Python, marked
Every repository here has at least 1,000 stars and was marked against the same scheme. Curated lists, books, and tutorials are marked separately and left out, since asking whether an agent can install a list of links means nothing.
The class as a whole
873
repositories marked
63
median mark out of a hundred
37%
have no test command an agent can find
35%
ship an AGENTS.md
Seeded from the 864 most-starred repositories on 25 August 2026 and re-marked since. Figures current to 10 October 2026.
| Repository | MD | Language | Added | Stars | Mark | ||
|---|---|---|---|---|---|---|---|
| 1 | exo-explore/exo Run frontier AI locally. | ✓ | Python | 25 Aug | 48k | 93 | A+ |
| 2 | mem0ai/mem0 The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production. | ✓ | Python | 25 Aug | 67k | 92 | A |
| 3 | TheAlgorithms/Python All Algorithms implemented in Python | ✓ | Python | 25 Aug | 225k | 89 | A |
| 4 | docling-project/docling Get your documents ready for gen AI | ✓ | Python | 25 Aug | 69k | 88 | A |
| 5 | wshobson/agents Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi | ✓ | Python | 25 Aug | 40k | 88 | A |
| 6 | openai/openai-python The official Python library for the OpenAI API | ✓ | Python | 25 Aug | 32k | 87 | A |
| 7 | langflow-ai/langflow Langflow is a powerful tool for building and deploying AI-powered agents and workflows. | ✓ | Python | 25 Aug | 155k | 86 | A |
| 8 | usestrix/strix Open-source AI penetration testing tool to find and fix your app’s vulnerabilities. | ✓ | Python | 25 Aug | 67k | 86 | A |
| 9 | ZhuLinsen/daily_stock_analysis LLM 驱动的多市场股票智能分析系统：多源行情、实时新闻、决策看板与自动推送，支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. | ✓ | Python | 25 Aug | 66k | 86 | A |
| 10 | HKUDS/LightRAG [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation | ✓ | Python | 25 Aug | 40k | 86 | A |
| 11 | browser-use/browser-use Agents that use the browser. | ✓ | Python | 25 Aug | 117k | 85 | A |
| 12 | gradio-app/gradio Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work! | ✓ | Python | 25 Aug | 44k | 85 | A |
| 13 | AstrBotDevs/AstrBot AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨ | ✓ | Python | 25 Aug | 42k | 85 | A |
| 14 | NousResearch/hermes-agent The agent that grows with you | ✓ | Python | 25 Aug | 252k | 84 | A- |
| 15 | Graphify-Labs/graphify Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store. | ✓ | Python | 25 Aug | 125k | 83 | A- |
| 16 | vllm-project/vllm A high-throughput and memory-efficient inference and serving engine for LLMs | ✓ | Python | 25 Aug | 93k | 83 | A- |
| 17 | scrapy/scrapy Scrapy, a fast high-level web crawling & scraping framework for Python. | ✓ | Python | 25 Aug | 65k | 83 | A- |
| 18 | crewAIInc/crewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | ✓ | Python | 25 Aug | 59k | 82 | A- |
| 19 | MemPalace/mempalace The best-benchmarked open-source AI memory system. And it's free. | ✓ | Python | 25 Aug | 59k | 82 | A- |
| 20 | K-Dense-AI/scientific-agent-skills Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard. | ✓ | Python | 25 Aug | 48k | 82 | A- |
| 21 | sickn33/agentic-awesome-skills AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench. | ✓ | Python | 25 Aug | 47k | 82 | A- |
| 22 | streamlit/streamlit Streamlit — A faster way to build and share data apps. | ✓ | Python | 25 Aug | 46k | 82 | A- |
| 23 | mitmproxy/mitmproxy An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers. | ✓ | Python | 25 Aug | 45k | 82 | A- |
| 24 | blakeblackshear/frigate NVR with realtime local object detection for IP cameras | ✓ | Python | 25 Aug | 36k | 82 | A- |
| 25 | vinta/awesome-python The definitive list that answers "I want to do X in Python, which tool should I use?" | ✓ | Python | 25 Aug | 326k | 81 | A- |
| 26 | headroomlabs-ai/headroom Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server. | ~ | Python | 25 Aug | 75k | 81 | A- |
| 27 | BerriAI/litellm The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM] | ✓ | Python | 25 Aug | 60k | 81 | A- |
| 28 | ultralytics/yolov5 Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export. | ✓ | Python | 25 Aug | 58k | 81 | A- |
| 29 | bmad-code-org/BMAD-METHOD Breakthrough Method for Agile Ai Driven Development | ✓ | Python | 25 Aug | 54k | 81 | A- |
| 30 | roboflow/supervision We write your reusable computer vision tools. 💜 | ✓ | Python | 25 Aug | 51k | 81 | A- |
| 31 | kovidgoyal/kitty If you live in the terminal, kitty is made for you! Cross-platform, fast, feature-rich, GPU based. | ~ | Python | 25 Aug | 35k | 81 | A- |
| 32 | github/spec-kit 💫 Toolkit to help you get started with SDD or any other process! | ✓ | Python | 25 Aug | 140k | 80 | A- |
| 33 | mvanhorn/last30days-skill AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary | ✓ | Python | 25 Aug | 64k | 80 | A- |
| 34 | apache/airflow Apache Airflow - A platform to programmatically author, schedule, and monitor workflows | ✓ | Python | 25 Aug | 47k | 80 | A- |
| 35 | PostHog/posthog :hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, uncover opportunities, and ship fixes. Steer it all from Slack, web, desktop, or the MCP. | ✓ | Python | 25 Aug | 40k | 80 | A- |
| 36 | localstack/localstack 💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline | ✓ | Python | 25 Aug | 65k | 79 | A- |
| 37 | calesthio/OpenMontage World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio. | ✓ | Python | 25 Aug | 66k | 78 | A- |
| 38 | HKUDS/DeepTutor DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. | ✓ | Python | 25 Aug | 41k | 78 | A- |
| 39 | deepspeedai/DeepSpeed DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective. | ✓ | Python | 25 Aug | 43k | 77 | B+ |
| 40 | luongnv89/claude-howto A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value. | ~ | Python | 25 Aug | 42k | 77 | B+ |
| 41 | home-assistant/core :house_with_garden: Open source home automation that puts local control and privacy first. | ✓ | Python | 25 Aug | 91k | 76 | B+ |
| 42 | bytedance/deer-flow An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours. | ✓ | Python | 25 Aug | 84k | 76 | B+ |
| 43 | apache/superset Apache Superset is a Data Visualization and Data Exploration Platform | ✓ | Python | 25 Aug | 75k | 76 | B+ |
| 44 | xtekky/gpt4free The official gpt4free repository | various collection of powerful language models | opus 4.6 gpt 5.3 kimi 2.5 deepseek v3.2 gemini 3 | ~ | Python | 25 Aug | 67k | 76 | B+ |
| 45 | getsentry/sentry Developer-first error tracking and performance monitoring | ✓ | Python | 25 Aug | 46k | 76 | B+ |
| 46 | nextlevelbuilder/ui-ux-pro-max-skill An AI skill that provides design intelligence for building professional UI/UX across multiple platforms. | ~ | Python | 25 Aug | 134k | 75 | B+ |
| 47 | abi/screenshot-to-code Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue) | ✓ | Python | 25 Aug | 80k | 75 | B+ |
| 48 | scikit-learn/scikit-learn scikit-learn: machine learning in Python | ✓ | Python | 25 Aug | 67k | 75 | B+ |
| 49 | ultralytics/ultralytics Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking | ✓ | Python | 25 Aug | 62k | 75 | B+ |
| 50 | pandas-dev/pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more | ✓ | Python | 25 Aug | 50k | 75 | B+ |
| 51 | HKUDS/nanobot Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps | ✓ | Python | 25 Aug | 49k | 75 | B+ |
| 52 | microsoft/autogen A programming framework for agentic AI | ~ | Python | 25 Aug | 61k | 74 | B+ |
| 53 | huggingface/pytorch-image-models The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more | ✓ | Python | 25 Aug | 37k | 74 | B+ |
| 54 | tinygrad/tinygrad You like pytorch? You like micrograd? You love tinygrad! ❤️ | ✓ | Python | 25 Aug | 34k | 74 | B+ |
| 55 | huggingface/diffusers 🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch. | ✓ | Python | 25 Aug | 35k | 73 | B+ |
| 56 | Zie619/n8n-workflows all of the workflows of n8n i could find (also from the site itself) | ~ | Python | 25 Aug | 57k | 72 | B+ |
| 57 | AntonOsika/gpt-engineer CLI platform to experiment with codegen. Precursor to: https://lovable.dev | · | Python | 25 Aug | 55k | 72 | B+ |
| 58 | langchain-ai/langgraph Build resilient agents. | ✓ | Python | 25 Aug | 43k | 72 | B+ |
| 59 | nicolargo/glances Glances an Eye on your system. A top/htop alternative for GNU/Linux, BSD, macOS and Windows operating systems. | ~ | Python | 25 Aug | 34k | 72 | B+ |
| 60 | ccxt/ccxt A unified trading API with more than 100 crypto exchanges and prediction markets in JavaScript / TypeScript / Python / C# / PHP / Go / Java / Rust | ✓ | Python | 25 Aug | 44k | 71 | B+ |
| 61 | ocrmypdf/OCRmyPDF OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them to be searched | · | Python | 25 Aug | 35k | 70 | B+ |
| 62 | python-poetry/poetry Python packaging and dependency management made easy | · | Python | 25 Aug | 34k | 70 | B+ |
| 63 | huggingface/transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. | ✓ | Python | 25 Aug | 167k | 69 | B |
| 64 | pallets/flask The Python micro framework for building web applications. | · | Python | 25 Aug | 75k | 69 | B |
| 65 | ansible/ansible Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems. https://docs.ansible.com. | ✓ | Python | 25 Aug | 71k | 69 | B |
| 66 | Textualize/rich Rich is a Python library for rich text and beautiful formatting in the terminal. | · | Python | 25 Aug | 57k | 69 | B |
| 67 | microsoft/qlib Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process. | · | Python | 25 Aug | 49k | 69 | B |
| 68 | ray-project/ray Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads. | ✓ | Python | 25 Aug | 44k | 69 | B |
| 69 | microsoft/graphrag A modular graph-based Retrieval-Augmented Generation (RAG) system | · | Python | 25 Aug | 36k | 69 | B |
| 70 | Comfy-Org/ComfyUI The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. The fastest local inference engine in the world. | ✓ | Python | 25 Aug | 136k | 68 | B |
| 71 | Imbad0202/academic-research-skills Academic Research Skills for Claude Code: research → write → review → revise → finalize | ~ | Python | 25 Aug | 51k | 68 | B |
| 72 | ManimCommunity/manim A community-maintained Python framework for creating mathematical animations. | · | Python | 25 Aug | 41k | 68 | B |
| 73 | pytorch/pytorch Tensors and Dynamic neural networks in Python with strong GPU acceleration | ✓ | Python | 25 Aug | 104k | 67 | B |
| 74 | hiyouga/LlamaFactory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024) | ~ | Python | 25 Aug | 75k | 67 | B |
| 75 | soxoj/maigret 🕵️♂️ Collect a dossier on a person by username from 6K websites | · | Python | 25 Aug | 38k | 67 | B |
| 76 | xinntao/Real-ESRGAN Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration. | · | Python | 25 Aug | 37k | 67 | B |
| 77 | langchain-ai/langchain The agent engineering platform. | ✓ | Python | 25 Aug | 147k | 66 | B |
| 78 | Panniantong/Agent-Reach Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | · | Python | 25 Aug | 95k | 66 | B |
| 79 | opendatalab/MinerU Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows. | ✓ | Python | 25 Aug | 81k | 66 | B |
| 80 | NanmiCoder/MediaCrawler 小红书笔记 | 评论爬虫、抖音视频 | 评论爬虫、快手视频 | 评论爬虫、B 站视频 ｜ 评论爬虫、微博帖子 ｜ 评论爬虫、百度贴吧帖子 ｜ 百度贴吧评论回复爬虫 | 知乎问答文章｜评论爬虫 | · | Python | 25 Aug | 67k | 66 | B |
| 81 | google/langextract A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization. | · | Python | 25 Aug | 39k | 66 | B |
| 82 | khoj-ai/khoj Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free. | · | Python | 25 Aug | 38k | 66 | B |
| 83 | Significant-Gravitas/AutoGPT AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. | ✓ | Python | 25 Aug | 188k | 65 | B |
| 84 | TauricResearch/TradingAgents TradingAgents: Multi-Agents LLM Financial Trading Framework | · | Python | 25 Aug | 110k | 65 | B |
| 85 | rohitg00/ai-engineering-from-scratch Learn it. Build it. Ship it for others. | ✓ | Python | 25 Aug | 66k | 65 | B |
| 86 | zylon-ai/private-gpt Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server. | · | Python | 25 Aug | 58k | 65 | B |
| 87 | jamiepine/voicebox The open-source AI voice studio. Clone, dictate, create. | · | Python | 25 Aug | 57k | 65 | B |
| 88 | searxng/searxng SearXNG is a free internet metasearch engine which aggregates results from various search services and databases. Users are neither tracked nor profiled. | · | Python | 25 Aug | 38k | 65 | B |
| 89 | Textualize/textual The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser. | · | Python | 25 Aug | 37k | 65 | B |
| 90 | D4Vinci/Scrapling 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev | · | Python | 25 Aug | 86k | 64 | B |
| 91 | ageitgey/face_recognition The world's simplest facial recognition api for Python and the command line | · | Python | 25 Aug | 57k | 64 | B |
| 92 | psf/requests A simple, yet elegant, HTTP library. | · | Python | 25 Aug | 55k | 64 | B |
| 93 | run-llama/llama_index LlamaIndex is the document processing platform for AI | · | Python | 25 Aug | 52k | 64 | B |
| 94 | Aider-AI/aider aider is AI pair programming in your terminal | · | Python | 25 Aug | 49k | 64 | B |
| 95 | MadsLorentzen/ai-job-search The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it. | ✓ | Python | 25 Aug | 45k | 64 | B |
| 96 | faif/python-patterns A collection of design patterns/idioms in Python | · | Python | 25 Aug | 43k | 64 | B |
| 97 | httpie/cli 🥧 HTTPie CLI — modern, user-friendly command-line HTTP client for the API era. JSON support, colors, sessions, downloads, plugins & more. | · | Python | 25 Aug | 39k | 64 | B |
| 98 | fastapi/fastapi FastAPI framework, high performance, easy to learn, fast to code, ready for production | · | Python | 25 Aug | 103k | 63 | B |
| 99 | zhayujie/CowAgent Open-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-channel. Lightweight, extensible, one-line install. | · | Python | 25 Aug | 47k | 63 | B |
| 100 | paperless-ngx/paperless-ngx A community-supported supercharged document management system: scan, index and archive all your documents | · | Python | 25 Aug | 46k | 63 | B |
Mark yours.
Two API calls. Nothing cloned, nothing executed, no account.