How real projects configure their agents

44,931 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
cyanheads/clinicaltrialsgov-mcp-server npmjs.com Search ClinicalTrials.gov trials, retrieve study details and results, and match patients t 100 Claude Code, Codex, OpenCode 2 17,432 tok
dust-tt/srchd Research agents harness 100 Codex, OpenCode 1 1,130 tok
accessd/tmux-agent-indicator Tmux plugin that gives visual feedback for AI agent states (running/needs-input/done). Sup 100 Claude Code, Codex, OpenCode 2 554 tok
zhenruyan/postgrebase zhenruyan.github.io AI-Native No-Code API Development Platform Based on PocketBase, with native PostgreSQL/My 100 Codex, OpenCode 1 5,684 tok
ndom91/open-plan-annotator Local-first agent plan annotator 100 Claude Code, Codex, OpenCode 2 2,425 tok
DingyangLyu/MatClaw MatClaw: an open materials-science agent that turns natural-language tasks into reproducib 100 Claude Code 21 875 tok
flipbit03/terminal-use tu is tmux for your coding agent 100 Claude Code 1 655 tok
mloda-ai/mloda mloda.ai mloda.ai - Open Data Access for AI and ML. Plugin-based. Traceable. Framework-agnostic. 100 Claude Code, Codex, OpenCode 4 3,624 tok
PostHog/ai-plugin Official PostHog plugin for Claude Code, Cursor, Gemini, Codex and other AI coding tools 100 Gemini CLI 1 308 tok
jiangkoumo/toolfence Local, fail-closed policy enforcement and human approval for MCP tool calls. 100 Codex, OpenCode 1 417 tok
ankimcp/anki-mcp-server-addon ankimcp.ai An Anki addon that implements an MCP server, enabling AI assistants to interact with Anki, 100 Claude Code 1 18,186 tok
uussnn/second-brain Autonomous AI Agent Skill for Google AI Edge Gallery - self-evolving, 100% offline 100 Gemini CLI 1 329 tok
mykpono/ultimate-seo-geo lab.mykpono.com The definitive SEO + GEO skill for Claude. Full site audits with scored findings, AI searc 100 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 8,683 tok
youdotcom-oss/agent-skills You.com skills and plugins for web search, content extraction, research, finance, and inte 100 Codex, OpenCode 1 1,085 tok
excalimate/excalimate excalimate.com Create keyframe animations from hand-drawn Excalidraw diagrams — timeline editor, camera a 100 Claude Code, GitHub Copilot 2 794 tok
gluonfield/jaz jaz.chat A personal AI on machines you own — any agent, loops that run overnight, boards, memory, a 100 Claude Code, Codex, OpenCode 2 2,130 tok
MrUjjwalG/movi-player moviplayer.com Open-source HTML5 video player, an alternative to Video.js, Shaka Player, JW Player and Pl 100 Claude Code, Codex, OpenCode 3 8,031 tok
translated/lara-mcp developers.laratranslate.com Official Lara Translate MCP server: translation, translation memories and glossaries for C 100 Claude Code 1 4,218 tok
optave/ops-codegraph-tool npmjs.com Code intelligence CLI — function-level dependency graph across 34 languages, 34-tool MCP s 99 Claude Code 26 5,991 tok
Junliu1066/vibe-coding-kit Not teaching you to code, but helping you fully understand “using AI to code” — a vibe cod 99 Claude Code, Codex, OpenCode 4 5,326 tok
khanhcamap2020-sudo/formkind Global-readiness toolkit for international forms across HTML, JSX, Vue, Svelte, and CI. 99 Codex, OpenCode 1 261 tok
phungkaizen/maintainer-autopilot Local-first, resumable AI maintenance pipelines with single-writer safety and deterministi 99 Codex, OpenCode 1 320 tok
prtamil/AsciiCreativeCoding Creative Coding using only Terminal graphics using NCurses in pure C in Linux 99 Claude Code 5 4,832 tok
cmu-phil/py-tetrad Makes algorithms/code in Tetrad available in Python via JPype 99 Claude Code 2 1,020 tok
Facets-cloud/flow facets-cloud.github.io Turn isolated Claude sessions into a continuous working relationship 99 Claude Code, Codex, OpenCode 1 1,791 tok
ljw1004/mini_agent A mini AI agent CLI, similar to Claude Code and Gemini CLI 99 Claude Code 1 2,224 tok
InstaWP/mcp-wp instawp.com MCP Server for WordPress 99 Claude Code 1 2,550 tok
neo4j-contrib/gds-agent Neo4j Graph Data Scientist Agent (MCP Server & Skills) 99 Gemini CLI 1 259 tok
rogasper/labas-bahasa labas.rogasper.com Labas (Latihan Bahasa) merupakan platform latihan bahasa untuk persiapan IELTS, TOEFL, JLP 99 Claude Code, Codex, OpenCode 7 4,862 tok
Kevin7Qi/codex-collab Collaborate with Codex from Claude Code 99 Claude Code, Codex 1 1,320 tok
eLyiN/gemini-bridge A lightweight MCP server bridging AI agents to Google's Gemini AI via official CLI 99 Claude Code, Codex, OpenCode 2 4,178 tok
mjunaidca/polymarket-skills Composable Agent Skills for Polymarket prediction market trading. Paper-trading-first, sec 99 Claude Code 1 2,515 tok
Pardesco/hypernovum Agent Ops for your second brain - a 3D IDE for Obsidian built on Three.js. Visualize your 99 Codex, OpenCode 1 484 tok
yavorsky/unbuilt.app unbuilt.app Free and Open Source technology detection tool 99 Claude Code, Codex, OpenCode 3 1,097 tok
statsclaw/statsclaw statsclaw.ai A workflow framework for statistical package development 99 Claude Code 2 25 tok
omergocmen/vibe-coder-kit 99 Codex, OpenCode 1 728 tok
Siddhant-K-code/agent-trace siddhantkhare.com Observability for AI agents. See what your agent did, why it cost that much, and what to f 99 Codex, OpenCode 1 923 tok
SantanderAI/ralph A configurable Bash/PowerShell loop that runs an AI coding CLI with a fresh session each i 99 Claude Code 1 254 tok
microsoft/agentic-agile-template Agentic-Agile Development bridges Agile process values with the capabilities of AI coding 99 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,345 tok
marianfoo/abap-mcp-server mcp-abap.marianzeis.de 99 Claude Code, Codex, OpenCode 2 1,586 tok
dazuiba/handoff Delegate tasks to DeepSeek right inside your Claude Code / Codex sessions. 99 Claude Code 1 763 tok
jupyter-ai-contrib/nb-cli A CLI-first interface for AI agents to work with notebooks 99 Claude Code, Codex, OpenCode 2 846 tok
dash0hq/agent-skills OpenTelemetry skills and reference documentation for AI coding assistants - instrumentatio 99 Claude Code, Codex, OpenCode 2 1,579 tok
wise-vision/ros2_mcp wisevision.tech ROS2 MCP: the MCP server that lets AI agents see, understand and operate ROS 2 robots. MPL 99 Codex, OpenCode 1 734 tok
NVIDIA-TAO/tao-skill-bank 99 Codex, OpenCode 1 2,626 tok
hookdeck/webhook-skills Webhook integration skills for AI coding agents (Claude Code, Cursor, Copilot). Step-by-st 99 Codex, OpenCode 1 8,000 tok
hoangsonww/AI-Agents-Orchestrator hoangsonww.github.io 🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude 99 Claude Code, Codex, OpenCode 19 1,736 tok
Lambenthan/empiricalwiki AI knowledge base for empirical research in economics and management — a complete pipeline 99 Claude Code, Codex, OpenCode 31 4,874 tok
hamidi-dev/opentab 📊 Browse your AI coding spend in the terminal — OpenCode, Claude Code, Codex & friends 99 Claude Code, Codex, OpenCode 2 982 tok
Mai-xiyu/Codex-Prompt Rational engineering system prompt for Codex and LLMs — focused on accuracy, software engi 99 Codex, OpenCode 1 1,988 tok