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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 (575)
codematrixer/hmdriver2 Python web VIABLE (250+)

UI Automation Framework for HarmonyOS NEXT NEXT

441 | 56 (12.7%) | 18
Prysai/Prysai-LLM-Playbook Python ai-agent VIABLE (250+)

An evidence-led, six-language LLM playbook: the transferable core, the Codex flagship track, and adapters for ChatGPT, Claude Code, Gemini, DeepSeek, and Grok.

439 | 36 (8.2%) | 21
ltjed/multiagent-coaching Python devtools VIABLE (250+)

Finetune any multiagent system on any task w/ MAPPA

438 | 36 (8.2%) | 18
renoyuan/easyofd Python devtools VIABLE (250+)

use python parse OFD file ofd2img ofd2pdf pdf2ofd img2ofd ;( python ofd )

438 | 66 (15.1%) | 18
chengmarc/minecraft-citygen Python devtools VIABLE (250+)

MC CityGen: Turn your own Minecraft builds into an entire city.

436 | 35 (8.0%) | 436
YurunChen/repo-docs-skills Python ai-agent VIABLE (250+)

Living project docs for coding agents: keep guides, progress logs, change maps, and handoff context updated as your repo evolves.

432 | 35 (8.1%) | 432
skylerhes/sms-bridge Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for sms bridge.

429 | 35 (8.2%) | 18
gmission/gmission Python infra VIABLE (250+)

gmission server

429 | 35 (8.2%) | 18
YaoYao1995/MEEE Python devtools VIABLE (250+)

Code to reproduce the experiments in Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation (MEEE).

427 | 64 (15.0%) | 48
yourdadisco/hotspot_analysis Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for hotspot analysis.

425 | 34 (8.0%) | 17
nuglifeleoji/Sentry Python ai-agent VIABLE (250+)

Learning to Recover from LLM Agent Failures at Test Time

412 | 53 (12.9%) | 31
reality-opened/openreality Python mcp-server VIABLE (250+)

Open Reality: phone video to AI-queryable 3D scenes. MCP tools for Claude/Codex/Cursor (npm openreality-mcp), the self-hostable broker, and the VGGT-SLAM library, in one repo. BSD-2-Clause.

409 | 33 (8.1%) | 17
Wlz-Hit/Topic_and_user_profile_analysis_system Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for Topic and user profile analysis system.

407 | 41 (10.1%) | 17
UX-Decoder/LLaVA-Grounding Python devtools VIABLE (250+)

LLaVA-Grounding developer tool

401 | 33 (8.2%) | 17
seyedehsanhadi/sloptrim Python ai-agent VIABLE (250+)

A local detector for AI-writing patterns. Scores every prose file your agent saves. Python standard library only, no network, no model.

400 | 32 (8.0%) | 16
guangshu100/BidMaster-Pro Python ai-agent VIABLE (250+)

Autonomous Python AI agent and orchestration framework for BidMaster Pro workflows.

400 | 108 (27.0%) | 16
zj-unicom-ai/UniEmployee Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for UniEmployee.

399 | 32 (8.0%) | 399
ag2ai/Agents_Failure_Attribution Python ai-agent VIABLE (250+)

Benchmark for automated failure attributions in agentic systems (๐Ÿ† ICML 2025 Spotlight)

396 | 32 (8.1%) | 16
jasonzhang06-source/sharelint Python devtools VIABLE (250+)

Local privacy preflight for files, folders, and archivesโ€”catch secrets, PII, metadata, and hidden document content before sharing.

395 | 32 (8.1%) | 20
hanlin-afk/rt-cinfer-web Python web VIABLE (250+)

Real-time causal inference framework for Web Vitals optimization using streaming SCMs, public CrUX/PageSpeed field data, and auditable intervention recommendations.

392 | 32 (8.2%) | 21
xhs996/xhs_spider Python web VIABLE (250+)

Token Cookie xsec_token App shield web xsec_token x-legacy-smid x-legacy-did x-legacy-fid x-legacy-sid x-mini-gid x-mini-sig x-mini-mua xy-common-params xy-platform-info main_hmac

369 | 30 (8.1%) | 15
shuyicc/MathLens Python ai-agent VIABLE (250+)

MathLens Agent Skill Manim 1-10 0.2-1

360 | 29 (8.1%) | 19
pengwh96/bkk Python devtools VIABLE (250+)

bkk developer tool

358 | 29 (8.1%) | 15
MearaY/StegaPy Python devtools VIABLE (250+)

Python version of OpenStego steganography tool with data hiding and digital watermarking capabilities

358 | 29 (8.1%) | 18
lost66668888/easy-6digit-domains Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for easy 6digit domains.

357 | 29 (8.1%) | 15
UW-EXP/GLOBEM Python devtools VIABLE (250+)

GLOBEM developer tool

353 | 79 (22.4%) | 45
yihong1120/Construction-Hazard-Detection Python devtools VIABLE (250+)

Enhances construction site safety using YOLO for object detection, identifying hazards like workers without helmets or safety vests, and proximity to machinery or vehicles. HDBSCAN clusters safety cone coordinates to create monitored zones. Post-processing algorithms improve detection accuracy.

348 | 46 (13.2%) | 14
skilltraining-project/skill-training Python ai-agent VIABLE (250+)

Skill training with a corruption and reconstruction loop: train an agent's skill library, not its weights.

339 | 28 (8.3%) | 339
feichai0017/orbitkv Python ai-agent VIABLE (250+)

High Performance KV Cache for LLM Inference

337 | 27 (8.0%) | 337
Rose-ZG/SCIG_V2.0 Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for SCIG V2.0.

336 | 27 (8.0%) | 336
Yuanyuan-Yuan/Manifold-SCA Python devtools VIABLE (250+)

Research Artifact of USENIX Security 2022 Paper: Automated Side Channel Analysis of Media Software with Manifold Learning

336 | 27 (8.0%) | 14
liberomax/LIBERO-MAX Python devtools VIABLE (250+)

[LIBERO-MAX] A paired benchmark for robot-policy robustness to controlled changes introduced during execution.

331 | 35 (10.6%) | 331
melonelish/context-engine Python devtools VIABLE (250+)

context-engine developer tool

329 | 27 (8.2%) | 14
VARGPT-family/VARGPT Python devtools VIABLE (250+)

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model

327 | 27 (8.3%) | 14

proxy-multi-protocol-checker developer tool

324 | 26 (8.0%) | 324
aaron-for-value/VeriRun Python infra VIABLE (250+)

Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

322 | 30 (9.3%) | 26
streetartist/scrawl Python devtools VIABLE (250+)

A game engine like Scratch.

317 | 26 (8.2%) | 13
Ytimed2020/PP-Tracking_GUi Python devtools VIABLE (250+)

Object detection GUI framework based on PaddleDetection

315 | 26 (8.3%) | 13
YutoTerashima/agent-safety-eval-lab Python ai-agent VIABLE (250+)

Agent trace and tool-use safety evaluation lab.

309 | 25 (8.1%) | 13
haziq-exe/TikTokAutoUploader Python devtools VIABLE (250+)

Python tiktok uploader that lets you upload and schedule tiktoks using favorited/searched sounds, hashtags, VPN, Telegram and more

307 | 32 (10.4%) | 13
C2SAgent/c2sagent Python mcp-server VIABLE (250+)

C2S Agent is an lightweight AI Agent construction platform that provides configurable online Agents and MCP services, You can configure any HTTP request interface as an MCP tool. C2S Agent AI Agent Agent MCP HTTP MCP Agent A2A MCP

304 | 25 (8.2%) | 304
Fangkang515/CE3D Python devtools VIABLE (250+)

Official Implementation of ECCV2024 paper: Chat Edit 3D: Interactive 3D Scene Editing via Large Language Model

303 | 25 (8.3%) | 13
ybuild-ai/ai-game-art-pipeline-skill Python ai-agent VIABLE (250+)

Agent skill from Y Build for turning AI images and videos into playable game art assets

301 | 25 (8.3%) | 13
Simreal-AI/Simreal-MLBench Python ai-agent VIABLE (250+)

[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.

300 | 39 (13.0%) | 30
XiyaoWang0519/agent-call Python mcp-server VIABLE (250+)

Open-source MCP server for safe, stateful AI-agent phone calls with OpenAI Realtime and Twilio.

298 | 24 (8.1%) | 298
realmyang/MLView Python ai-agent VIABLE (250+)

Interactive, source-linked ML workflow diagrams written by your coding assistant (Copilot, Codex or Claude Code) and opened in VS Code.

296 | 26 (8.8%) | 16
Indolent-Kawhi/GRRM Python devtools VIABLE (250+)

GRRM developer tool

294 | 24 (8.2%) | 294
SakanaAI/mass Python ai-agent VIABLE (250+)

Multi-Agent Self-Supervision

293 | 30 (10.2%) | 12
JetXu-LLM/llama-github Python ai-agent VIABLE (250+)

Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Agentic RAG from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.

291 | 24 (8.2%) | 16
brekkylab/backlot Python devtools VIABLE (250+)

A local emulator for enterprise SaaS APIs โ€” Slack, Gmail, Google Drive, GitHub, Jira, Notion, S3 and more โ€” with the real response shapes, pagination, auth and per-document ACLs, over a corpus you supply.

290 | 62 (21.4%) | 290
WeiZhuochun/douyin-live-recorder Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for douyin live recorder.

288 | 24 (8.3%) | 288
Gikiman/Autoxhs Python devtools VIABLE (250+)

๐Ÿ“› Autoxsh is an open-source tool that utilizes OpenAI's API to automate the generation and publishing of content on Xiaohongshu (Little Red Book), including images, titles, text, and tags.

285 | 54 (18.9%) | 12
adwardlee/RenderIH Python devtools VIABLE (250+)

Official PyTorch implementation of "RenderIH: A large-scale synthetic dataset for 3D interacting hand pose estimation", ICCV 2023

284 | 23 (8.1%) | 12
jarrycyx/openlens-ai Python ai-agent VIABLE (250+)

OpenLens AI A Fully Autonomous Multimodal Research Agent OpenLens AI

282 | 28 (9.9%) | 12
OndCo/Ond-ESG-Intelligence-Platform Python infra VIABLE (250+)

Ond ESG Intelligence Platform is a cloud-native solution that ingests ESG data, processes it with Azure Data Factory & Databricks, and applies AI/ML models on Azure ML for predictive insights. Power BI dashboards visualize current and forecasted ESG metrics, while GitHub Actions CI/CD ensures an automated, scalable pipeline.

276 | 54 (19.6%) | 276
jianzfb/antgo Python devtools VIABLE (250+)

Machine Learning Experiment Manage Platform

273 | 22 (8.1%) | 11

A Unified Parameter-Efficient Transfer Learning Benchmark for Computer Vision Tasks

273 | 22 (8.1%) | 11
YangXuanyi/Multi-Agent-GPT Python ai-agent VIABLE (250+)

Multi-Agent-GPT RAG agent GPT

272 | 22 (8.1%) | 11
Shengxiang-Lin/IMIS-BS Python devtools VIABLE (250+)

A Flask-based framework for small and medium-sized book sales enterprises or online bookstore book management system.

268 | 22 (8.2%) | 11
lazyFrogLOL/llmdocparser Python devtools VIABLE (250+)

A package for parsing PDFs and analyzing their content using LLMs.

267 | 22 (8.2%) | 11
Page 3 of 10 (575 indexed repositories)
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