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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)
Ontos-AI/knowhere Python ai-agent 1K+ BENCHMARK

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

3,799 | 340 (8.9%) | 152
edtechre/pybroker Python devtools 1K+ BENCHMARK

Algorithmic Trading in Python with Machine Learning

3,625 | 459 (12.7%) | 145
Ar9av/obsidian-wiki Python ai-agent 1K+ BENCHMARK

Framework for AI agents to build and maintain a digital brain through Obsidian wiki | Memory System for Agents

3,598 | 364 (10.1%) | 144
lynote-ai/humanize-text Python devtools 1K+ BENCHMARK

Open-source pipeline for rewriting AI-generated text into natural human prose. Need it in your app? Try the Lynote Humanizer API → lynote.ai/ai-humanizer-api

3,453 | 399 (11.6%) | 145
Peterande/D-FINE Python devtools 1K+ BENCHMARK

D-FINE: Redefine Regression Task of DETRs as Fine-grained Distribution Refinement [ICLR 2025 Spotlight]

3,368 | 328 (9.7%) | 135
fuxicodex/Fuxi Python ai-agent 1K+ BENCHMARK

FuXi is a fast, self-contained AI coding agent that lives in your terminal — edit code, run commands, and drive tools, with cost-aware routing across LLM providers.

3,341 | 268 (8.0%) | 134
EvoMap/AutoResearch Python ai-agent 1K+ BENCHMARK

AI/ML research agents from idea to paper-ready evidence. An EvoMap open-source project.

3,177 | 287 (9.0%) | 130
HarnessRouter/harnessrouter Python ai-agent 1K+ BENCHMARK

HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI, DSH, and more through one API, with sessions, streaming, files, cancellation, and failure handling. Implements the Unified Harness Protocol (UHP), an open standard. Your keys, your infrastructure.

3,158 | 347 (11.0%) | 127
MaxMiksa/Autonomous-Company Python ai-agent 1K+ BENCHMARK

An autonomous company working 24/7 on your own PC - Windows/Linux/macOS.

3,153 | 502 (15.9%) | 127
AutoArk/GPA Python devtools 1K+ BENCHMARK

[AutoArk] GPA (General Purpose Audio) can do ASR, TTS and voice conversion with one tiny model!

3,098 | 248 (8.0%) | 232
Contrastive-LM/CLM Python devtools 1K+ BENCHMARK

Contrastive Language Models (CLMs) are a new class of System One model trained with a contrastive learning objective that connects states and actions.

3,090 | 267 (8.6%) | 124
0xemmkty/QuantMuse Python devtools 1K+ BENCHMARK

A comprehensive quantitative trading system with AI-powered analysis, real-time data processing, and advanced risk management

2,975 | 609 (20.5%) | 119
Tiger3807861189/J-Space-Cognition-Suite Python ai-agent 1K+ BENCHMARK

J-Space Cognition Suite — a model-agnostic inference-time control suite for deep reasoning, long-horizon work, verification, and recovery. Based on Anthropic's J-space global workspace research.

2,970 | 238 (8.0%) | 119
cocoindex-io/cocoindex-code Python ai-agent 1K+ BENCHMARK

A super light-weight embedded code search engine CLI (AST based) that just works - improves speed and efficiency for coding agent 🌟 Star if you like it!

2,932 | 241 (8.2%) | 118
physical-superintelligence-lab/Psi0 Python devtools 1K+ BENCHMARK

[RSS'26] Welcome to Psi-Zero, a Humanoid VLA towards Universal Humanoid Intelligence.

2,868 | 230 (8.0%) | 115
jeremylongshore/tons-of-skills-marketplace Python ai-agent 1K+ BENCHMARK

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

2,855 | 422 (14.8%) | 115
feitangyuan/onetake Python ai-agent 1K+ BENCHMARK

Motion films that never cut to the next slide: every beat grows out of the one before, one continuous camera, continuity measured by an oracle. Product launch films and feature demos, made with a coding agent.

2,778 | 223 (8.0%) | 112
EMI-Group/evox Python devtools 1K+ BENCHMARK

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

2,653 | 357 (13.5%) | 158
Zafer-Liu/Data-Analysis-Agent Python ai-agent 1K+ BENCHMARK

LLM-powered conversational data analysis agent that generates interactive visualizations and business insights without SQL.

2,611 | 228 (8.7%) | 105
heshengtao/comfyui_LLM_party Python mcp-server 1K+ BENCHMARK

LLM Agent Framework in ComfyUI includes MCP sever, Omost,GPT-sovits, ChatTTS,GOT-OCR2.0, and FLUX prompt nodes,access to Feishu,discord,and adapts to all llms with similar openai / aisuite interfaces, such as o1,ollama, gemini, grok, qwen, GLM, deepseek, kimi,doubao. Adapted to local llms, vlm, gguf such as llama-3.3 Janus-Pro, Linkage graphRAG

2,385 | 209 (8.8%) | 96
moorcheh-ai/memanto Python ai-agent 1K+ BENCHMARK

Memory that AI Agents Love!

2,334 | 739 (31.7%) | 94
olaxbt/ai-market-maker Python ai-agent 1K+ BENCHMARK

Agentic AI Hedge Fund OS (AIMM)

2,115 | 303 (14.3%) | 220
uber/ADR Python ai-agent 1K+ BENCHMARK

ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.

2,070 | 229 (11.1%) | 83
Jakeschincariol/youtube-agent-skill Python ai-agent 1K+ BENCHMARK

Eleven Claude skills that run a YouTube channel: scripts off 21 hook formulas with a scored hook, title and thumbnail linted as one pairing, an edit decision list from your transcript, a retention reader that finds where viewers actually leave, a Shorts cutter, and a virality engine. Free, MIT.

2,056 | 648 (31.5%) | 83
nolanx-ai/nolanx.ai Python devtools 1K+ BENCHMARK

Nolanx, Open-sourced AI Netflix.

2,052 | 165 (8.0%) | 130
FireRedTeam/FireRedAudio Python devtools 1K+ BENCHMARK

FireRedAudio developer tool

2,031 | 163 (8.0%) | 82
roryclear/clearcam Python devtools 1K+ BENCHMARK

Add object detection, tracking, mobile notifications, and search to any security camera.

2,014 | 199 (9.9%) | 81
DasyDong/developer-roadmap Python devtools 1K+ BENCHMARK

developer-roadmap

1,965 | 259 (13.2%) | 79
academa-labs/manimgx Python ai-agent 1K+ BENCHMARK

The animation engine for agents: blazingly fast math and 3D videos with Manim's Python API, on a Rust GPU core.

1,954 | 157 (8.0%) | 79
ChenlizheMe/Infernux Python infra 1K+ BENCHMARK

Building a Neural Network-Native Engine (3N). Python authoring, C++ runtime, Vulkan/WebGPU. Windows, Linux, Android and Web.

1,953 | 157 (8.0%) | 79
ovg-project/kvcached Python devtools 1K+ BENCHMARK

Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond

1,892 | 224 (11.8%) | 76
QVerisAI/QVerisFlow Python ai-agent 1K+ BENCHMARK

Automatic multi-agent workflow generation, fully integrated with QVeris unified data and tool layer

1,886 | 151 (8.0%) | 76
TokenRhythm/NeoHorse Python ai-agent 1K+ BENCHMARK

NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness.

1,742 | 140 (8.0%) | 70
myhhub/KnowledgeGraph Python devtools 1K+ BENCHMARK

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

1,715 | 174 (10.1%) | 69
LeapLabTHU/cooragent Python devtools 1K+ BENCHMARK

Official Repository of Cooragent.

1,671 | 146 (8.7%) | 67
siddsachar/row-bot Python cli 1K+ BENCHMARK

Row-Bot - Personal AI Sovereignty. A local-first AI assistant with integrated tools, a personal knowledge graph, voice, vision, shell, browser automation, scheduled tasks, health tracking, and messaging channels. Run locally via Ollama or add opt-in cloud models. Your data stays on your machine.

1,632 | 193 (11.8%) | 66
xiaoyang111222/cn-math-taxonomy Python devtools 1K+ BENCHMARK

High-performance Python developer tooling and engineering library for cn math taxonomy.

1,618 | 359 (22.2%) | 65
ray-r-ren/agent-apprenticeship Python ai-agent 1K+ BENCHMARK

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

1,617 | 130 (8.0%) | 65
axoviq-ai/synthadoc Python ai-agent 1K+ BENCHMARK

Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-managed and self-improved without the use of any tools.

1,592 | 159 (10.0%) | 1592
RLinf/RPent Python ai-agent 1K+ BENCHMARK

RPent: Agentic Infrastructure for the Physical World

1,568 | 139 (8.9%) | 63
firelex/jeff Python devtools 1K+ BENCHMARK

Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrated probabilities. One base, swappable LoRA adapters, on your own hardware.

1,547 | 124 (8.0%) | 62
Continuum-AI-Corp/OrcaRouter-Lite Python ai-agent 1K+ BENCHMARK

Self-hosted LLM router with a managed safety net. OpenAI-compatible. BYOK. Single-workspace. Streaming. For more advanced routing choose hosted OrcaRouter

1,523 | 265 (17.4%) | 140
ZJU-OmniAI/Data-Copilot Python ai-agent 1K+ BENCHMARK

Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow

1,512 | 153 (10.1%) | 61
HanyuanWang/LiveStream-Agent-Studio Python ai-agent 1K+ BENCHMARK

Autonomous Python AI agent and orchestration framework for LiveStream Agent Studio workflows.

1,502 | 187 (12.5%) | 141
aaawangyh/dqn-adaptive-cpu-scheduler Python devtools 1K+ BENCHMARK

Adaptive task scheduling for multi-core CPUs using DQN with DVFS & thermal-aware reward; includes simulator, baselines, training, evaluation, and plotting.

1,501 | 121 (8.1%) | 61
Paritok-official/paritok-4b-v1 Python ai-agent 1K+ BENCHMARK

Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.

1,460 | 140 (9.6%) | 132
ZJU-REAL/ClawGUI Python ai-agent 1K+ BENCHMARK

Build, Evaluate, and Deploy GUI Agents — online RL training, standardized benchmarks, and real-device deployment in one framework.

1,361 | 109 (8.0%) | 55
study8677/repobrain Python ai-agent 1K+ BENCHMARK

🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: works in Claude Code, Cursor, Codex, Windsurf & more.

1,351 | 267 (19.8%) | 55
Tencent-Hunyuan/Hy-MT2 Python devtools 1K+ BENCHMARK

Hy-MT2 developer tool

1,347 | 136 (10.1%) | 54
tate233/todolist Python devtools 1K+ BENCHMARK

todolist developer tool

1,345 | 147 (10.9%) | 106
Intuition-Lab/personal-model Python devtools 1K+ BENCHMARK

Build your HUMAN.md.

1,337 | 107 (8.0%) | 54
sipyourdrink-ltd/bernstein Python ai-agent 1K+ BENCHMARK

The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

1,314 | 184 (14.0%) | 1314
weiruihhh/cs336_note_and_hw Python devtools 1K+ BENCHMARK

High-performance Python developer tooling and engineering library for cs336 note and hw.

1,265 | 102 (8.1%) | 51
heymrun/heym Python ai-agent 1K+ BENCHMARK

Build agentic systems. Run them with confidence. Orchestrate agents, automate business processes, inspect every execution, and keep humans in control. Deploy Heym on your own infrastructure.

1,228 | 99 (8.1%) | 1228
ant-research/AntOmniEvo Python devtools 1K+ BENCHMARK

An auto-evolution framework that optimizes anything — your 7×24 team of algorithm engineers.

1,218 | 128 (10.5%) | 49
Morgensonne/EditDeck Python ai-agent 1K+ BENCHMARK

Automated video and media editing deck powered by multimodal LLM scene analysis.

1,201 | 97 (8.1%) | 49
datalab-to/lift Python devtools 1K+ BENCHMARK

Extract structured data from documents quickly and accurately.

1,196 | 112 (9.4%) | 48
cure-lab/MagicDrive Python devtools 1K+ BENCHMARK

[ICLR24] Official implementation of the paper “MagicDrive: Street View Generation with Diverse 3D Geometry Control”

1,165 | 94 (8.1%) | 47
Dpro-at/Tel-Agent Python ai-agent 1K+ BENCHMARK

AI phone assistant | open-source

1,146 | 227 (19.8%) | 46
RUC-NLPIR/ARPO Python ai-agent 1K+ BENCHMARK

[ICLR 2026] Agentic Reinforced Policy Optimization (ARPO)

1,137 | 91 (8.0%) | 46
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