Agent Frameworks
17 systems
- Median commits/wk
- ≈25.6
- Median citations
- ≈66.5 (n = 4)
- Median direct dependents
- 151 (n = 13)
- At 2× the niche median or more
- 2
Rising: none
Open data · CC0 · weekly
Evidaxis
A free weekly CC0 archive of measured facts about open AI systems: commits per week, citations to date and verified dependents, each with its source and date.
Niches
Niche name, A to Z. Each niche keeps its own median; medals and Rising are computed inside a niche.
AI Drug Discovery
19 systems
- Median commits/wk
- 0
- Median citations
- 433 (n = 19)
- Median direct dependents
- 5 (n = 2)
- At 2× the niche median or more
- 6
Rising: none
Coding Agents
20 systems
- Median commits/wk
- ≈23.4
- Median citations
- ≈135.5 (n = 4)
- Median direct dependents
- ≈14.5 (n = 12)
- At 2× the niche median or more
- 0
Rising: Qwen Code
GUI & Computer-Use Agents
7 systems
- Median commits/wk
- ≈0.3
- Median citations
- ≈5.5 (n = 6)
- Median direct dependents
- 85 (n = 2)
- At 2× the niche median or more
- 2
Rising: none
Inference & Serving
14 systems
- Median commits/wk
- ≈44.5
- Median citations
- 11 (n = 5)
- Median direct dependents
- ≈14.5 (n = 8)
- At 2× the niche median or more
- 3
Rising: none
Media Generation
15 systems
- Median commits/wk
- 0
- Median citations
- ≈7.5 (n = 6)
- Median direct dependents
- 254 (n = 2)
- At 2× the niche median or more
- 0
Rising: none
Multimodal Foundation Models
13 systems
- Median commits/wk
- 0
- Median citations
- 29 (n = 6)
- Median direct dependents
- 4 (n = 1)
- At 2× the niche median or more
- 1
Rising: none
Post-training & Alignment
15 systems
- Median commits/wk
- ≈10.7
- Median citations
- 12 (n = 4)
- Median direct dependents
- ≈4.5 (n = 6)
- At 2× the niche median or more
- 2
Rising: Unsloth
Robotics & Embodied AI
16 systems
- Median commits/wk
- ≈0.7
- Median citations
- 60 (n = 7)
- Median direct dependents
- 81 (n = 7)
- At 2× the niche median or more
- 4
Rising: Isaac Lab
Not yet assigned
6,153 systems
No niche median, so no medals.
Medals this week: 1 gold, 10 silver, 9 bronze · Rising: Isaac Lab, Qwen Code, Unsloth
What the figures mean: Commits per week · Citation · Verified direct dependent · Niche medal · Rising
How a figure is computed
Three axes. One gate: any two converge.
We hold a longitudinal record of open AI momentum: every system in the census, every week, each input hash-pinned with raw provenance published. Size is never scored. We measure the rate of change of public signals, and publish Rising only when two independent axes converge. Open data, CC0.
Development, citations and direct dependents.
Each axis is normalized within its cohort, so “rising” means rising relative to its peers. Stars and raw size are never scored. The gate publishes recognition only, and recognition only ever points up.
velocity
Development velocity
The log-slope of commit activity, a fast, leading signal of where work is accelerating.
citation
Citation momentum
The log-slope of yearly citations, a slow, confirming signal that the work is taking hold.
dependents
Direct-dependents momentum (deps.dev)
Weekly counts of a system's own packages: declared in its own tree, published under that name and not attributed by deps.dev to another repository. Packages without repository metadata are unverified.
gate
The convergence gate
A system receives a Rising badge only when any two of three measurable axes converge. History, axis coverage, cohort floor, and reference-measurement rules are evaluated mechanically each week.
Why convergence? At least two axes must independently meet their rising rules. The third axis expands coverage; thresholds stay fixed. This axis measures the trajectory of a system's own packages: declared in its own tree, published under that name, and not attributed by deps.dev to another repository. A package with no repository link is unverified and stays. The self-name exclusion list is fixed at the v2h.1 panel. Systems with no admitted package are not measured on this axis. Points that cannot be derived exactly are withheld, and the series restarts after a withheld point.Full chart wall on the coverage atlas →
Convergence is rare, and that is the point.
The number that matters here is coverage, not the Rising column. We hold 6289 systems in period 2026-w42, measured every week, each input hash-pinned. Published Rising signals: 3. Every weekly snapshot extends the observation history used by the next evaluation.
Risingany two axes
3
published positive signals
History sufficient≥4 weeks
5845
distinct weekly observations
At least two of three axes measurablecoverage
58
2 with all three axes
Catalog
Systems with an assigned niche in snapshot 4d9867e6f218, in niche and name order.
Catalog · snapshot
| System | Cohort | Velocity z | Citation z | Direct-dependents z | Momentum | Status |
|---|---|---|---|---|---|---|
| Cosmos | Robotics & Embodied AI | +2.13 | no axis | no axis | 76.6 | 1 of 3 axes measurable |
| dora-rs | Robotics & Embodied AI | +2.92 | no axis | -1.81 | 56.9 | 2 of 3 axes measurable |
| Genesis | Robotics & Embodied AI | +0.72 | no axis | no axis | 59 | 1 of 3 axes measurable |
| Gymnasium | Robotics & Embodied AI | +1.54 | no axis | +0.00 | 59.6 | 2 of 3 axes measurable |
| Habitat-Lab | Robotics & Embodied AI | -0.26 | -0.27 | no axis | 46.7 | 2 of 3 axes measurable |
| Isaac Lab | Robotics & Embodied AI | +2.58 | +1.56 | no axis | 75.9 | Rising |
| Isaac-GR00T | Robotics & Embodied AI | -0.73 | no axis | no axis | 40.8 | 1 of 3 axes measurable |
| LeRobot | Robotics & Embodied AI | -0.70 | no axis | -0.20 | 44.4 | 2 of 3 axes measurable |
| LIBERO | Robotics & Embodied AI | +0.43 | no axis | no axis | 55.4 | 1 of 3 axes measurable |
| ManiSkill | Robotics & Embodied AI | -1.73 | -0.76 | no axis | 34.4 | 2 of 3 axes measurable |
| MuJoCo | Robotics & Embodied AI | +0.84 | -0.35 | +1.02 | 56.3 | 3 of 3 axes measurable |
| openpi | Robotics & Embodied AI | -0.92 | no axis | no axis | 38.5 | 1 of 3 axes measurable |
| OpenVLA | Robotics & Embodied AI | -0.21 | no axis | no axis | 47.4 | 1 of 3 axes measurable |
| RDT-1B | Robotics & Embodied AI | +0.60 | no axis | no axis | 57.6 | 1 of 3 axes measurable |
| RoboCasa | Robotics & Embodied AI | +1.22 | no axis | no axis | 65.2 | 1 of 3 axes measurable |
| robosuite | Robotics & Embodied AI | -0.12 | no axis | +0.67 | 53.5 | 2 of 3 axes measurable |
| AlphaFold3 | AI Drug Discovery | +3.10 | +0.69 | no axis | 73.7 | 2 of 3 axes measurable |
| BioEmu | AI Drug Discovery | +2.95 | no axis | no axis | 86.9 | 1 of 3 axes measurable |
| Boltz | AI Drug Discovery | -1.97 | +2.41 | no axis | 52.7 | 2 of 3 axes measurable |
| Chai-1 | AI Drug Discovery | -0.67 | no axis | no axis | 41.6 | 1 of 3 axes measurable |
| DeepChem | AI Drug Discovery | -2.31 | -1.03 | +0.00 | 36.1 | 3 of 3 axes measurable |
| DiffDock | AI Drug Discovery | -0.01 | -0.59 | no axis | 46.2 | 2 of 3 axes measurable |
| DiffSBDD | AI Drug Discovery | -0.08 | +0.28 | no axis | 51.2 | 2 of 3 axes measurable |
| ESM / ESMFold | AI Drug Discovery | +0.05 | +0.71 | no axis | 54.7 | 2 of 3 axes measurable |
| Foldseek | AI Drug Discovery | -2.41 | -0.02 | no axis | 34.9 | 2 of 3 axes measurable |
| gnina | AI Drug Discovery | -3.04 | -0.53 | no axis | 27.7 | 2 of 3 axes measurable |
| Graphormer | AI Drug Discovery | +3.02 | -0.51 | no axis | 65.7 | 2 of 3 axes measurable |
| LigandMPNN | AI Drug Discovery | -0.07 | no axis | no axis | 49.2 | 1 of 3 axes measurable |
| OpenFold | AI Drug Discovery | +0.04 | -0.45 | no axis | 47.4 | 2 of 3 axes measurable |
| ProteinMPNN | AI Drug Discovery | +0.00 | -0.64 | no axis | 46 | 2 of 3 axes measurable |
| Protenix | AI Drug Discovery | -2.99 | no axis | no axis | 12.6 | 1 of 3 axes measurable |
| RFdiffusion | AI Drug Discovery | -2.97 | -0.28 | no axis | 29.7 | 2 of 3 axes measurable |
| SaProt | AI Drug Discovery | -0.07 | +1.78 | no axis | 60.7 | 2 of 3 axes measurable |
| TorchDrug | AI Drug Discovery | -0.01 | -0.44 | no axis | 47.2 | 2 of 3 axes measurable |
| Uni-Mol | AI Drug Discovery | -0.03 | +0.60 | no axis | 53.6 | 2 of 3 axes measurable |
| Agentless | Coding Agents | +0.01 | no axis | no axis | 50.1 | 1 of 3 axes measurable |
| Aider | Coding Agents | -0.71 | no axis | -0.60 | 41.8 | 2 of 3 axes measurable |
| ChatDev | Coding Agents | -0.03 | no axis | no axis | 49.7 | 1 of 3 axes measurable |
| Cline | Coding Agents | +1.00 | no axis | -0.49 | 53.2 | 2 of 3 axes measurable |
| Codex CLI | Coding Agents | +2.10 | no axis | no axis | 76.3 | 1 of 3 axes measurable |
| Continue | Coding Agents | -0.01 | no axis | -0.50 | 46.8 | 2 of 3 axes measurable |
| Crush | Coding Agents | -0.60 | no axis | no axis | 42.5 | 1 of 3 axes measurable |
| Gemini CLI | Coding Agents | -0.38 | no axis | -0.96 | 41.7 | 2 of 3 axes measurable |
| Goose | Coding Agents | +0.44 | no axis | no axis | 55.5 | 1 of 3 axes measurable |
| Kilo Code | Coding Agents | -0.47 | no axis | +2.86 | 64.9 | 2 of 3 axes measurable |
| mini-swe-agent | Coding Agents | -1.16 | no axis | +0.77 | 47.5 | 2 of 3 axes measurable |
| Open Interpreter | Coding Agents | -2.76 | no axis | no axis | 15.5 | 1 of 3 axes measurable |
| OpenCode | Coding Agents | +0.66 | no axis | +0.52 | 57.4 | 2 of 3 axes measurable |
| OpenHands | Coding Agents | -0.12 | no axis | no axis | 48.5 | 1 of 3 axes measurable |
| Qwen Code | Coding Agents | +2.90 | no axis | +2.39 | 83.1 | Rising |
| SWE-agent | Coding Agents | -0.16 | no axis | no axis | 48 | 1 of 3 axes measurable |
| SWE-bench | Coding Agents | +1.90 | no axis | +0.00 | 61.9 | 2 of 3 axes measurable |
| Tabby | Coding Agents | +0.98 | no axis | no axis | 62.2 | 1 of 3 axes measurable |
| Void | Coding Agents | +0.83 | no axis | no axis | 60.3 | 1 of 3 axes measurable |
| Zed | Coding Agents | +0.25 | no axis | -0.67 | 47.4 | 2 of 3 axes measurable |
| AIBrix | Inference & Serving | +1.11 | no axis | no axis | 63.9 | 1 of 3 axes measurable |
| FlashInfer | Inference & Serving | +2.22 | no axis | -0.97 | 57.8 | 2 of 3 axes measurable |
| KTransformers | Inference & Serving | -1.24 | no axis | no axis | 34.5 | 1 of 3 axes measurable |
| llama.cpp | Inference & Serving | -0.24 | no axis | +0.67 | 52.7 | 2 of 3 axes measurable |
| llm-d | Inference & Serving | -0.66 | no axis | no axis | 41.7 | 1 of 3 axes measurable |
| LMCache | Inference & Serving | -0.53 | no axis | no axis | 43.4 | 1 of 3 axes measurable |
| LMDeploy | Inference & Serving | -1.93 | no axis | no axis | 25.9 | 1 of 3 axes measurable |
| Mooncake | Inference & Serving | +0.45 | no axis | no axis | 55.6 | 1 of 3 axes measurable |
| Nano-vLLM | Inference & Serving | -1.63 | no axis | no axis | 29.6 | 1 of 3 axes measurable |
| Ollama | Inference & Serving | +0.33 | no axis | +0.00 | 52 | 2 of 3 axes measurable |
| SGLang | Inference & Serving | +0.16 | no axis | +0.12 | 51.7 | 2 of 3 axes measurable |
| TensorRT-LLM | Inference & Serving | -0.64 | no axis | no axis | 42 | 1 of 3 axes measurable |
| vLLM | Inference & Serving | +0.72 | no axis | -2.00 | 42 | 2 of 3 axes measurable |
| Xinference | Inference & Serving | +0.65 | no axis | no axis | 58.1 | 1 of 3 axes measurable |
| AgentScope | Agent Frameworks | +2.36 | no axis | +0.92 | 70.5 | 2 of 3 axes measurable |
| Agno | Agent Frameworks | -0.40 | no axis | -0.78 | 42.7 | 2 of 3 axes measurable |
| AutoGen | Agent Frameworks | +0.31 | no axis | -0.85 | 46.6 | 2 of 3 axes measurable |
| CAMEL | Agent Frameworks | -2.07 | no axis | +0.00 | 37.1 | 2 of 3 axes measurable |
| CrewAI | Agent Frameworks | -0.18 | no axis | +0.60 | 52.6 | 2 of 3 axes measurable |
| DSPy | Agent Frameworks | +0.61 | no axis | -0.67 | 49.6 | 2 of 3 axes measurable |
| Google ADK | Agent Frameworks | +1.67 | no axis | +0.06 | 60.8 | 2 of 3 axes measurable |
| LangGraph | Agent Frameworks | -0.79 | no axis | no axis | 40.1 | 1 of 3 axes measurable |
| Letta | Agent Frameworks | -0.10 | no axis | no axis | 48.7 | 1 of 3 axes measurable |
| Mastra | Agent Frameworks | +1.23 | no axis | no axis | 65.4 | 1 of 3 axes measurable |
| MetaGPT | Agent Frameworks | +0.16 | no axis | no axis | 52 | 1 of 3 axes measurable |
| Microsoft Agent Framework | Agent Frameworks | +0.63 | no axis | +2.61 | 70.3 | 2 of 3 axes measurable |
| OpenAI Agents SDK | Agent Frameworks | +0.86 | no axis | -0.32 | 53.4 | 2 of 3 axes measurable |
| PydanticAI | Agent Frameworks | +2.86 | no axis | +0.26 | 69.5 | 2 of 3 axes measurable |
| Qwen-Agent | Agent Frameworks | -0.43 | no axis | -1.52 | 37.8 | 2 of 3 axes measurable |
| smolagents | Agent Frameworks | -0.66 | no axis | -1.11 | 38.9 | 2 of 3 axes measurable |
| Strands Agents | Agent Frameworks | -0.30 | no axis | +0.61 | 51.9 | 2 of 3 axes measurable |
| AReaL | Post-training & Alignment | +0.03 | no axis | no axis | 50.3 | 1 of 3 axes measurable |
| ART | Post-training & Alignment | +1.17 | no axis | no axis | 64.7 | 1 of 3 axes measurable |
| Axolotl | Post-training & Alignment | +0.77 | no axis | no axis | 59.6 | 1 of 3 axes measurable |
| LLaMA-Factory | Post-training & Alignment | -2.02 | no axis | no axis | 24.8 | 1 of 3 axes measurable |
| ms-swift | Post-training & Alignment | -0.06 | no axis | -0.67 | 45.4 | 2 of 3 axes measurable |
| Open R1 | Post-training & Alignment | -0.12 | no axis | no axis | 48.5 | 1 of 3 axes measurable |
| Open-Instruct | Post-training & Alignment | -0.25 | no axis | no axis | 46.9 | 1 of 3 axes measurable |
| OpenRLHF | Post-training & Alignment | -0.18 | no axis | no axis | 47.7 | 1 of 3 axes measurable |
| prime-rl | Post-training & Alignment | +1.24 | no axis | no axis | 65.5 | 1 of 3 axes measurable |
| ROLL | Post-training & Alignment | -0.66 | no axis | no axis | 41.8 | 1 of 3 axes measurable |
| Search-R1 | Post-training & Alignment | +0.22 | no axis | no axis | 52.8 | 1 of 3 axes measurable |
| Trinity-RFT | Post-training & Alignment | -0.59 | no axis | no axis | 42.7 | 1 of 3 axes measurable |
| TRL | Post-training & Alignment | +0.48 | no axis | +0.00 | 53 | 2 of 3 axes measurable |
| Unsloth | Post-training & Alignment | +1.83 | no axis | +3.00 | 80.2 | Rising |
| verl | Post-training & Alignment | -0.67 | no axis | no axis | 41.6 | 1 of 3 axes measurable |
| ACE-Step | Media Generation | -0.09 | no axis | no axis | 48.9 | 1 of 3 axes measurable |
| ComfyUI | Media Generation | -2.84 | no axis | no axis | 14.6 | 1 of 3 axes measurable |
| Diffusers | Media Generation | +3.08 | no axis | +0.00 | 69.3 | 2 of 3 axes measurable |
| Fish Speech | Media Generation | +3.08 | no axis | no axis | 88.5 | 1 of 3 axes measurable |
| FLUX.1 | Media Generation | +0.06 | no axis | no axis | 50.7 | 1 of 3 axes measurable |
| HunyuanVideo | Media Generation | +2.99 | no axis | no axis | 87.4 | 1 of 3 axes measurable |
| Kokoro-82M | Media Generation | -0.03 | no axis | +0.00 | 49.8 | 2 of 3 axes measurable |
| LTX-Video | Media Generation | -0.02 | no axis | no axis | 49.8 | 1 of 3 axes measurable |
| Open-Sora | Media Generation | +0.07 | no axis | no axis | 50.9 | 1 of 3 axes measurable |
| Qwen-Image | Media Generation | -0.04 | no axis | no axis | 49.5 | 1 of 3 axes measurable |
| Sana | Media Generation | +2.97 | no axis | no axis | 87.1 | 1 of 3 axes measurable |
| SkyReels-V2 | Media Generation | -0.05 | no axis | no axis | 49.4 | 1 of 3 axes measurable |
| Stable Diffusion 3.5 | Media Generation | -0.19 | no axis | no axis | 47.7 | 1 of 3 axes measurable |
| Wan2.2 | Media Generation | +3.02 | no axis | no axis | 87.8 | 1 of 3 axes measurable |
| YuE | Media Generation | +2.99 | no axis | no axis | 87.4 | 1 of 3 axes measurable |
| DeepSeek-OCR | Multimodal Foundation Models | +0.64 | no axis | no axis | 57.9 | 1 of 3 axes measurable |
| DeepSeek-VL2 | Multimodal Foundation Models | -0.13 | no axis | no axis | 48.4 | 1 of 3 axes measurable |
| Eagle 2.5 | Multimodal Foundation Models | -3.32 | no axis | no axis | 8.5 | 1 of 3 axes measurable |
| FastVLM | Multimodal Foundation Models | +3.03 | no axis | no axis | 87.9 | 1 of 3 axes measurable |
| GLM-V | Multimodal Foundation Models | +2.46 | no axis | no axis | 80.7 | 1 of 3 axes measurable |
| InternVL | Multimodal Foundation Models | +0.20 | no axis | no axis | 52.4 | 1 of 3 axes measurable |
| Kimi-VL | Multimodal Foundation Models | -0.89 | no axis | no axis | 38.9 | 1 of 3 axes measurable |
| LLaVA | Multimodal Foundation Models | +0.66 | no axis | no axis | 58.2 | 1 of 3 axes measurable |
| MiniCPM-V | Multimodal Foundation Models | -2.31 | no axis | no axis | 21.1 | 1 of 3 axes measurable |
| moondream | Multimodal Foundation Models | -2.81 | no axis | no axis | 14.9 | 1 of 3 axes measurable |
| Ovis2.5 | Multimodal Foundation Models | -1.45 | no axis | no axis | 31.9 | 1 of 3 axes measurable |
| Qwen3-VL | Multimodal Foundation Models | +0.54 | no axis | no axis | 56.8 | 1 of 3 axes measurable |
| SmolVLM | Multimodal Foundation Models | +2.71 | no axis | no axis | 83.8 | 1 of 3 axes measurable |
| Agent S | GUI & Computer-Use Agents | +0.23 | no axis | no axis | 52.9 | 1 of 3 axes measurable |
| Agent-E | GUI & Computer-Use Agents | +1.48 | no axis | no axis | 68.5 | 1 of 3 axes measurable |
| Browser Use | GUI & Computer-Use Agents | -1.05 | no axis | +0.00 | 43.4 | 2 of 3 axes measurable |
| OmniParser | GUI & Computer-Use Agents | -0.69 | no axis | no axis | 41.4 | 1 of 3 axes measurable |
| OSWorld | GUI & Computer-Use Agents | -2.19 | no axis | no axis | 22.7 | 1 of 3 axes measurable |
| ShowUI | GUI & Computer-Use Agents | -0.57 | no axis | no axis | 42.9 | 1 of 3 axes measurable |
| UI-TARS Desktop | GUI & Computer-Use Agents | +2.05 | no axis | +0.00 | 62.8 | 2 of 3 axes measurable |
Default order: cohort, then alphabetical. Momentum maps the mean of present-axis z-scores to 0-100. Cohort-normalized z-scores · measurement states are derived from source coverage and weekly history · "no axis" = that axis is not measurable. Sort-by-momentum is optional client-side only. Two- and three-axis momentum scores are not strictly comparable.