GitStar / GitHub Social Proof

Python Ecosystem Telemetry Index

Empirical GitHub telemetry across Python AI/ML and developer repositories: daily trending velocity floors (70-125 stars/day), fork ratios, and StarScout checks.

All ReposMCP ServersAI AgentsDevToolsInfra & SRECLI ToolsTypeScriptPythonRustGo
Indexed Open-Source Repositories (568)
tllovesxs/wandao Python devtools 1K+ BENCHMARK

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1,121 101 (9.0%) 1,121
Human-Agent-Society/CORAL Python ai-agent 1K+ BENCHMARK

Open-source autoresearch powered by autonomous coding agents. Run Claude Code, OpenCode, and Codex with grading, shared knowledge, and multi-agent evolution. Accepted at COLM 2026.

1,083 138 (12.7%) 1,083
AgentSafeLabs/safelabs-eval Python ai-agent VIABLE (250+)

Red-teaming and evaluation framework for AI agents, built around an OWASP-inspired ASI01–ASI10 taxonomy

884 96 (10.9%) 36
HKUSTDial/flash-sparse-attention Python devtools VIABLE (250+)

Trainable fast and memory-efficient sparse attention

763 62 (8.1%) 763
amap-cvlab/ABot-Manipulation Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for ABot Manipulation.

715 58 (8.1%) 715
aibox22/readmeX Python devtools VIABLE (250+)

An AI Powered README and Interactive Wiki Generator for Any Projects. AI README Wiki DeepWiki

639 52 (8.1%) 639
Decade-qiu/CookHero Python ai-agent VIABLE (250+)

CookHero LLM + RAG + Agent + AI Web ReAct Agent / Subagent “ ”

631 97 (15.4%) 631
gaolongsen/GFVLA_CBF Python devtools VIABLE (250+)

🤖🧠👾 Graph VLA with Control Barrier Function in Dual-Arm Robotics Manipulation

507 47 (9.3%) 507
agentsope/SkillAlchemy Python devtools VIABLE (250+)

From thought to skill. From signal to structure.

436 35 (8.0%) 436
miyakooy/TensorsLab-Vison Python ai-agent VIABLE (250+)

AI agent skills for TensorsLab image and video generation, resumable tasks, content-bound approval, and QA-gated ecommerce workflows.

428 35 (8.2%) 18
xqz614/Awesome-Agentic-Clinical-Dialogue Python ai-agent VIABLE (250+)

Resource collection of medical agent for clinical dialogue and health

412 33 (8.0%) 412
opendilab/LightRFT Python devtools VIABLE (250+)

LightRFT: Light, Efficient, Omni-modal & Reward-model Driven Reinforcement Fine-Tuning Framework

397 32 (8.1%) 397
QiangChunyu/SecoustiCodec Python devtools VIABLE (250+)

Ultra-low bitrate speech codec (0.27-1 kbps) with cross-modal alignment and real-time capabilities

376 31 (8.2%) 376
beianchuqing111/drone-fire-platform Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for drone fire platform.

361 29 (8.0%) 15
Micheliliuv87/Document-Parser-Agent Python ai-agent VIABLE (250+)

Document Parser AI-Agent Using OpenAI ChatGPT 4-o Model

357 43 (12.0%) 357
HUST-SLOW/MuSc-V2 Python devtools VIABLE (250+)

[TPAMI2026] MuSc-V2: Zero-Shot Multimodal Industrial Anomaly Classification and Segmentation with Mutual Scoring of Unlabeled Samples. Paper is avaliable at https://ieeexplore.ieee.org/document/11498451 and https://arxiv.org/abs/2511.10047

334 27 (8.1%) 334
Heartune/DataFlow-EDU Python cli VIABLE (250+)

AI DataFlow-EDU &Benchmark WebUI TUI www.dataflow-edu.site.

308 25 (8.1%) 308
neithhogg/lair Python devtools VIABLE (250+)

lair developer tool

302 25 (8.3%) 302
besimple-oss/broccoli Python ai-agent VIABLE (250+)

Broccoli turns Linear tickets into shipped PRs — powered by Claude and Codex, running on your own Google Cloud or Blaxel containers.

283 23 (8.1%) 283
keggin-CHN/Magic-Mirror Python devtools VIABLE (250+)

Magic Mirror A mirror of pixels, a face reborn in light.

272 22 (8.1%) 272
dagoSte/squadra Python mcp-server VIABLE (250+)

Coordinate Claude, Codex and Cursor windows with shared tasks, acknowledgements, prechecks, parallel tests, source-bound proofs and independent review. Built-in skills recall lessons, simplify code and forecast work. Track progress, decisions and evidence in a bilingual local dashboard, with MCP plugins. Browse skills and verified security audits.

256 21 (8.2%) 11
tyxben/arcana Python ai-agent VIABLE (250+)

Controllable, Reproducible, Evaluable Agent Platform

255 35 (13.7%) 255
securetron-gh/aifw Python ai-agent VIABLE (250+)

AI Agent Identity and Access Management and Inference Firewall

254 21 (8.3%) 11
Silung/scholar-search-mcp Python mcp-server -3 TO 250 FLOOR

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

247 20 (8.1%) 247
NextWeb4/lan-file-transfer Python devtools -4 TO 250 FLOOR

Local LAN file transfer desktop app with user/group permissions and audit logs.

246 20 (8.1%) 246
william4s/ConstraintLLM Python devtools -17 TO 250 FLOOR

The project page for "ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming"

233 19 (8.2%) 233
omega-memory/omega-memory Python ai-agent -25 TO 250 FLOOR

Persistent memory for AI coding agents

225 36 (16.0%) 11
comet-ml/opik-mcp Python mcp-server -27 TO 250 FLOOR

Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS Code.

223 42 (18.8%) 11
lmwilki/civ6-mcp Python mcp-server -28 TO 250 FLOOR

An MCP server that lets LLM agents play Civilization VI.

222 46 (20.7%) 11
orbi-build/orbi Python ai-agent -28 TO 250 FLOOR

Open-source (AGPL-3.0), self-hostable lights-out software factory for the agent era: label a GitHub Issue, get an independently reviewed, merged PR and a tagged release.

222 28 (12.6%) 11
EYamanS/texel-studio Python ai-agent -29 TO 250 FLOOR

AI pixel art agent that paints like a real artist. Not diffusion — actual tool-based painting with shapes, noise, and per-pixel control.

221 37 (16.7%) 11
ZhumingLian/SHINE Python devtools -33 TO 250 FLOOR

[ICLR 2026] "Does FLUX Already Know How to Perform Physically Plausible Image Composition?" (Official Implementation)

217 18 (8.3%) 217
CelestoAI/agentor Python mcp-server -36 TO 250 FLOOR

Open source version of Claude Managed Agents. Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent.

214 49 (22.9%) 11
KbWen/agentic-os Python ai-agent -36 TO 250 FLOOR

Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and Antigravity, via AGENTS.md.

214 44 (20.6%) 11
yycyyv/M-Cube Python devtools -36 TO 250 FLOOR

M-Cube (M³) — Multi-thinking, Multimodal, Multi-verification Patent Drafting Assistant

214 46 (21.5%) 214
KyaniteLabs/kinocut Python mcp-server -39 TO 250 FLOOR

Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.

211 47 (22.3%) 11
dylanroscover/Embody Python mcp-server -43 TO 250 FLOOR

The most comprehensive MCP toolkit for TouchDesigner

207 17 (8.2%) 10
Birfy/agentdescent Python ai-agent -50 TO 250 FLOOR

Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.

200 20 (10.0%) 200
Bomx/distribb-skill Python cli -50 TO 250 FLOOR

Distribb CLI, Claude, Codex, Hermes, OpenClaw skill for AI-powered SEO. Write content with your own AI, publish through Distribb's backlink network.

200 37 (18.5%) 10
dualverse-ai/station Python ai-agent -52 TO 250 FLOOR

The Station is an open-world multi-agent environment where AI agents pursue autonomous scientific discovery and build a shared literature.

198 17 (8.6%) 10
LSPosed/dexsql-release Python devtools -55 TO 250 FLOOR

SQL for Android apk and dex files

195 16 (8.2%) 10
OWASP/www-project-agent-memory-guard Python ai-agent -61 TO 250 FLOOR

Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, AutoGen, CrewAI and mem0.

189 56 (29.6%) 9
MLT-OSS/FirstData Python devtools -66 TO 250 FLOOR

The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base

184 33 (17.9%) 9
William-Liwei/APCL Python devtools -67 TO 250 FLOOR

Adaptive Prototypical Contrastive Learning for Time Series Clustering (KDD 2026)

183 15 (8.2%) 183
OpenLucasKaka/bareloop Python ai-agent -68 TO 250 FLOOR

A transparent, OpenAI-compatible agent runtime built from first principles.

182 15 (8.2%) 182
serpapi/serpapi-mcp Python mcp-server -70 TO 250 FLOOR

SerpApi MCP Server for Google and other search engine results

180 43 (23.9%) 9
kiyotakali/Miru Python infra -72 TO 250 FLOOR

An open-source AI companion that actually remembers you — runs entirely on your own Mac or server. Desktop pet · long-term memory · proactive companionship · multi-device sync.

178 24 (13.5%) 9
movieclaw/MovieClaw Python ai-agent -73 TO 250 FLOOR

Next-gen AI media server. One container replaces Sonarr, Radarr, Prowlarr, Bazarr, Jellyseerr and Jellyfin, with a web app, a native iPhone app, and an AI agent that gets things done. Free for personal use.

177 41 (23.2%) 9
MINED-LMM/MINED Python devtools -74 TO 250 FLOOR

ACL 2026 🔥Temporal Awareness Evaluation, Comprehensive Benchmarking, and Multi-Dimensional Analysis!

176 15 (8.5%) 176
CHB-learner/PaperPilot Python ai-agent -76 TO 250 FLOOR

Autonomous Python AI agent and orchestration framework for PaperPilot workflows.

174 14 (8.0%) 174
kstevica/captain-claw Python ai-agent -77 TO 250 FLOOR

Self-hosted framework for orchestrating fleets of specialist AI agents — ensemble reasoning and a full agentic coding pipeline, model-agnostic and local-friendly.

173 21 (12.1%) 9
kanchengw/cnllm Python devtools -77 TO 250 FLOOR

Python toolkit for Chinese LLMs, with flexible batch capacity, structured real-time visulization and automated accumulation for streaming, and explicit feedback on vendor-native parameter validation.

173 15 (8.7%) 173
bonigarcia/context-engineering Python devtools -80 TO 250 FLOOR

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

170 27 (15.9%) 9
openclaw-easy/ViralMint Python devtools -81 TO 250 FLOOR

Open-source video pipeline (clipper, script-to-video & more) — scout trends, clip long videos, generate captioned shorts, design motion graphics. Local-first, BYOK. AGPL-3.0.

169 36 (21.3%) 8
xr997/LAMB Python devtools -81 TO 250 FLOOR

LAMB developer tool

169 14 (8.3%) 169
zzhahn/a_stock_level2_data Python ai-agent -83 TO 250 FLOOR

Low-latency Level-2 market data feed and tick-by-tick orderbook streaming interface for quantitative trading agents.

167 45 (26.9%) 8
swapnildahiphale/OpenSRE Python cli -86 TO 250 FLOOR

OpenSRE — the memory-first AI SRE. Self-hosted incident investigation with episodic memory, knowledge graph, web console, Slack & Teams. opensre.in

164 47 (28.7%) 8
NextWeb4/official-document-ai-assistant Python devtools -86 TO 250 FLOOR

Local official-document review, formatting repair, and compliant export desktop assistant.

164 14 (8.5%) 164
zjunlp/SciAtlas Python devtools -88 TO 250 FLOOR

A Large-Scale Knowledge Graph for Automated Scientific Research

162 15 (9.3%) 8
GuyMannDude/mnemo-cortex Python mcp-server -93 TO 250 FLOOR

Open-source cognitive coprocessor with active memory for AI agents — persistent recall, semantic search, overnight dreaming, verified facts, encrypted USB sync. MCP server; works with Claude, ChatGPT, and any local LLM. Built by one maker and his agents.

157 38 (24.2%) 8
Page 9 of 10 (568 indexed repositories)
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