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)
imhuimie/WeiBo Python devtools VIABLE (250+)

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

265 22 (8.3%) 11
mangopy/direct-rag-learning Python ai-agent VIABLE (250+)

Official code for TOIS2026 "Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models"

264 22 (8.3%) 11
yigexiaoyunwei/jumpserver_decrypto Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for jumpserver decrypto.

263 22 (8.4%) 11
69gg/Undefined Python ai-agent VIABLE (250+)

QQ bot platform with cognitive memory architecture and multi-agent Skills, via OneBot V11.

262 21 (8.0%) 11
FreeAccHub/qaa-airtype Python ai-agent VIABLE (250+)

Autonomous Python AI agent and orchestration framework for qaa airtype workflows.

254 21 (8.3%) 11
franzvill/lad Python ai-agent VIABLE (250+)

An open protocol for discovering A2A-capable AI agents on local networks โ€” the discovery & trust bootstrap layer beneath A2A (mDNS/DNS-SD, well-known endpoints, signed AgentCards).

250 31 (12.4%) 35
yuloop255/AI-Content-Studio Python devtools -1 TO 250 FLOOR

AI-Content-Studio developer tool

249 20 (8.0%) 249
VisionVerse/RemoteSensing-Restoration-Survey Python devtools -3 TO 250 FLOOR

[ISPRS 2026] Remote Sensing Image Dehazing: A Systematic Review of Progress, Challenges, and Prospects

247 20 (8.1%) 10
AIFrontierLab/AgentArk Python ai-agent -6 TO 250 FLOOR

[NeurIPS'26] Official Implementation for AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent(https://arxiv.org/abs/2602.03955)

244 30 (12.3%) 20
netboxlabs/netbox-mcp-server Python mcp-server -6 TO 250 FLOOR

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

244 105 (43.0%) 12
surendranb/google-analytics-mcp Python mcp-server -7 TO 250 FLOOR

Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.

243 55 (22.6%) 12
Leooo-Huang/awesome-human-activity-recognition Python devtools -9 TO 250 FLOOR

Always up-to-date, most comprehensive HAR resource โ€” continuously scanned and auto-updated from Papers with Code. 53 datasets integrated across all modalities.

241 20 (8.3%) 241
TorchOPC/TorchLitho Python devtools -10 TO 250 FLOOR

Differentiable Computational Lithogrpahy Framework

240 44 (18.3%) 10
TuojingAI/SoftVTBench Python devtools -10 TO 250 FLOOR

visuotactile benchmark for the deformable object manipulation

240 20 (8.3%) 10
portainer/portainer-mcp Python mcp-server -11 TO 250 FLOOR

Official Portainer MCP server

239 52 (21.8%) 12
FrankHui/paragents Python ai-agent -11 TO 250 FLOOR

Parallel ai-agent sessions in one panel, with permission-aware tools, preflight conflict checks.

239 20 (8.4%) 239
Qpu523/VLM-VPI Python devtools -14 TO 250 FLOOR

VLM-VPI developer tool

236 19 (8.1%) 10
ceyyy427/finathink Python devtools -14 TO 250 FLOOR

Finathink โ€” Financial Research Optimizer for auditable, point-in-time research, mathematical learning, and constrained portfolio analysis.

236 19 (8.1%) 236
yandaozi/PPress Python devtools -20 TO 250 FLOOR

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

230 21 (9.1%) 10
zht475706171/TaiSang Python ai-agent -20 TO 250 FLOOR

Autonomous Python AI agent and orchestration framework for TaiSang workflows.

230 19 (8.3%) 230
king108star/nodeloc-auto-signin Python devtools -23 TO 250 FLOOR

High-performance Python developer tooling and engineering library for nodeloc auto signin.

227 19 (8.4%) 227
LincanLi-X/STG-Mamba Python devtools -23 TO 250 FLOOR

Official Implementation of STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model.

227 22 (9.7%) 10
zhangrldndx/offerclaw Python devtools -23 TO 250 FLOOR

Automated technical recruiting aggregator and resume-to-role matching assistant.

227 19 (8.4%) 10
thuiar/Light-MILPopt Python devtools -24 TO 250 FLOOR

Light-MILPopt developer tool

226 19 (8.4%) 10
Cellium-Project/Cellium-Agent Python ai-agent -24 TO 250 FLOOR

AI Self-Evolving AI Agent Framework Decision-Loop Driven Microkernel Architecture with Hot-Pluggable Components & Triple-Layer Memory Agent Infinite Evolution Engine that Learns from Failures

226 19 (8.4%) 226
Francis206/wazuh-ai-soc-azure Python ai-agent -24 TO 250 FLOOR

wazuh azure security-operations siem mistral llm hipaa terraform aks mlops soc open-source azure-api-management lora fine-tuning

226 20 (8.8%) 10
binbjz/fast_login_db Python devtools -25 TO 250 FLOOR

Fast Register and Login

225 18 (8.0%) 9
kirincolor/openmesh Python ai-agent -26 TO 250 FLOOR

A local, multi-agent workspace designed like a messenger-style app. You can add custom teammates and chat with them individually, or create group chats and choose exactly which teammates to include. The whole experience feels like a familiar messaging appโ€”but with much more powerful multi-agent collaboration capabilities.

224 23 (10.3%) 9
jaikydota/kk-mix Python devtools -28 TO 250 FLOOR

Windows 15 A Windows batch video editing toolkit 15 batch operations.

222 18 (8.1%) 9
moskoo/xxg-portrait-rebuild-light Python ai-agent -32 TO 250 FLOOR

`xxg-portrait-rebuild-light` is an image-edit skill for existing portrait photos. It reconstructs the key light, fill, shadows, and background atmosphere with a director-led lighting workflow while restoring clean, healthy, low-contrast photographic skin microtexture.

218 24 (11.0%) 14
jy02404353/btcposbal2csv Python devtools -32 TO 250 FLOOR

List all bitcoin addresses with positive balance.

218 30 (13.8%) 38
petershifi123-wq/solve-lite Python ai-agent -32 TO 250 FLOOR

CoreML-native local decision runtime for AI agents ยท 18 install profiles ยท 20-scenario protocol ยท offline ยท ~50.93 MB ยท by Soulite Magic

218 18 (8.3%) 218
dale0525/telegramail Python devtools -34 TO 250 FLOOR

telegramail developer tool

216 18 (8.3%) 9
healer-666/Academic-Data-Agent Python ai-agent -34 TO 250 FLOOR

Academic-Data-Agent is a research-oriented agent system for structured tabular data.

216 18 (8.3%) 9
shizhl/CoAgents Python ai-agent -36 TO 250 FLOOR

Official code for paper "Learning to Use Tools via Cooperative and Interactive Agents"

214 18 (8.4%) 9
flechazo-crushed/webmeta-cli Python cli -38 TO 250 FLOOR

webmeta-cli developer tool

212 17 (8.0%) 212
trashTian/MuLAAIP Python devtools -38 TO 250 FLOOR

The implementation of our ICME 2025 paper "Multi-Modality Representation Learning for Antibody-Antigen Interactions Prediction"

212 17 (8.0%) 9
nullwiz/audiopipe Python devtools -41 TO 250 FLOOR

Pipeline for removing background noise, diarization, and transcription with insanely-fast-whisper

209 17 (8.1%) 9
kkw114514-lang/campus-job-application-workflow Python ai-agent -45 TO 250 FLOOR

AI / / / / An AI-driven campus recruitment application workflow with a generic, privacy-safe template.

205 17 (8.3%) 205
wanghui2323/learnbuddy Python infra -46 TO 250 FLOOR

LearnBuddy AI Cloud Personal BYOK OpenClaw +

204 17 (8.3%) 204
Prescott-Data/jarviscore-framework Python ai-agent -49 TO 250 FLOOR

JarvisCore is a runtime where AI agents operate as a fleet of equal peers. Agents discover one another by capability, execute tasks from a shared ledger, and authenticate to every external service through a zero-trust broker, never with their own keys.

201 17 (8.5%) 201
zhixiangxue/chak-ai Python ai-agent -49 TO 250 FLOOR

A simple, yet handy, LLM gateway.

201 17 (8.5%) 201
EastForce/worker-ai-spark Python devtools -52 TO 250 FLOOR

AI Open worker-centered AI research and evaluation project.

198 16 (8.1%) 9
Fruank4/laya-ort Python devtools -52 TO 250 FLOOR

Laya typed decisions on Linux x86_64 via ONNX Runtime

198 16 (8.1%) 198
jiwidi/jiwo Python devtools -56 TO 250 FLOOR

Small decision models (jev style) for latency critical scenarios

194 16 (8.2%) 194
wllzhang/BirthdayRS Python devtools -59 TO 250 FLOOR

Birthday Reminder System

191 16 (8.4%) 8
haoxiangxu23/stado Python devtools -63 TO 250 FLOOR

Spatio-Temporal Action Detection with Occlusion

187 15 (8.0%) 15
wanghao-cst/Omni-VideoAssistant Python devtools -64 TO 250 FLOOR

Video QA Assistant based on LLMs with frame convolution

186 15 (8.1%) 8

(VillagerAgent ACL 2024) A Graph based Minecraft multi agents framework

186 18 (9.7%) 8
NK-JittorCV/ViTP Python devtools -65 TO 250 FLOOR

Offical implementation of "Visual Instruction Pretraining for Domain-Specific Foundation Models"

185 15 (8.1%) 8
sivakumar-mahalingam/fastmrz Python devtools -65 TO 250 FLOOR

โšกExtracting the Machine Readable Zone (MRZ) from passport or any document images

185 42 (22.7%) 23
biao994/DocPaws Python ai-agent -65 TO 250 FLOOR

RAG PDF Agent scope FastAPI + Vue3

185 15 (8.1%) 8
AetherLabsAI/Video2World Python ai-agent -66 TO 250 FLOOR

Benchmarking Coding Agents for Interactive World Modeling from Embodied Videos - Rethinking Embodied Real2Sim from a Software Engineering Perspective

184 15 (8.2%) 184
skygazer42/Weaver Python ai-agent -66 TO 250 FLOOR

LangGraph AI 62+ Manus Agent SSE

184 46 (25.0%) 8
agentsea/nautilo Python ai-agent -67 TO 250 FLOOR

Containerized desktop environment and virtual GUI runtime for autonomous computer-use AI agents.

183 15 (8.2%) 8
Open-Bee/DataStudio Python devtools -69 TO 250 FLOOR

[ICLR 2026] Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs

181 15 (8.3%) 20
bahamoteo/baham Python devtools -70 TO 250 FLOOR

baham developer tool

180 15 (8.3%) 8
aohp-os/MobileClaw Python ai-agent -70 TO 250 FLOOR

Claw-style Bot in Your Mobile Device

180 16 (8.9%) 8
Tsiphen/Multimodal-RAG-for-Medical-Consultation Python ai-agent -70 TO 250 FLOOR

3DMed-RAG query RAG llm VQA-MedRAG - Multimodal-RAG index

180 15 (8.3%) 180
tetrionlabs/mathema Python devtools -71 TO 250 FLOOR

Claim-Driven Development: turn software intent into verifiable evidence.

179 15 (8.4%) 8
Page 4 of 10 (568 indexed repositories)
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