How real projects configure their agents

3,523 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
ProfRino/Blender-MCP-Assembly-Skill Blender Assembly is a geometry-building skill for creating reliable 3D models in Blender v 60 GitHub Copilot 1 211 tok
Case211/skill-remnawave-xray Claude Code skill/plugin: Remnawave + Xray Reality/Vision + Caddy selfsteal + mihomo — ref 60 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,844 tok
mapbox/mcp-devkit-server Developer-focused Mapbox MCP Server 60 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,920 tok
nim444/mcp-android-server-python MCP Android agent - This project provides an *MCP (Model Context Protocol)* server for aut 59 GitHub Copilot 1 590 tok
microsoft/a11y-llm-eval microsoft.github.io An eval tool to benchmark how well LLMs generate accessible HTML 59 Claude Code, GitHub Copilot 2 533 tok
DamianEdwards/copilotd copilotd.damianedwards.dev Auto-dispatch copilot CLI instances based on GitHub issues 59 Claude Code, Codex, GitHub Copilot 2 1,292 tok
jtmoon79/super-speedy-syslog-searcher Speedily search and merge log messages by datetime 59 Claude Code, GitHub Copilot 4 461 tok
Azure-Samples/remote-mcp-functions-typescript This is a quickstart template to easily build and deploy a custom remote MCP server to the 59 GitHub Copilot 1 272 tok
zircote/rlm-rs zircote.com Rust CLI implementing the Recursive Language Model (RLM) pattern for Claude Code. Process 59 Claude Code, Codex, GitHub Copilot 8 2,974 tok
bug-ops/zeph bug-ops.github.io A memory-first AI agent that remembers why decisions were made — not just the last message 59 Codex, GitHub Copilot, OpenCode 5 3,664 tok
loiane/specs-driven-development-spring-angular Spec-Driven Development toolkit for Spring Boot 4 — tri-platform workflow (Claude Code · G 59 Claude Code, GitHub Copilot 9 2,718 tok
monarch-initiative/dismech dismech.monarchinitiative.org Disease Mechanisms KB 59 Claude Code, Codex, GitHub Copilot, OpenCode 29 46,507 tok
avelino/mcp mcp.avelino.run CLI that turns MCP servers into terminal commands, single binary 58 GitHub Copilot 1 1,616 tok
Michael-Obele/shadcn-svelte-mcp Mastra MCP server and tooling for the shadcn-svelte component docs and developer utilities 58 GitHub Copilot 1 1,757 tok
claude-world/trend-pulse Free trending topics aggregator — 20 sources, zero auth. CLI + Python library + MCP Server 58 GitHub Copilot 1 32 tok
Open-Systems-Pharmacology/OSPSuite-R open-systems-pharmacology.org R package for the OSPSuite 58 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,462 tok
spboyer/sensei spboyer.github.io Skill for iteratively improving SKILL.md frontmatter compliance using the Ralph loop patte 58 Codex, GitHub Copilot, OpenCode 2 2,289 tok
bob-fornal/work-notes General Work Notes. These are often paper-notes, converted ... I have a lot of paper. 58 GitHub Copilot 1 278 tok
oldskultxo/aictx aictx.org Repo-local continuity runtime for AI coding agents. Helps them continue from the same insp 57 Codex, GitHub Copilot, OpenCode 3 2,124 tok
ekino/docker-buildbox hub.docker.com Container images for GitLab CI's jobs 57 Claude Code, GitHub Copilot 2 4,372 tok
QWED-AI/qwed-verification docs.qwedai.com Open-source AI verification infrastructure for deterministic verification of LLM outputs, 57 GitHub Copilot 1 155 tok
yubing744/trading-gpt Trading-GPT is a trading bot based on bbgo and langchaingo. 57 GitHub Copilot 1 790 tok
comma-compliance/arc-relay commacompliance.ai MCP control plane that's easy to use 57 Codex, GitHub Copilot, OpenCode 2 1,672 tok
Elumenotion/GuideAnts guideants.ai AI work that doesn't evaporate. A workspace for building, tuning, and publishing governed 57 GitHub Copilot 1 87 tok
armpro24-blip/cad-cae-copilot CAD/CAE Copilot — an AI-native CAD/CAE/CAX workbench for AI agents. Text-to-CAD, text-to-C 57 Claude Code, Codex, GitHub Copilot, OpenCode 3 40,978 tok
mikkovihonen/quadletman mikkovihonen.github.io Web application for managing rootless podman containers with quadlets and systemd 57 Claude Code, Codex, GitHub Copilot, OpenCode 3 16,535 tok
jango-blockchained/advanced-homeassistant-mcp jango-blockchained.github.io MCP server that gives AI assistants control over your Home Assistant. Including 50+ tools 56 Codex, GitHub Copilot, OpenCode 2 2,523 tok
ebibibi/ebi-agent-chat-relay Multi-frontend agent relay: run Claude Code, Codex, local, and AG-UI agents from Discord o 56 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 16 7,573 tok
microsoft/BC-Bench microsoft.github.io Inspired by SWE-Bench, for Business Central (AL) ecosystem. 56 Claude Code, Codex, GitHub Copilot 3 890 tok
cai-layer/cai getcai.app Press ⌥C on anything. Transform with AI, scripts, and shortcuts on any selection. 100% loc 56 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,135 tok
HazelnutParadise/insyra insyra.hazelnut-paradise.com Not just an alternative to Pandas in Go. A next-generation data analysis library for Golan 56 Claude Code, Codex, GitHub Copilot, OpenCode 35 5,481 tok
Advance-Technologies-Foundation/clio creatio.com Command Line Interface for Сreatio platform 56 Claude Code, Codex, GitHub Copilot, OpenCode 42 11,560 tok
YeSongYun/openclaw-cn Chinese-localized version of clawdbot-dmxapi 56 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,538 tok
oculus-samples/Unity-InteractionSDK-Samples Sample projects to showcase the Unity Meta XR Interaction SDK. 56 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,053 tok
swimmwatch/cloakbrowser-mcp swimmwatch.github.io ⚡ CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwardin 56 Claude Code, Codex, GitHub Copilot, OpenCode 17 2,684 tok
mouse-lin/frame-smith 56 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,344 tok
foxy1402/qoder-proxy Drop-in OpenAI API wrapper for Qoder CLI. Supports chat completions, streaming, automatic 55 GitHub Copilot 1 1,899 tok
solygambas/python-openai-projects 13 projects using ChatGPT API, Whisper, Embeddings, and DALL-E with Python. 55 GitHub Copilot 1 32 tok
JanDeDobbeleer/copilot-ralph 55 Codex, GitHub Copilot, OpenCode 2 6,065 tok
fuwenhao12/academic-ref-inserter 55 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 3,753 tok
sous-chefs/varnish supermarket.chef.io Development repository for the varnish cookbook 55 Codex, GitHub Copilot, OpenCode 2 1,904 tok
JKorf/CoinEx.Net cryptoexchange.jkorf.dev C#/.NET client library for the CoinEx.com cryptocurrency exchange REST and WebSocket APIs, 55 Codex, GitHub Copilot, OpenCode 2 3,021 tok
dotnet-presentations/ai-workshop aka.ms Building GenAI Apps in C#: Microsoft Extensions for AI, Templates, Microsoft Foundry & Mor 55 GitHub Copilot 4 1,329 tok
0xmariowu/AgentLint agentlint.app The linter for your agent harness. Works with Claude Code, Codex, and Cursor. 55 Claude Code, GitHub Copilot 2 1,863 tok
tuanductran/hr-skills skills.sh AI skills and technical recruiting knowledge for modern HR and talent acquisition teams. 55 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,831 tok
omarshahine/findmy-cli Query Find My friend locations on macOS via UI automation, screenshots, and Vision OCR — s 55 Claude Code, Codex, GitHub Copilot, OpenCode 3 898 tok
levifig/rails-instructions Set of instructions for your favorite AI agent (e.g. Cursor, Copilot, Claude, etc) for a " 54 GitHub Copilot 17 19,227 tok
navikt/copilot ki-utvikling.nav.no All things Copilot, Agents, MCPs, Skills, and coding related AI features for the Norwegian 54 Codex, GitHub Copilot, OpenCode 2 5,132 tok
alonf/specrew 54 GitHub Copilot 1 3,163 tok
AzureCosmosDB/cosmosdb-agent-kit A collection of skills for AI coding agents working with Azure Cosmos DB. Skills are packa 54 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,487 tok