NVTF7",
      "name": "Open Interpreter",
      "slug": "open-interpreter",
      "entity_type": "repo",
      "homepage": "https://github.com/openinterpreter/openinterpreter",
      "github_repo": "openinterpreter/openinterpreter",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "coding-agents",
      "cohort": "coding-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.024312437639155814,
          "cohort_z": 0.023,
          "recent_weekly_commits": 230.3,
          "stars_not_scored": 68300
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.3,
      "percentile": 63,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_R372CCSVG44",
      "name": "vLLM",
      "slug": "vllm",
      "entity_type": "repo",
      "homepage": "https://vllm.ai",
      "github_repo": "vllm-project/vllm",
      "openalex_work_ids": [
        "W4387321091"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.028457605162699667,
          "cohort_z": 1.046,
          "recent_weekly_commits": 471.6,
          "stars_not_scored": 91554
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 2.0463382525607017,
          "cohort_z": null,
          "total_citations": 1488,
          "by_year": {
            "2023": 9,
            "2024": 163,
            "2025": 598,
            "2026": 718
          },
          "proxy": null
        }
      },
      "momentum": 63.1,
      "percentile": 75,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: 2309.06180; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_77AC6K7XEWB",
      "name": "SGLang",
      "slug": "sglang",
      "entity_type": "repo",
      "homepage": "https://sglang.io",
      "github_repo": "sgl-project/sglang",
      "openalex_work_ids": [
        "W4415797413"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.02498940298834671,
          "cohort_z": 0.725,
          "recent_weekly_commits": 457.7,
          "stars_not_scored": 35843
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 85,
          "by_year": {
            "2025": 7,
            "2026": 78
          },
          "proxy": null
        }
      },
      "momentum": 59.1,
      "percentile": 67,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2312.07104; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_Z7YDNC4F139",
      "name": "llama.cpp",
      "slug": "llama-cpp",
      "entity_type": "repo",
      "homepage": "https://github.com/ggml-org/llama.cpp",
      "github_repo": "ggml-org/llama.cpp",
      "openalex_work_ids": [],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.004488911330245289,
          "cohort_z": -0.051,
          "recent_weekly_commits": 120.1,
          "stars_not_scored": 127953
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.4,
      "percentile": 42,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_TRJN6D7V12H",
      "name": "Ollama",
      "slug": "ollama",
      "entity_type": "repo",
      "homepage": "https://ollama.com",
      "github_repo": "ollama/ollama",
      "openalex_work_ids": [],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.005984689987705731,
          "cohort_z": 0.075,
          "recent_weekly_commits": 22.5,
          "stars_not_scored": 180721
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.9,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_1ER3NPA3Y77",
      "name": "LMDeploy",
      "slug": "lmdeploy",
      "entity_type": "repo",
      "homepage": "https://lmdeploy.readthedocs.io",
      "github_repo": "InternLM/lmdeploy",
      "openalex_work_ids": [],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.006896510194941207,
          "cohort_z": -0.391,
          "recent_weekly_commits": 13.4,
          "stars_not_scored": 8061
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 45.1,
      "percentile": 25,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_MMGH765AVAA",
      "name": "KTransformers",
      "slug": "ktransformers",
      "entity_type": "repo",
      "homepage": "https://kvcache-ai.github.io/ktransformers/",
      "github_repo": "kvcache-ai/ktransformers",
      "openalex_work_ids": [
        "W4414736068"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.005606790895636907,
          "cohort_z": -0.846,
          "recent_weekly_commits": 4.2,
          "stars_not_scored": 19501
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 8,
          "by_year": {
            "2026": 8
          },
          "proxy": null
        }
      },
      "momentum": 39.4,
      "percentile": 17,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_V05C8HCBBV2",
      "name": "LMCache",
      "slug": "lmcache",
      "entity_type": "repo",
      "homepage": "https://lmcache.ai",
      "github_repo": "LMCache/LMCache",
      "openalex_work_ids": [
        "W4417150458"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.012288266231927704,
          "cohort_z": -0.069,
          "recent_weekly_commits": 37.8,
          "stars_not_scored": 11767
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 49.1,
      "percentile": 33,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2510.09665; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_KR3M8ESKAEW",
      "name": "llm-d",
      "slug": "llm-d",
      "entity_type": "org",
      "homepage": "https://llm-d.ai",
      "github_repo": "llm-d/llm-d",
      "openalex_work_ids": [],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0017442650025461094,
          "cohort_z": -0.901,
          "recent_weekly_commits": 32,
          "stars_not_scored": 4513
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 38.7,
      "percentile": 8,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_4249BQNHNVB",
      "name": "AIBrix",
      "slug": "aibrix",
      "entity_type": "repo",
      "homepage": "https://aibrix.readthedocs.io",
      "github_repo": "vllm-project/aibrix",
      "openalex_work_ids": [
        "W4416123688"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0257156457843074,
          "cohort_z": 0.438,
          "recent_weekly_commits": 18.5,
          "stars_not_scored": 5084
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 55.5,
      "percentile": 58,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_D5HEA3Z5ZYZ",
      "name": "Nano-vLLM",
      "slug": "nano-vllm",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.023076220393977498,
          "cohort_z": -1.725,
          "recent_weekly_commits": 0,
          "stars_not_scored": 15410
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 28.4,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "nano-vllm",
        "owner_type": "user",
        "repo_ref": "gh:999030842"
      }
    },
    {
      "entity_id": "e_VMQ8QRRDWVS",
      "name": "FlashInfer",
      "slug": "flashinfer",
      "entity_type": "repo",
      "homepage": "https://github.com/flashinfer-ai/flashinfer",
      "github_repo": "flashinfer-ai/flashinfer",
      "openalex_work_ids": [
        "W4406032994"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04106840534670733,
          "cohort_z": 1.213,
          "recent_weekly_commits": 52.7,
          "stars_not_scored": 6383
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 4,
          "by_year": {
            "2025": 1,
            "2026": 3
          },
          "proxy": null
        }
      },
      "momentum": 65.2,
      "percentile": 92,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_N2RFM19TP1D",
      "name": "Mooncake",
      "slug": "mooncake",
      "entity_type": "repo",
      "homepage": "https://github.com/kvcache-ai/Mooncake",
      "github_repo": "kvcache-ai/Mooncake",
      "openalex_work_ids": [
        "W4400377444"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04832664548100323,
          "cohort_z": 1.567,
          "recent_weekly_commits": 60.2,
          "stars_not_scored": 6558
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 13,
          "by_year": {
            "2025": 12,
            "2026": 1
          },
          "proxy": null
        }
      },
      "momentum": 69.6,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_8A2A58V55P6",
      "name": "Xinference",
      "slug": "xinference",
      "entity_type": "repo",
      "homepage": "https://github.com/xorbitsai/inference",
      "github_repo": "xorbitsai/inference",
      "openalex_work_ids": [
        "W4404783349"
      ],
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving",
      "cohort": "inference-serving",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.036767207222289044,
          "cohort_z": 1.073,
          "recent_weekly_commits": 29.1,
          "stars_not_scored": 9569
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 63.4,
      "percentile": 83,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_13NVVKJA2MM",
      "name": "LangGraph",
      "slug": "langgraph",
      "entity_type": "repo",
      "homepage": "https://docs.langchain.com/oss/python/langgraph",
      "github_repo": "langchain-ai/langgraph",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.07488235092379848,
          "cohort_z": -2.252,
          "recent_weekly_commits": 9.3,
          "stars_not_scored": 41513
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 21.9,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_SV60T2QMXGE",
      "name": "CrewAI",
      "slug": "crewai",
      "entity_type": "repo",
      "homepage": "https://crewai.com",
      "github_repo": "crewAIInc/crewAI",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.022548227102478117,
          "cohort_z": -0.434,
          "recent_weekly_commits": 25.2,
          "stars_not_scored": 58404
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.6,
      "percentile": 25,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_EDX1R1KVT3X",
      "name": "AutoGen",
      "slug": "autogen",
      "entity_type": "repo",
      "homepage": "https://microsoft.github.io/autogen/",
      "github_repo": "microsoft/autogen",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.009952882592655626,
          "cohort_z": -0.019,
          "recent_weekly_commits": 0,
          "stars_not_scored": 60940
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.8,
      "percentile": 56,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: 2308.08155; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_3HZS2JPM2CR",
      "name": "OpenAI Agents SDK",
      "slug": "openai-agents-sdk",
      "entity_type": "repo",
      "homepage": "https://openai.github.io/openai-agents-python/",
      "github_repo": "openai/openai-agents-python",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.02985507197714706,
          "cohort_z": 0.809,
          "recent_weekly_commits": 53.2,
          "stars_not_scored": 29381
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 60.1,
      "percentile": 69,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_EY620A0EAK9",
      "name": "Agno",
      "slug": "agno",
      "entity_type": "repo",
      "homepage": "https://agno.com",
      "github_repo": "agno-agi/agno",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.011345494740489665,
          "cohort_z": -0.269,
          "recent_weekly_commits": 28.2,
          "stars_not_scored": 42143
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 46.6,
      "percentile": 38,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_2CS7SM2993J",
      "name": "PydanticAI",
      "slug": "pydanticai",
      "entity_type": "repo",
      "homepage": "https://ai.pydantic.dev",
      "github_repo": "pydantic/pydantic-ai",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04714485572490082,
          "cohort_z": 1.126,
          "recent_weekly_commits": 66.8,
          "stars_not_scored": 19874
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 64.1,
      "percentile": 88,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_ADT3TJHK8W8",
      "name": "Google ADK",
      "slug": "google-adk",
      "entity_type": "repo",
      "homepage": "https://google.github.io/adk-docs/",
      "github_repo": "google/adk-python",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.05568737872559801,
          "cohort_z": 1.436,
          "recent_weekly_commits": 99.9,
          "stars_not_scored": 21509
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 68,
      "percentile": 94,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_4P7EDPAWCY2",
      "name": "smolagents",
      "slug": "smolagents",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/docs/smolagents",
      "github_repo": "huggingface/smolagents",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.016973055004788438,
          "cohort_z": -0.648,
          "recent_weekly_commits": 0.5,
          "stars_not_scored": 29292
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 41.9,
      "percentile": 12,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_15264R968MN",
      "name": "Letta",
      "slug": "letta",
      "entity_type": "repo",
      "homepage": "https://docs.letta.com",
      "github_repo": "letta-ai/letta",
      "openalex_work_ids": [
        "W4387636003"
      ],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.05279128557678771,
          "cohort_z": -1.857,
          "recent_weekly_commits": 0.8,
          "stars_not_scored": 24708
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.7234594914681628,
          "cohort_z": -0.674,
          "total_citations": 54,
          "by_year": {
            "2023": 3,
            "2024": 12,
            "2025": 16,
            "2026": 23
          },
          "proxy": null
        }
      },
      "momentum": 34.2,
      "percentile": 6,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: 2310.08560; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_X9JA7ZTD6TF",
      "name": "DSPy",
      "slug": "dspy",
      "entity_type": "repo",
      "homepage": "https://dspy.ai",
      "github_repo": "stanfordnlp/dspy",
      "openalex_work_ids": [
        "W4387430850"
      ],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.02122735114034984,
          "cohort_z": 0.685,
          "recent_weekly_commits": 10.6,
          "stars_not_scored": 37976
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 56,
          "by_year": {
            "2024": 15,
            "2025": 30,
            "2026": 11
          },
          "proxy": null
        }
      },
      "momentum": 58.6,
      "percentile": 62,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2310.03714; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_97SYW64PA3G",
      "name": "AgentScope",
      "slug": "agentscope",
      "entity_type": "repo",
      "homepage": "https://docs.agentscope.io",
      "github_repo": "agentscope-ai/agentscope",
      "openalex_work_ids": [
        "W4392126161"
      ],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0853838256041183,
          "cohort_z": 2.573,
          "recent_weekly_commits": 18.8,
          "stars_not_scored": 31444
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 9,
          "by_year": {
            "2024": 2,
            "2025": 4,
            "2026": 3
          },
          "proxy": null
        }
      },
      "momentum": 82.2,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "paper_ref: 2402.14034; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_VBBNJDDB0DA",
      "name": "CAMEL",
      "slug": "camel",
      "entity_type": "repo",
      "homepage": "https://camel-ai.org",
      "github_repo": "camel-ai/camel",
      "openalex_work_ids": [
        "W4362508448"
      ],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.00472823785189,
          "cohort_z": -0.257,
          "recent_weekly_commits": 6.2,
          "stars_not_scored": 17705
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.7766742228915284,
          "cohort_z": 0,
          "total_citations": 100,
          "by_year": {
            "2023": 10,
            "2024": 27,
            "2025": 51,
            "2026": 12
          },
          "proxy": null
        }
      },
      "momentum": 48.4,
      "percentile": 44,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "tracked",
      "incumbent": false,
      "note": "paper_ref: 2303.17760; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_3K17NV4B0JF",
      "name": "Strands Agents",
      "slug": "strands-agents",
      "entity_type": "repo",
      "homepage": "https://strandsagents.com",
      "github_repo": "strands-agents/harness-sdk",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.014287111372508664,
          "cohort_z": -0.464,
          "recent_weekly_commits": 55.6,
          "stars_not_scored": 7216
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.2,
      "percentile": 19,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_HTQD84GES1K",
      "name": "Qwen-Agent",
      "slug": "qwen-agent",
      "entity_type": "repo",
      "homepage": "https://github.com/QwenLM/Qwen-Agent",
      "github_repo": "QwenLM/Qwen-Agent",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.424,
          "recent_weekly_commits": 0,
          "stars_not_scored": 17092
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.7,
      "percentile": 31,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_QTVWFV6FJ2V",
      "name": "MetaGPT",
      "slug": "metagpt",
      "entity_type": "repo",
      "homepage": "https://github.com/FoundationAgents/MetaGPT",
      "github_repo": "FoundationAgents/MetaGPT",
      "openalex_work_ids": [
        "W4385963839"
      ],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.371,
          "recent_weekly_commits": 0,
          "stars_not_scored": 70334
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 0.8817942961306795,
          "cohort_z": 1.332,
          "total_citations": 152,
          "by_year": {
            "2023": 11,
            "2024": 46,
            "2025": 69,
            "2026": 26
          },
          "proxy": null
        }
      },
      "momentum": 60.6,
      "percentile": 75,
      "confidence": "medium",
      "axes_present": [
        "github_commit_velocity",
        "openalex_citation_momentum"
      ],
      "convergent_axes": [
        "openalex_citation_momentum"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_M5SCCQPBZ89",
      "name": "Microsoft Agent Framework",
      "slug": "microsoft-agent-framework",
      "entity_type": "repo",
      "homepage": "https://github.com/microsoft/agent-framework",
      "github_repo": "microsoft/agent-framework",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.015743292839829275,
          "cohort_z": -0.067,
          "recent_weekly_commits": 60.7,
          "stars_not_scored": 13491
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.2,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_TV0JWZEFEAQ",
      "name": "Mastra",
      "slug": "mastra",
      "entity_type": "repo",
      "homepage": "https://github.com/mastra-ai/mastra",
      "github_repo": "mastra-ai/mastra",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks",
      "cohort": "agent-frameworks",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.033319387794010176,
          "cohort_z": 0.889,
          "recent_weekly_commits": 368.6,
          "stars_not_scored": 27964
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 61.1,
      "percentile": 81,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_607VJ9XWYRJ",
      "name": "verl",
      "slug": "verl",
      "entity_type": "repo",
      "homepage": "https://verl.readthedocs.io",
      "github_repo": "verl-project/verl",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.010466185988483824,
          "cohort_z": -0.415,
          "recent_weekly_commits": 27.2,
          "stars_not_scored": 23397
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.8,
      "percentile": 40,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2409.19256; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_8V2DZWR8HPM",
      "name": "LLaMA-Factory",
      "slug": "llama-factory",
      "entity_type": "repo",
      "homepage": "https://llamafactory.readthedocs.io",
      "openalex_work_ids": [
        "W4402667093"
      ],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.007626360493917734,
          "cohort_z": -0.701,
          "recent_weekly_commits": 4.6,
          "stars_not_scored": 74723
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 370,
          "by_year": {
            "2024": 35,
            "2025": 191,
            "2026": 144
          },
          "proxy": null
        }
      },
      "momentum": 41.2,
      "percentile": 27,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2403.13372; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "LlamaFactory",
        "owner_type": "user",
        "repo_ref": "gh:646410686"
      }
    },
    {
      "entity_id": "e_J16JY8N155H",
      "name": "Unsloth",
      "slug": "unsloth",
      "entity_type": "repo",
      "homepage": "https://unsloth.ai",
      "github_repo": "unslothai/unsloth",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.07133272354877557,
          "cohort_z": 1.443,
          "recent_weekly_commits": 212.5,
          "stars_not_scored": 76054
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 68,
      "percentile": 93,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_FJPV9XH9GPR",
      "name": "ms-swift",
      "slug": "ms-swift",
      "entity_type": "repo",
      "homepage": "https://swift.readthedocs.io",
      "github_repo": "modelscope/ms-swift",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.004568267428934973,
          "cohort_z": 0.122,
          "recent_weekly_commits": 21.8,
          "stars_not_scored": 15598
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 51.5,
      "percentile": 60,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2408.05517; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_B10ZF25BFZT",
      "name": "Axolotl",
      "slug": "axolotl",
      "entity_type": "repo",
      "homepage": "https://docs.axolotl.ai",
      "github_repo": "axolotl-ai-cloud/axolotl",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.021809410737779394,
          "cohort_z": -0.526,
          "recent_weekly_commits": 12.2,
          "stars_not_scored": 12463
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 43.4,
      "percentile": 33,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_MDD4QDWH205",
      "name": "OpenRLHF",
      "slug": "openrlhf",
      "entity_type": "repo",
      "homepage": "https://openrlhf.readthedocs.io",
      "github_repo": "OpenRLHF/OpenRLHF",
      "openalex_work_ids": [
        "W4416037343"
      ],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.04783153184666723,
          "cohort_z": -1.166,
          "recent_weekly_commits": 1.9,
          "stars_not_scored": 9996
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 9,
          "by_year": {
            "2025": 2,
            "2026": 7
          },
          "proxy": null
        }
      },
      "momentum": 35.4,
      "percentile": 7,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2405.11143; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_PCV8H6P7B04",
      "name": "AReaL",
      "slug": "areal",
      "entity_type": "repo",
      "homepage": "https://areal-ai.io",
      "github_repo": "areal-project/AReaL",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.03806380527395132,
          "cohort_z": -0.727,
          "recent_weekly_commits": 9.2,
          "stars_not_scored": 5750
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 40.9,
      "percentile": 20,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2505.24298; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_Y3CPRHKVF8H",
      "name": "Search-R1",
      "slug": "search-r1",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [
        "W4417422257"
      ],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.329,
          "recent_weekly_commits": 0,
          "stars_not_scored": 5410
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 12,
          "by_year": {
            "2025": 1,
            "2026": 11
          },
          "proxy": null
        }
      },
      "momentum": 54.1,
      "percentile": 67,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2503.09516; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "Search-R1",
        "owner_type": "user",
        "repo_ref": "gh:940662305"
      }
    },
    {
      "entity_id": "e_QF7Y4CJ00Q4",
      "name": "Open-Instruct",
      "slug": "open-instruct",
      "entity_type": "repo",
      "homepage": "https://allenai.github.io/open-instruct/",
      "github_repo": "allenai/open-instruct",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.08190753080882575,
          "cohort_z": -1.796,
          "recent_weekly_commits": 2.4,
          "stars_not_scored": 3862
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 27.6,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: 2411.15124; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_QHYA574DXDQ",
      "name": "NeMo-RL",
      "slug": "nemo-rl",
      "entity_type": "repo",
      "homepage": "https://docs.nvidia.com/nemo/rl/latest/",
      "github_repo": "NVIDIA-NeMo/RL",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.040529651406445,
          "cohort_z": 1.742,
          "recent_weekly_commits": 33.8,
          "stars_not_scored": 2009
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 71.8,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "paper_ref: 2503.14476; batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_B1Q69HZTTMA",
      "name": "TRL",
      "slug": "trl",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/docs/trl",
      "github_repo": "huggingface/trl",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.018191867636260104,
          "cohort_z": 0.426,
          "recent_weekly_commits": 45.8,
          "stars_not_scored": 19290
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 55.3,
      "percentile": 73,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: 2402.03300; incumbent (calibration); batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_357KR6Z8TFG",
      "name": "ROLL",
      "slug": "roll",
      "entity_type": "repo",
      "homepage": "https://github.com/alibaba/ROLL",
      "github_repo": "alibaba/ROLL",
      "openalex_work_ids": [
        "W4417097658"
      ],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.053953066217406205,
          "cohort_z": -0.994,
          "recent_weekly_commits": 1,
          "stars_not_scored": 3393
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 1,
          "by_year": {
            "2026": 1
          },
          "proxy": null
        }
      },
      "momentum": 37.6,
      "percentile": 13,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_H6EVSN8Q85T",
      "name": "prime-rl",
      "slug": "prime-rl",
      "entity_type": "repo",
      "homepage": "https://github.com/PrimeIntellect-ai/prime-rl",
      "github_repo": "PrimeIntellect-ai/prime-rl",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0009673284821392056,
          "cohort_z": 0.608,
          "recent_weekly_commits": 29.7,
          "stars_not_scored": 2034
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 57.6,
      "percentile": 80,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_2S60RGNZHBS",
      "name": "ART",
      "slug": "art",
      "entity_type": "repo",
      "homepage": "https://github.com/OpenPipe/ART",
      "github_repo": "OpenPipe/ART",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.03712048925092717,
          "cohort_z": 1.125,
          "recent_weekly_commits": 10.5,
          "stars_not_scored": 10712
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 64.1,
      "percentile": 87,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_Y0KW8KTAF72",
      "name": "Open R1",
      "slug": "open-r1",
      "entity_type": "repo",
      "homepage": "https://github.com/huggingface/open-r1",
      "github_repo": "huggingface/open-r1",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004976441296327813,
          "cohort_z": -0.304,
          "recent_weekly_commits": 0,
          "stars_not_scored": 26453
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 46.2,
      "percentile": 47,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_DQT3XHMXA2C",
      "name": "Trinity-RFT",
      "slug": "trinity-rft",
      "entity_type": "repo",
      "homepage": "https://github.com/agentscope-ai/Trinity-RFT",
      "github_repo": "agentscope-ai/Trinity-RFT",
      "openalex_work_ids": [
        "W4415330145"
      ],
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment",
      "cohort": "post-training-alignment",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.031360421709184946,
          "cohort_z": 0.115,
          "recent_weekly_commits": 1.4,
          "stars_not_scored": 700
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 51.4,
      "percentile": 53,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_R2KZCZM6TGV",
      "name": "FLUX.1",
      "slug": "flux-1",
      "entity_type": "model",
      "homepage": "https://blackforestlabs.ai",
      "github_repo": "black-forest-labs/flux",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.025,
          "recent_weekly_commits": 0,
          "stars_not_scored": 25949
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.7,
      "percentile": 21,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2506.15742; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_5R5PKZN9WTY",
      "name": "Qwen-Image",
      "slug": "qwen-image",
      "entity_type": "model",
      "homepage": "https://huggingface.co/Qwen/Qwen-Image",
      "github_repo": "QwenLM/Qwen-Image",
      "openalex_work_ids": [
        "W6966874861"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.016,
          "recent_weekly_commits": 0,
          "stars_not_scored": 8305
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 50.2,
      "percentile": 36,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2508.02324; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_X3P6ZMFQBQQ",
      "name": "Stable Diffusion 3.5",
      "slug": "stable-diffusion-3-5",
      "entity_type": "model",
      "homepage": "https://huggingface.co/stabilityai/stable-diffusion-3.5-large",
      "github_repo": "Stability-AI/sd3.5",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.077,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1533
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 51,
      "percentile": 64,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2403.03206; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_F19ZE68DAS4",
      "name": "Wan2.2",
      "slug": "wan2-2",
      "entity_type": "repo",
      "homepage": "https://github.com/Wan-Video/Wan2.2",
      "github_repo": "Wan-Video/Wan2.2",
      "openalex_work_ids": [
        "W4409092337"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.009389848621094952,
          "cohort_z": -3.011,
          "recent_weekly_commits": 0,
          "stars_not_scored": 17475
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 12,
          "by_year": {
            "2025": 6,
            "2026": 6
          },
          "proxy": null
        }
      },
      "momentum": 12.4,
      "percentile": 7,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2503.20314; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_W4SFE6Q23VK",
      "name": "HunyuanVideo",
      "slug": "hunyuanvideo",
      "entity_type": "repo",
      "homepage": "https://aivideo.hunyuan.tencent.com",
      "github_repo": "Tencent-Hunyuan/HunyuanVideo",
      "openalex_work_ids": [
        "W4405096483"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0018779697242189905,
          "cohort_z": 0.676,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 12517
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 9,
          "by_year": {
            "2025": 5,
            "2026": 4
          },
          "proxy": null
        }
      },
      "momentum": 58.5,
      "percentile": 71,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2412.03603; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_QFECGB8X9W5",
      "name": "LTX-Video",
      "slug": "ltx-video",
      "entity_type": "repo",
      "homepage": "https://ltx.io",
      "github_repo": "Lightricks/LTX-Video",
      "openalex_work_ids": [
        "W4406052102"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.006,
          "recent_weekly_commits": 0,
          "stars_not_scored": 10947
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2025": 2
          },
          "proxy": null
        }
      },
      "momentum": 50.1,
      "percentile": 29,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2501.00103; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_20N3FEGPDR2",
      "name": "SkyReels-V2",
      "slug": "skyreels-v2",
      "entity_type": "repo",
      "homepage": "https://skyworkai.github.io/skyreels-v2.github.io/",
      "github_repo": "SkyworkAI/SkyReels-V2",
      "openalex_work_ids": [
        "W4417091789"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.02,
          "recent_weekly_commits": 0,
          "stars_not_scored": 7522
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.2,
      "percentile": 43,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2504.13074; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_XTYDTXK7PNY",
      "name": "Open-Sora",
      "slug": "open-sora",
      "entity_type": "repo",
      "homepage": "https://github.com/hpcaitech/Open-Sora",
      "github_repo": "hpcaitech/Open-Sora",
      "openalex_work_ids": [
        "W4405956131"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004502494506201354,
          "cohort_z": -1.647,
          "recent_weekly_commits": 0,
          "stars_not_scored": 29776
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 12,
          "by_year": {
            "2024": 1,
            "2025": 9,
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 29.4,
      "percentile": 14,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2503.09642; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_ZQ2MJNFAEZS",
      "name": "ACE-Step",
      "slug": "ace-step",
      "entity_type": "model",
      "homepage": "https://ace-step.github.io",
      "github_repo": "ace-step/ACE-Step",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.036,
          "recent_weekly_commits": 0,
          "stars_not_scored": 4822
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.5,
      "percentile": 57,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2506.00045; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_V9ERGE3E0B4",
      "name": "Fish Speech",
      "slug": "fish-speech",
      "entity_type": "repo",
      "homepage": "https://fish.audio",
      "github_repo": "fishaudio/fish-speech",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.03090307453725624,
          "cohort_z": -3.033,
          "recent_weekly_commits": 0.6,
          "stars_not_scored": 32660
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 12.1,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2411.01156; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_MB6DQ5PDDKH",
      "name": "Kokoro-82M",
      "slug": "kokoro-82m",
      "entity_type": "model",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.014,
          "recent_weekly_commits": 0,
          "stars_not_scored": 8795
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.2,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "kokoro",
        "owner_type": "user",
        "repo_ref": "gh:915054134"
      }
    },
    {
      "entity_id": "e_R2623KSCANW",
      "name": "YuE",
      "slug": "yue",
      "entity_type": "model",
      "homepage": "https://map-yue.github.io",
      "github_repo": "multimodal-art-projection/YuE",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.022556045552267173,
          "cohort_z": 3.022,
          "recent_weekly_commits": 1.1,
          "stars_not_scored": 7005
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 87.8,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2503.08638; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_126THNX952P",
      "name": "ComfyUI",
      "slug": "comfyui",
      "entity_type": "product",
      "homepage": "https://www.comfy.org",
      "github_repo": "Comfy-Org/ComfyUI",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.010138210803638775,
          "cohort_z": 2.931,
          "recent_weekly_commits": 37.5,
          "stars_not_scored": 132667
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 86.6,
      "percentile": 86,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "incumbent (calibration); batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_9VRK70WNP96",
      "name": "Diffusers",
      "slug": "diffusers",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/docs/diffusers",
      "github_repo": "huggingface/diffusers",
      "openalex_work_ids": [],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.007673934497409614,
          "cohort_z": 2.721,
          "recent_weekly_commits": 24.1,
          "stars_not_scored": 34499
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 84,
      "percentile": 79,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "incumbent (calibration); batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_R2VJDA1P0WH",
      "name": "Sana",
      "slug": "sana",
      "entity_type": "repo",
      "homepage": "https://github.com/NVlabs/Sana",
      "github_repo": "NVlabs/Sana",
      "openalex_work_ids": [
        "W4403572833"
      ],
      "industry": "multimodal-media",
      "sub_niche": "media-generation",
      "cohort": "media-generation",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.01860858912726962,
          "cohort_z": 3.013,
          "recent_weekly_commits": 1.7,
          "stars_not_scored": 9053
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 5,
          "by_year": {
            "2025": 3,
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 87.7,
      "percentile": 93,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_VVAJB7D0NQX",
      "name": "Qwen3-VL",
      "slug": "qwen3-vl",
      "entity_type": "model",
      "homepage": "https://qwen.ai",
      "github_repo": "QwenLM/Qwen3-VL",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.558,
          "recent_weekly_commits": 0,
          "stars_not_scored": 19938
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 43,
      "percentile": 42,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2511.21631; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_26C836YXKF2",
      "name": "InternVL",
      "slug": "internvl",
      "entity_type": "repo",
      "homepage": "https://internvl.github.io",
      "github_repo": "OpenGVLab/InternVL",
      "openalex_work_ids": [
        "W4390214291"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.204,
          "recent_weekly_commits": 0,
          "stars_not_scored": 10155
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 17,
          "by_year": {
            "2024": 7,
            "2025": 9,
            "2026": 1
          },
          "proxy": null
        }
      },
      "momentum": 47.5,
      "percentile": 58,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2508.18265; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_C6EM2RQNX2S",
      "name": "GLM-V",
      "slug": "glm-v",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/zai-org/GLM-4.6V",
      "github_repo": "zai-org/GLM-V",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.02844454539413048,
          "cohort_z": -2.444,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 2385
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 19.4,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2507.01006; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_AZ9YNR6FPQZ",
      "name": "Kimi-VL",
      "slug": "kimi-vl",
      "entity_type": "model",
      "homepage": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking-2506",
      "github_repo": "MoonshotAI/Kimi-VL",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.905,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1227
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 61.3,
      "percentile": 75,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2504.07491; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_3JZ11S1QS33",
      "name": "MiniCPM-V",
      "slug": "minicpm-v",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/openbmb/MiniCPM-V-4_5",
      "github_repo": "OpenBMB/MiniCPM-V",
      "openalex_work_ids": [
        "W4406489046"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.008777895030965625,
          "cohort_z": 2.256,
          "recent_weekly_commits": 1,
          "stars_not_scored": 26361
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 26,
          "by_year": {
            "2024": 1,
            "2025": 20,
            "2026": 5
          },
          "proxy": null
        }
      },
      "momentum": 78.2,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2509.18154; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_V5N4GT09S49",
      "name": "DeepSeek-OCR",
      "slug": "deepseek-ocr",
      "entity_type": "model",
      "homepage": "https://huggingface.co/deepseek-ai/DeepSeek-OCR",
      "github_repo": "deepseek-ai/DeepSeek-OCR",
      "openalex_work_ids": [
        "W4416055645"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.653,
          "recent_weekly_commits": 0,
          "stars_not_scored": 23878
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 3,
          "by_year": {
            "2026": 3
          },
          "proxy": null
        }
      },
      "momentum": 41.8,
      "percentile": 33,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2510.18234; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_D81ZQF8BMQS",
      "name": "DeepSeek-VL2",
      "slug": "deepseek-vl2",
      "entity_type": "model",
      "homepage": "https://huggingface.co/deepseek-ai/deepseek-vl2",
      "github_repo": "deepseek-ai/DeepSeek-VL2",
      "openalex_work_ids": [
        "W4405434026"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.13,
          "recent_weekly_commits": 0,
          "stars_not_scored": 5373
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 25,
          "by_year": {
            "2025": 20,
            "2026": 5
          },
          "proxy": null
        }
      },
      "momentum": 51.6,
      "percentile": 67,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2412.10302; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_TPZFR15XYF6",
      "name": "Ovis2.5",
      "slug": "ovis2-5",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/AIDC-AI/Ovis2.5-9B",
      "github_repo": "ATH-MaaS/Ovis",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0021327605555690626,
          "cohort_z": 1.513,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 1516
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 68.9,
      "percentile": 83,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2508.11737; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_M6GFCMQK7DQ",
      "name": "Eagle 2.5",
      "slug": "eagle-2-5",
      "entity_type": "repo",
      "homepage": "https://huggingface.co/nvidia/Eagle2.5-8B",
      "github_repo": "NVlabs/Eagle",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0019999880290031734,
          "cohort_z": -0.327,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 3549
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 45.9,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2504.15271; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_7X1NF3PMZZM",
      "name": "moondream",
      "slug": "moondream",
      "entity_type": "model",
      "homepage": "https://moondream.ai",
      "github_repo": "m87-labs/moondream",
      "openalex_work_ids": [],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0035546009259484375,
          "cohort_z": -1.397,
          "recent_weekly_commits": 0,
          "stars_not_scored": 10044
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 32.5,
      "percentile": 8,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_261PEVXPG0B",
      "name": "SmolVLM",
      "slug": "smolvlm",
      "entity_type": "model",
      "homepage": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
      "github_repo": "huggingface/smollm",
      "openalex_work_ids": [
        "W4416119086"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004976441296327813,
          "cohort_z": -1.379,
          "recent_weekly_commits": 0,
          "stars_not_scored": 3891
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 4,
          "by_year": {
            "2026": 4
          },
          "proxy": null
        }
      },
      "momentum": 32.8,
      "percentile": 17,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2504.05299; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_JN83HWXP85Z",
      "name": "FastVLM",
      "slug": "fastvlm",
      "entity_type": "repo",
      "homepage": "https://machinelearning.apple.com/research/fast-vision-language-models",
      "github_repo": "apple-aiml-research/ml-fastvlm",
      "openalex_work_ids": [
        "W4413144805"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.005924334876580729,
          "cohort_z": 1.959,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 7416
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 24,
          "by_year": {
            "2025": 6,
            "2026": 18
          },
          "proxy": null
        }
      },
      "momentum": 74.5,
      "percentile": 92,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "paper_ref: arXiv:2412.13303; batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
    },
    {
      "entity_id": "e_41T3C34FQFA",
      "name": "LLaVA",
      "slug": "llava",
      "entity_type": "repo",
      "homepage": "https://llava-vl.github.io",
      "openalex_work_ids": [
        "W4366330503"
      ],
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models",
      "cohort": "multimodal-foundation-models",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.677,
          "recent_weekly_commits": 0,
          "stars_not_scored": 25019
        },
        "openalex_citation_momentum": {
          "status": "present",
          "slope": 1.618592961528936,
          "cohort_z": null,
          "total_citations": 698,
          "by_year": {
            "2021": 1,
            "2022": 1,
            "2023": 67,
            "2024": 338,
            "2025": 257,
            "2026": 34
          },
          "proxy": null
        }
      },
      "momentum": 41.5,
      "percentile": 25,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "calibration",
      "incumbent": true,
      "note": "paper_ref: arXiv:2310.03744; incumbent (calibration); batch#02 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)",
      "repository": {
        "repo_name": "LLaVA",
        "owner_type": "user",
        "repo_ref": "gh:629102662"
      }
    },
    {
      "entity_id": "e_1GSH6ZQHW7B",
      "name": "Browser Use",
      "slug": "browser-use",
      "entity_type": "repo",
      "homepage": "https://github.com/browser-use/browser-use",
      "github_repo": "browser-use/browser-use",
      "openalex_work_ids": [],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.001060024751250881,
          "cohort_z": -0.493,
          "recent_weekly_commits": 46,
          "stars_not_scored": 114294
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 43.8,
      "percentile": 33,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "No canonical paper / paper has 0 citations indexed; axis-2 structurally absent."
    },
    {
      "entity_id": "e_A4CCB1NFPZB",
      "name": "UI-TARS Desktop",
      "slug": "ui-tars-desktop",
      "entity_type": "repo",
      "homepage": "https://github.com/bytedance/UI-TARS-desktop",
      "github_repo": "bytedance/UI-TARS-desktop",
      "openalex_work_ids": [
        "W4406755521"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.005924334876580729,
          "cohort_z": -1.055,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 38938
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 5,
          "by_year": {
            "2025": 4,
            "2026": 1
          },
          "proxy": null
        }
      },
      "momentum": 36.8,
      "percentile": 17,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_Y8674BRJCH9",
      "name": "OmniParser",
      "slug": "omniparser",
      "entity_type": "repo",
      "homepage": "https://github.com/microsoft/OmniParser",
      "github_repo": "microsoft/OmniParser",
      "openalex_work_ids": [
        "W4401307085"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0021327605555690626,
          "cohort_z": 0.019,
          "recent_weekly_commits": 0.1,
          "stars_not_scored": 25389
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2026": 2
          },
          "proxy": null
        }
      },
      "momentum": 50.2,
      "percentile": 67,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_Z5PD7ZHKYWB",
      "name": "Agent S",
      "slug": "agent-s",
      "entity_type": "repo",
      "homepage": "https://github.com/simular-ai/Agent-S",
      "github_repo": "simular-ai/Agent-S",
      "openalex_work_ids": [
        "W4403365379"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.006952763865829463,
          "cohort_z": 0.781,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 12270
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2025": 2
          },
          "proxy": null
        }
      },
      "momentum": 59.8,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_NA2QKMK6XZM",
      "name": "OSWorld",
      "slug": "osworld",
      "entity_type": "repo",
      "homepage": "https://github.com/xlang-ai/OSWorld",
      "github_repo": "xlang-ai/OSWorld",
      "openalex_work_ids": [
        "W4415797693"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.04727973215146797,
          "cohort_z": -2.703,
          "recent_weekly_commits": 1.3,
          "stars_not_scored": 3138
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 30,
          "by_year": {
            "2025": 6,
            "2026": 24
          },
          "proxy": null
        }
      },
      "momentum": 16.2,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_JPHG3Z9N56M",
      "name": "ShowUI",
      "slug": "showui",
      "entity_type": "repo",
      "homepage": "https://github.com/showlab/ShowUI",
      "github_repo": "showlab/ShowUI",
      "openalex_work_ids": [
        "W4413147863"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0056339091726569715,
          "cohort_z": -0.25,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1898
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 17,
          "by_year": {
            "2025": 6,
            "2026": 11
          },
          "proxy": null
        }
      },
      "momentum": 46.9,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_8AWARYZ7WP6",
      "name": "Agent-E",
      "slug": "agent-e",
      "entity_type": "repo",
      "homepage": "https://github.com/EmergenceAI/Agent-E",
      "github_repo": "EmergenceAI/Agent-E",
      "openalex_work_ids": [
        "W4402346179"
      ],
      "industry": "ai-agents",
      "sub_niche": "gui-agents",
      "cohort": "gui-agents",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.531,
          "recent_weekly_commits": 0,
          "stars_not_scored": 1250
        },
        "openalex_citation_momentum": {
          "status": "insufficient",
          "slope": null,
          "cohort_z": null,
          "total_citations": 2,
          "by_year": {
            "2025": 2
          },
          "proxy": null
        }
      },
      "momentum": 56.6,
      "percentile": 83,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": null
    },
    {
      "entity_id": "e_7JW04Q252D6",
      "name": "superpowers",
      "slug": "superpowers",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0933091981163897,
          "cohort_z": -1.677,
          "recent_weekly_commits": 6,
          "stars_not_scored": 285574
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 29,
      "percentile": 3,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "superpowers",
        "owner_type": "user",
        "repo_ref": "gh:1073224795"
      }
    },
    {
      "entity_id": "e_TEXN6TK2CRK",
      "name": "hermes-agent",
      "slug": "hermes-agent",
      "entity_type": "repo",
      "homepage": "https://github.com/NousResearch/hermes-agent",
      "github_repo": "NousResearch/hermes-agent",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04252988743224316,
          "cohort_z": 1.065,
          "recent_weekly_commits": 1476.1,
          "stars_not_scored": 244758
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 63.3,
      "percentile": 76,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_MXJFHPMG9BH",
      "name": "tensorflow",
      "slug": "tensorflow",
      "entity_type": "repo",
      "homepage": "https://github.com/tensorflow/tensorflow",
      "github_repo": "tensorflow/tensorflow",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004209214717087226,
          "cohort_z": 0.122,
          "recent_weekly_commits": 280.4,
          "stars_not_scored": 199723
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 51.5,
      "percentile": 50,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_DY4152Q1HEE",
      "name": "stable-diffusion-webui",
      "slug": "stable-diffusion-webui",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": 0.157,
          "recent_weekly_commits": 0,
          "stars_not_scored": 164901
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 52,
      "percentile": 53,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "stable-diffusion-webui",
        "owner_type": "user",
        "repo_ref": "gh:527591471"
      }
    },
    {
      "entity_id": "e_9FCQF6CJ5E1",
      "name": "transformers",
      "slug": "transformers",
      "entity_type": "repo",
      "homepage": "https://github.com/huggingface/transformers",
      "github_repo": "huggingface/transformers",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.002013165879398808,
          "cohort_z": 0.198,
          "recent_weekly_commits": 84.8,
          "stars_not_scored": 165157
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 52.5,
      "percentile": 55,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_ZV3H84Q13C1",
      "name": "firecrawl",
      "slug": "firecrawl",
      "entity_type": "repo",
      "homepage": "https://github.com/firecrawl/firecrawl",
      "github_repo": "firecrawl/firecrawl",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.006794975283562677,
          "cohort_z": 0.316,
          "recent_weekly_commits": 43.8,
          "stars_not_scored": 179371
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 54,
      "percentile": 60,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_FWG4CE0H6WC",
      "name": "langflow",
      "slug": "langflow",
      "entity_type": "repo",
      "homepage": "https://github.com/langflow-ai/langflow",
      "github_repo": "langflow-ai/langflow",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.010634923145229576,
          "cohort_z": -0.075,
          "recent_weekly_commits": 106.2,
          "stars_not_scored": 154625
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.1,
      "percentile": 37,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_SW0DQ4N81NG",
      "name": "langchain",
      "slug": "langchain",
      "entity_type": "repo",
      "homepage": "https://github.com/langchain-ai/langchain",
      "github_repo": "langchain-ai/langchain",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.008631385458972525,
          "cohort_z": -0.049,
          "recent_weekly_commits": 48.2,
          "stars_not_scored": 146183
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.4,
      "percentile": 40,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_JYS5BHD9SQG",
      "name": "graphify",
      "slug": "graphify",
      "entity_type": "repo",
      "homepage": "https://github.com/Graphify-Labs/graphify",
      "github_repo": "Graphify-Labs/graphify",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.07904584649447524,
          "cohort_z": 1.661,
          "recent_weekly_commits": 76.2,
          "stars_not_scored": 117112
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 70.8,
      "percentile": 89,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_01E6T51Z5NE",
      "name": "MoneyPrinterTurbo",
      "slug": "moneyprinterturbo",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.08753289072085704,
          "cohort_z": 1.845,
          "recent_weekly_commits": 15.8,
          "stars_not_scored": 122617
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 73.1,
      "percentile": 92,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "MoneyPrinterTurbo",
        "owner_type": "user",
        "repo_ref": "gh:770153867"
      }
    },
    {
      "entity_id": "e_9CDJXKFG3CJ",
      "name": "ponytail",
      "slug": "ponytail",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.058492868311260236,
          "cohort_z": 1.287,
          "recent_weekly_commits": 9.2,
          "stars_not_scored": 136188
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 66.1,
      "percentile": 79,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "ponytail",
        "owner_type": "user",
        "repo_ref": "gh:1266797999"
      }
    },
    {
      "entity_id": "e_5AE2F3GDM57",
      "name": "caveman",
      "slug": "caveman",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.06546616850925689,
          "cohort_z": 1.359,
          "recent_weekly_commits": 25.7,
          "stars_not_scored": 105145
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 67,
      "percentile": 82,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "caveman",
        "owner_type": "user",
        "repo_ref": "gh:1201173969"
      }
    },
    {
      "entity_id": "e_10DHTZ75A5K",
      "name": "TradingAgents",
      "slug": "tradingagents",
      "entity_type": "repo",
      "homepage": "https://github.com/TauricResearch/TradingAgents",
      "github_repo": "TauricResearch/TradingAgents",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.04882544857037465,
          "cohort_z": -0.95,
          "recent_weekly_commits": 4.8,
          "stars_not_scored": 104746
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 38.1,
      "percentile": 8,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_JJMQ9HG9Y99",
      "name": "Deep-Live-Cam",
      "slug": "deep-live-cam",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.034789689830047814,
          "cohort_z": -0.688,
          "recent_weekly_commits": 2.1,
          "stars_not_scored": 96624
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 41.4,
      "percentile": 16,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "Deep-Live-Cam",
        "owner_type": "user",
        "repo_ref": "gh:695864515"
      }
    },
    {
      "entity_id": "e_824XAJ5ETWG",
      "name": "opencv",
      "slug": "opencv",
      "entity_type": "repo",
      "homepage": "https://github.com/opencv/opencv",
      "github_repo": "opencv/opencv",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0073686578284000645,
          "cohort_z": 0.147,
          "recent_weekly_commits": 34.9,
          "stars_not_scored": 90804
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 51.8,
      "percentile": 52,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_4VBT50A7VD2",
      "name": "claude-mem",
      "slug": "claude-mem",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.008250644028477009,
          "cohort_z": -0.16,
          "recent_weekly_commits": 43.5,
          "stars_not_scored": 93712
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 48,
      "percentile": 34,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "claude-mem",
        "owner_type": "user",
        "repo_ref": "gh:1048065319"
      }
    },
    {
      "entity_id": "e_44E0GZ3MAKS",
      "name": "NextChat",
      "slug": "nextchat",
      "entity_type": "repo",
      "homepage": "https://github.com/ChatGPTNextWeb/NextChat",
      "github_repo": "ChatGPTNextWeb/NextChat",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.010404312435865114,
          "cohort_z": 0.202,
          "recent_weekly_commits": 2.9,
          "stars_not_scored": 88749
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 52.5,
      "percentile": 56,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_5VB3GYJAWRC",
      "name": "PaddleOCR",
      "slug": "paddleocr",
      "entity_type": "repo",
      "homepage": "https://github.com/PaddlePaddle/PaddleOCR",
      "github_repo": "PaddlePaddle/PaddleOCR",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0699429192774637,
          "cohort_z": -1.418,
          "recent_weekly_commits": 0.4,
          "stars_not_scored": 89374
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 32.3,
      "percentile": 5,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_0HWS8572QP9",
      "name": "ragflow",
      "slug": "ragflow",
      "entity_type": "repo",
      "homepage": "https://github.com/infiniflow/ragflow",
      "github_repo": "infiniflow/ragflow",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.06131987090990167,
          "cohort_z": 1.235,
          "recent_weekly_commits": 195.2,
          "stars_not_scored": 90555
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 65.4,
      "percentile": 77,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_3N3Q3YAWBCG",
      "name": "pi",
      "slug": "pi",
      "entity_type": "repo",
      "homepage": "https://github.com/earendil-works/pi",
      "github_repo": "earendil-works/pi",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.021552068843934614,
          "cohort_z": 0.47,
          "recent_weekly_commits": 131.7,
          "stars_not_scored": 104288
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 55.9,
      "percentile": 65,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_ZRK10CYRA5W",
      "name": "open-design",
      "slug": "open-design",
      "entity_type": "repo",
      "homepage": "https://github.com/nexu-io/open-design",
      "github_repo": "nexu-io/open-design",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.1644309631325804,
          "cohort_z": 3.053,
          "recent_weekly_commits": 99.8,
          "stars_not_scored": 95695
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 88.2,
      "percentile": 98,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_B42PV7X9SGR",
      "name": "agent-skills",
      "slug": "agent-skills",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.015845016242317246,
          "cohort_z": -0.314,
          "recent_weekly_commits": 11.1,
          "stars_not_scored": 93637
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 46.1,
      "percentile": 26,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "agent-skills",
        "owner_type": "user",
        "repo_ref": "gh:1158722119"
      }
    },
    {
      "entity_id": "e_6Y1JB29DYJA",
      "name": "netdata",
      "slug": "netdata",
      "entity_type": "repo",
      "homepage": "https://github.com/netdata/netdata",
      "github_repo": "netdata/netdata",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.026834102091662433,
          "cohort_z": 0.508,
          "recent_weekly_commits": 96.9,
          "stars_not_scored": 80495
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 56.4,
      "percentile": 66,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_HAQNA853Q80",
      "name": "deer-flow",
      "slug": "deer-flow",
      "entity_type": "repo",
      "homepage": "https://github.com/bytedance/deer-flow",
      "github_repo": "bytedance/deer-flow",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.01348048372739171,
          "cohort_z": 0.244,
          "recent_weekly_commits": 74.5,
          "stars_not_scored": 82309
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 53,
      "percentile": 58,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_0W3HYER2F5A",
      "name": "d2l-zh",
      "slug": "d2l-zh",
      "entity_type": "repo",
      "homepage": "https://github.com/d2l-ai/d2l-zh",
      "github_repo": "d2l-ai/d2l-zh",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.034,
          "recent_weekly_commits": 0,
          "stars_not_scored": 80589
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.6,
      "percentile": 44,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_15DZEMC0CJY",
      "name": "Understand-Anything",
      "slug": "understand-anything",
      "entity_type": "repo",
      "homepage": "https://github.com/Egonex-AI/Understand-Anything",
      "github_repo": "Egonex-AI/Understand-Anything",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.10055752676531274,
          "cohort_z": -2.059,
          "recent_weekly_commits": 15.5,
          "stars_not_scored": 82109
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 24.3,
      "percentile": 0,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_291FVHEKPA8",
      "name": "crawl4ai",
      "slug": "crawl4ai",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.01914085244772202,
          "cohort_z": -0.415,
          "recent_weekly_commits": 5.6,
          "stars_not_scored": 82234
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.8,
      "percentile": 19,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "crawl4ai",
        "owner_type": "user",
        "repo_ref": "gh:798201435"
      }
    },
    {
      "entity_id": "e_E2WEN8QV5Q5",
      "name": "gpt4all",
      "slug": "gpt4all",
      "entity_type": "repo",
      "homepage": "https://github.com/nomic-ai/gpt4all",
      "github_repo": "nomic-ai/gpt4all",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.045,
          "recent_weekly_commits": 0,
          "stars_not_scored": 77390
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.4,
      "percentile": 42,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_GP8J1E7TFDC",
      "name": "rtk",
      "slug": "rtk",
      "entity_type": "repo",
      "homepage": "https://github.com/rtk-ai/rtk",
      "github_repo": "rtk-ai/rtk",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.007111731710835913,
          "cohort_z": -0.179,
          "recent_weekly_commits": 41.9,
          "stars_not_scored": 80044
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 47.8,
      "percentile": 31,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_AH0SJKJD25Z",
      "name": "Agent-Reach",
      "slug": "agent-reach",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.011210228635852233,
          "cohort_z": -0.263,
          "recent_weekly_commits": 5.1,
          "stars_not_scored": 79562
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 46.7,
      "percentile": 27,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "Agent-Reach",
        "owner_type": "user",
        "repo_ref": "gh:1165277268"
      }
    },
    {
      "entity_id": "e_52RJ4AYNG35",
      "name": "tesseract",
      "slug": "tesseract",
      "entity_type": "repo",
      "homepage": "https://github.com/tesseract-ocr/tesseract",
      "github_repo": "tesseract-ocr/tesseract",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.08762006382565556,
          "cohort_z": 1.721,
          "recent_weekly_commits": 7.8,
          "stars_not_scored": 76460
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 71.5,
      "percentile": 90,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_V42GXYWY24C",
      "name": "openai-cookbook",
      "slug": "openai-cookbook",
      "entity_type": "repo",
      "homepage": "https://github.com/openai/openai-cookbook",
      "github_repo": "openai/openai-cookbook",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.047208574918782345,
          "cohort_z": 0.903,
          "recent_weekly_commits": 4.2,
          "stars_not_scored": 75941
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 61.3,
      "percentile": 73,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_38NTPKDPKHA",
      "name": "learn-claude-code",
      "slug": "learn-claude-code",
      "entity_type": "repo",
      "homepage": "https://github.com/shareAI-lab/learn-claude-code",
      "github_repo": "shareAI-lab/learn-claude-code",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.01944006329382696,
          "cohort_z": -0.44,
          "recent_weekly_commits": 4.8,
          "stars_not_scored": 76605
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 44.5,
      "percentile": 18,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_NEH0J3ZF9KK",
      "name": "MiroFish",
      "slug": "mirofish",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.03139875770418371,
          "cohort_z": -0.697,
          "recent_weekly_commits": 2.1,
          "stars_not_scored": 72170
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 41.3,
      "percentile": 15,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "MiroFish",
        "owner_type": "user",
        "repo_ref": "gh:1104332987"
      }
    },
    {
      "entity_id": "e_AZADD2TBHKR",
      "name": "gpt_academic",
      "slug": "gpt-academic",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0,
          "cohort_z": -0.066,
          "recent_weekly_commits": 0,
          "stars_not_scored": 71328
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 49.2,
      "percentile": 39,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "gpt_academic",
        "owner_type": "user",
        "repo_ref": "gh:616372661"
      }
    },
    {
      "entity_id": "e_JYFZ2CANJXT",
      "name": "ruflo",
      "slug": "ruflo",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.00309518244355542,
          "cohort_z": -0.001,
          "recent_weekly_commits": 42.2,
          "stars_not_scored": 72197
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50,
      "percentile": 45,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "ruflo",
        "owner_type": "user",
        "repo_ref": "gh:995029641"
      }
    },
    {
      "entity_id": "e_TP1WNE77VC5",
      "name": "headroom",
      "slug": "headroom",
      "entity_type": "repo",
      "homepage": "https://github.com/headroomlabs-ai/headroom",
      "github_repo": "headroomlabs-ai/headroom",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.00748527807116581,
          "cohort_z": -0.216,
          "recent_weekly_commits": 93.6,
          "stars_not_scored": 71662
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 47.3,
      "percentile": 29,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_WPZ5QHX33YZ",
      "name": "scikit-learn",
      "slug": "scikit-learn",
      "entity_type": "repo",
      "homepage": "https://github.com/scikit-learn/scikit-learn",
      "github_repo": "scikit-learn/scikit-learn",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.013989786166843309,
          "cohort_z": -0.364,
          "recent_weekly_commits": 27.8,
          "stars_not_scored": 67232
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 45.5,
      "percentile": 23,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_M1E3ZT6VG3K",
      "name": "gpt4free",
      "slug": "gpt4free",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.04507913947815312,
          "cohort_z": 0.826,
          "recent_weekly_commits": 21.2,
          "stars_not_scored": 66683
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 60.3,
      "percentile": 71,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "gpt4free",
        "owner_type": "user",
        "repo_ref": "gh:620936652"
      }
    },
    {
      "entity_id": "e_VYZ3F276TRB",
      "name": "OpenSpec",
      "slug": "openspec",
      "entity_type": "repo",
      "homepage": "https://github.com/Fission-AI/OpenSpec",
      "github_repo": "Fission-AI/OpenSpec",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.09889523916046851,
          "cohort_z": 1.918,
          "recent_weekly_commits": 20.1,
          "stars_not_scored": 68051
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 74,
      "percentile": 94,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_Q4X4XZ13Y2W",
      "name": "anything-llm",
      "slug": "anything-llm",
      "entity_type": "repo",
      "homepage": "https://github.com/Mintplex-Labs/anything-llm",
      "github_repo": "Mintplex-Labs/anything-llm",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.02188960869620393,
          "cohort_z": 0.355,
          "recent_weekly_commits": 19.6,
          "stars_not_scored": 65950
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 54.4,
      "percentile": 63,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_2JCAQ45XCSC",
      "name": "warp",
      "slug": "warp",
      "entity_type": "repo",
      "homepage": "https://github.com/warpdotdev/warp",
      "github_repo": "warpdotdev/warp",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.1698998294465351,
          "cohort_z": 2.95,
          "recent_weekly_commits": 99.7,
          "stars_not_scored": 64980
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 86.9,
      "percentile": 97,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_TEVNVWBZ8HJ",
      "name": "mem0",
      "slug": "mem0",
      "entity_type": "repo",
      "homepage": "https://github.com/mem0ai/mem0",
      "github_repo": "mem0ai/mem0",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.040974380358991015,
          "cohort_z": -0.917,
          "recent_weekly_commits": 23.2,
          "stars_not_scored": 65162
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 38.5,
      "percentile": 11,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_PJKJBCHCEFY",
      "name": "daily_stock_analysis",
      "slug": "daily-stock-analysis",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.03485401963454427,
          "cohort_z": -0.795,
          "recent_weekly_commits": 16.8,
          "stars_not_scored": 64961
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 40.1,
      "percentile": 13,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "daily_stock_analysis",
        "owner_type": "user",
        "repo_ref": "gh:1131513930"
      }
    },
    {
      "entity_id": "e_61BHW1YYH5J",
      "name": "keras",
      "slug": "keras",
      "entity_type": "repo",
      "homepage": "https://github.com/keras-team/keras",
      "github_repo": "keras-team/keras",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.01387428039634379,
          "cohort_z": -0.374,
          "recent_weekly_commits": 25.9,
          "stars_not_scored": 64317
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 45.3,
      "percentile": 21,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_Y1AFX93KTS7",
      "name": "system_prompts_leaks",
      "slug": "system-prompts-leaks",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.004325885444293574,
          "cohort_z": -0.178,
          "recent_weekly_commits": 15.5,
          "stars_not_scored": 64973
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 47.8,
      "percentile": 32,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "system_prompts_leaks",
        "owner_type": "user",
        "repo_ref": "gh:976921297"
      }
    },
    {
      "entity_id": "e_PRCZN95ZV2R",
      "name": "TrendRadar",
      "slug": "trendradar",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.041079808399033635,
          "cohort_z": -0.932,
          "recent_weekly_commits": 0.5,
          "stars_not_scored": 62198
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 38.4,
      "percentile": 10,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "TrendRadar",
        "owner_type": "user",
        "repo_ref": "gh:974186260"
      }
    },
    {
      "entity_id": "e_0MXZ4HGH09F",
      "name": "context7",
      "slug": "context7",
      "entity_type": "repo",
      "homepage": "https://github.com/upstash/context7",
      "github_repo": "upstash/context7",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.00013868707152271732,
          "cohort_z": -0.107,
          "recent_weekly_commits": 8.2,
          "stars_not_scored": 61909
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 48.7,
      "percentile": 35,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_N629H7DQD4K",
      "name": "GPT-SoVITS",
      "slug": "gpt-sovits",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.010543497930788988,
          "cohort_z": -0.318,
          "recent_weekly_commits": 0.3,
          "stars_not_scored": 61717
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 46,
      "percentile": 24,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "GPT-SoVITS",
        "owner_type": "user",
        "repo_ref": "gh:743230067"
      }
    },
    {
      "entity_id": "e_Z9WRNDMF5MT",
      "name": "ultralytics",
      "slug": "ultralytics",
      "entity_type": "repo",
      "homepage": "https://github.com/ultralytics/ultralytics",
      "github_repo": "ultralytics/ultralytics",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.045817387674870515,
          "cohort_z": 0.819,
          "recent_weekly_commits": 76.5,
          "stars_not_scored": 61528
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 60.2,
      "percentile": 69,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved."
    },
    {
      "entity_id": "e_1VQN3TQ2Z74",
      "name": "last30days-skill",
      "slug": "last30days-skill",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.006655797570240202,
          "cohort_z": 0.03,
          "recent_weekly_commits": 28.1,
          "stars_not_scored": 61875
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.4,
      "percentile": 48,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-08; axis-2 unresolved.",
      "repository": {
        "repo_name": "last30days-skill",
        "owner_type": "user",
        "repo_ref": "gh:1140843380"
      }
    },
    {
      "entity_id": "e_G3RQ1T2X859",
      "name": "deepseek-harness",
      "slug": "deepseek-harness",
      "entity_type": "repo",
      "homepage": "https://github.com/deepseek-ai/deepseek-harness",
      "github_repo": "deepseek-ai/deepseek-harness",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.40526567686387016,
          "cohort_z": 3.248,
          "recent_weekly_commits": 1288.7,
          "stars_not_scored": 221138
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 90.6,
      "percentile": 100,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_V7MSNX3WC6J",
      "name": "whisper",
      "slug": "whisper",
      "entity_type": "repo",
      "homepage": "https://github.com/openai/whisper",
      "github_repo": "openai/whisper",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.0009478935802529165,
          "cohort_z": 0.027,
          "recent_weekly_commits": 0.2,
          "stars_not_scored": 108932
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 50.3,
      "percentile": 47,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_KAKRS8DB7PY",
      "name": "codegraph",
      "slug": "codegraph",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.05022436241061805,
          "cohort_z": 0.945,
          "recent_weekly_commits": 38.8,
          "stars_not_scored": 70554
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 61.8,
      "percentile": 74,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved.",
      "repository": {
        "repo_name": "codegraph",
        "owner_type": "user",
        "repo_ref": "gh:1137078255"
      }
    },
    {
      "entity_id": "e_BRB68FCWQQ1",
      "name": "cherry-studio",
      "slug": "cherry-studio",
      "entity_type": "repo",
      "homepage": "https://github.com/CherryHQ/cherry-studio",
      "github_repo": "CherryHQ/cherry-studio",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.046405425091802385,
          "cohort_z": 0.785,
          "recent_weekly_commits": 159.8,
          "stars_not_scored": 51714
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 59.8,
      "percentile": 68,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_9KAX3YVBMVS",
      "name": "distilly",
      "slug": "distilly",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.051010100559707804,
          "cohort_z": -1.326,
          "recent_weekly_commits": 2.2,
          "stars_not_scored": 24648
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 33.4,
      "percentile": 6,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved.",
      "repository": {
        "repo_name": "distilly",
        "owner_type": "user",
        "repo_ref": "gh:1195828337"
      }
    },
    {
      "entity_id": "e_VECQ6B2X7TX",
      "name": "FreeToken",
      "slug": "freetoken",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.09220394163090719,
          "cohort_z": 1.565,
          "recent_weekly_commits": 5.2,
          "stars_not_scored": 12534
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 69.6,
      "percentile": 87,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved.",
      "repository": {
        "repo_name": "FreeToken",
        "owner_type": "user",
        "repo_ref": "gh:1307001698"
      }
    },
    {
      "entity_id": "e_F7RJ7VXWPJ3",
      "name": "freebuff",
      "slug": "freebuff",
      "entity_type": "repo",
      "homepage": "https://github.com/CodebuffAI/freebuff",
      "github_repo": "CodebuffAI/freebuff",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.08988261872373442,
          "cohort_z": 1.519,
          "recent_weekly_commits": 210.8,
          "stars_not_scored": 11969
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 69,
      "percentile": 84,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_1M544BHSGGQ",
      "name": "nnUNet",
      "slug": "nnunet",
      "entity_type": "repo",
      "homepage": "https://github.com/MIC-DKFZ/nnUNet",
      "github_repo": "MIC-DKFZ/nnUNet",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": -0.08177666199791675,
          "cohort_z": -1.947,
          "recent_weekly_commits": 1.1,
          "stars_not_scored": 8880
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 25.7,
      "percentile": 2,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_YHPJ8ZXSSQ4",
      "name": "OBLITERATUS",
      "slug": "obliteratus",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.0906343557622188,
          "cohort_z": 1.534,
          "recent_weekly_commits": 15,
          "stars_not_scored": 8278
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 69.2,
      "percentile": 85,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved.",
      "repository": {
        "repo_name": "OBLITERATUS",
        "owner_type": "user",
        "repo_ref": "gh:1171949255"
      }
    },
    {
      "entity_id": "e_HPF1QZV0ZPX",
      "name": "dsh-routing-suite",
      "slug": "dsh-routing-suite",
      "entity_type": "repo",
      "homepage": null,
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.07933014387962718,
          "cohort_z": 1.306,
          "recent_weekly_commits": 5.9,
          "stars_not_scored": 7167
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 66.3,
      "percentile": 81,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved.",
      "repository": {
        "repo_name": "dsh-routing-suite",
        "owner_type": "user",
        "repo_ref": "gh:1334586481"
      }
    },
    {
      "entity_id": "e_32V083BPAMA",
      "name": "greptimedb",
      "slug": "greptimedb",
      "entity_type": "repo",
      "homepage": "https://github.com/GreptimeTeam/greptimedb",
      "github_repo": "GreptimeTeam/greptimedb",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.03054108682242748,
          "cohort_z": 0.321,
          "recent_weekly_commits": 40.2,
          "stars_not_scored": 6661
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 54,
      "percentile": 61,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [],
      "rising": false,
      "status": "single-axis",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    },
    {
      "entity_id": "e_J6GFPWGCTED",
      "name": "genoffice",
      "slug": "genoffice",
      "entity_type": "repo",
      "homepage": "https://github.com/genspark-ai/genoffice",
      "github_repo": "genspark-ai/genoffice",
      "openalex_work_ids": [],
      "industry": "unassigned",
      "sub_niche": "unassigned-v1",
      "cohort": "unassigned-v1",
      "axes": {
        "github_commit_velocity": {
          "slope": 0.1232105155945795,
          "cohort_z": 2.191,
          "recent_weekly_commits": 11.9,
          "stars_not_scored": 6565
        },
        "openalex_citation_momentum": {
          "status": "absent",
          "slope": null,
          "cohort_z": null,
          "total_citations": 0,
          "by_year": null,
          "proxy": null
        }
      },
      "momentum": 77.4,
      "percentile": 95,
      "confidence": "low",
      "axes_present": [
        "github_commit_velocity"
      ],
      "convergent_axes": [
        "github_commit_velocity"
      ],
      "rising": false,
      "status": "watch",
      "incumbent": false,
      "note": "Admitted by AI-v1 census 2026-09; axis-2 unresolved."
    }
  ],
  "counts": {
    "entities": 199,
    "rising": 0,
    "watch": 33,
    "tracked": 152,
    "calibration": 14,
    "axis2_present": 23
  },
  "provisional": true,
  "spine_complete": false
}