How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
brockwebb/open-census-mcp-server Turn any AI assistant into your personal Census data expert. Ask questions in plain Englis 20 Claude Code 1 3,359 tok
Sendmux/skills Agent skills for Sendmux 20 Claude Code, Codex, OpenCode 2 411 tok
ChronoAIProject/Ornn ornn.chrono-ai.fun Your all-in-one skills-as-a-service platform to manage your skills, auto-generate skills a 20 Claude Code 1 6,198 tok
hifly81/bikescout hifly81.github.io AI for tactical cycling intelligence: Predictive mud logic, S-Scale terrain analysis, and 20 Claude Code, Codex 10
izzzzzi/agent-assh SSH workflow helper for LLM agents 20 Codex, GitHub Copilot, OpenCode 2 1,483 tok
Alireza29675/teamctl teamctl.run Stop rebuilding your agentic setup every time. Define it in YAML, run it with one command, 20 Claude Code 26 1,225 tok
LastSearch-HQ/lastsearch lastsearch.ai Reliable research infrastructure for AI agents. Evidence-backed web search with citations, 20 Claude Code, Codex 2 2,732 tok
Optima-Chat/cc-best-practice cc-best-practice.optima-ai.biz Best practices for AI-native development 20 Claude Code 1 87 tok
MrPickl3s/AI-Innovator-Radar A personal AI intelligence system for solo builders. Filter daily AI noise against your ac 20 Claude Code 2 765 tok
MySetsuna/ridge mysetsuna.github.io Split-screen terminal workspace — split panes, embedded editor, Git graph, Claude Code age 20 Claude Code, Codex, OpenCode 2 378 tok
NERDSORG/Mutsumi Multi-Agents VSCode Extension that Focuses on the Full Control of Context, Observability a 20 Codex, OpenCode 1 5,722 tok
ogrodev/fsociety Multi-plugin marketplace for Claude Code offensive security plugins 20 Claude Code 1 2,310 tok
coalesce-labs/catalyst Token-efficient Claude Code workspace with parallel agents and persistent memory. Research 20 Claude Code, Codex, OpenCode 2 7,714 tok
olgasafonova/mediawiki-mcp-server MCP server for MediaWiki wikis - search, read, and edit wiki content from AI assistants 20 Claude Code, Codex, OpenCode 2 435 tok
ameshkov/mcp-compress-router Compress all connected MCP into a single router MCP and save up to 99% on tokens 20 Codex, OpenCode 1 5,011 tok
ma4nn/pp-terminal The Analytic Companion for Portfolio Performance 20 Claude Code 1 2,137 tok
jamesmontemagno/mcp-badge-creator mcpbadge.dev Add badges for your README to install MCP servers in VS Code & Visual Studio 20 Claude Code, GitHub Copilot 4 4,017 tok
Alenryuichi/openmemory-plus 🧠 AI Agent Memory Management Framework - Dual-layer memory architecture with smart classi 20 Codex, OpenCode 1 1,017 tok
iliaal/codesage Code intelligence engine for AI coding agents. Structural graph queries plus semantic sear 20 Claude Code, Codex, OpenCode 4 11,134 tok
gmaynez/debugssy marketplace.visualstudio.com AI debugger for VS Code 20 Codex, OpenCode 1 2,473 tok
mtbun/storeshots-mcp npmjs.com Store-ready App Store & Google Play screenshots from any MCP client. Device frames, benefi 20 Claude Code, Codex, OpenCode 2 1,337 tok
neverinfamous/memory-journal-mcp search.adamic.tech Secure AI Memory with Dynamic Project Detection, Automatic Session Briefing, Personal+Team 20 GitHub Copilot 1 1,495 tok
asgard-ai-platform/mcp-shopline MCP server wrapping the Shopline Open API into 143 AI-callable tools (75 read + 68 write) 20 Claude Code 1 1,400 tok
ginkida/rustyhand Agent OS in Rust — one binary, 37 agents, 26 LLM providers, 37 channels (Telegram/Discord/ 20 Codex, OpenCode 1 611 tok
pomerium/mcp-app-typescript-template pomerium.com An MCP app template using Pomerium, the Model Context Protocol (MCP) TypeScript SDK, with 20 Claude Code, Codex, OpenCode 2 5,174 tok
agent-receipts/obsigna agentreceipts.ai Agent Receipts — cryptographically signed audit trails for AI agent actions. Protocol spec 20 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,369 tok
dfradehubs/agentgram agentgram.eu A single front door for all your AI agents and MCPs 20 Claude Code 14 1,457 tok
openmaster-ai/clawmaster Make OpenClaw usable for everyone — setup, manage, and grow it into a practical digital pe 20 Claude Code, Codex, OpenCode 2 4,304 tok
simonrowland/goal-flight Claude/Grokbot plugin and scripts: long-running controller pattern to chunk and delegate c 20 Claude Code, Codex, OpenCode 2 2,010 tok
aigengame/cli-agentic-workflow A lightweight local-first CLI that orchestrates AI agent CLIs (claude, codex) into powerfu 20 Claude Code, Codex, OpenCode 6 198 tok
IvanMurzak/MCP-Plugin-dotnet .NET MCP bridge: expose app methods/data as MCP tools, prompts, and resources via an in-ap 20 Claude Code, GitHub Copilot 4 984 tok
SaharCarmel/TheAlmanac A documentation assistant leveraging Model Context Protocol (MCP) to help programmers acce 20 Claude Code 1 1,097 tok
SmythOS/smyth-docs smythos.com Everything you need to build, deploy, and collaborate with agents. Ride the llama, avoid t 20 Claude Code 1 683 tok
vastxie/ai-worldcup-2026 wc.lightai.io AI WorldCup Arena 2026: AI agents compete to predict the 2026 World Cup with virtual point 20 Claude Code, Codex, OpenCode 2 2,611 tok
pioner92/symbolpeek-mcp Ask for the symbol, not the file. Token-efficient MCP server giving AI coding agents sym 20 Claude Code 1 354 tok
EmZod/Speak-Turbo speakturbo-site.vercel.app Ultra-fast local TTS for AI agents. ~90ms to first sound. 20 Codex, OpenCode 1 768 tok
SoundBlaster/XcodeMCPWrapper soundblaster.github.io MCP that makes Xcode 26.3's MCP compatible with Cursor and other strict MCP-spec-compliant 20 Claude Code, Codex, OpenCode 8 3,421 tok
aws-bench/aws-bench-datasets Scenarios and tasks for evaluating AI agents on real-world AWS automation tasks. Use the a 20 Claude Code, Codex, OpenCode 2 1,233 tok
Kevandrew/sophia sophiahq.com Your AI builds the code. Sophia makes sure it's right. 20 Codex, OpenCode 1 514 tok
Mone-Industries/sempre Docker-based multi-agent AI team. One config file. Unlimited agents. Always on. 20 Claude Code 1 2,654 tok
footprintjs/agentfootprint footprintjs.github.io Context engineering, abstracted. Build AI agents whose every LLM call traces back to what 20 Claude Code, Codex, OpenCode 4 29,739 tok
yuxiaoji30-lang/ai-maintainer-copilot-skill A public, evidence-first agent skill for open-source maintainers: AI-assisted issue triage 20 Codex, OpenCode 1 348 tok
aaronsb/texflow-mcp LaTeX document compiler with MCP interface — AI agents author documents via structured mod 20 Claude Code 1 770 tok
julymetodiev/post-cortex 369.is Post-Cortex provides durable memory infrastructure with automatic knowledge graph construc 20 Claude Code 4 809 tok
aak204/Tool-Catalog-Compiler A managed proxy gateway and compiler for AI agents. It takes noisy OpenAPI/MCP directories 20 Codex, OpenCode 1 342 tok
arrase/ollama-agent arrase.github.io Ollama Agent is a powerful command-line tool (CLI and REPL) that allows you to interact wi 20 Codex, OpenCode 1 389 tok
jimmyliao/digest-agent 20 Claude Code, Codex, Gemini CLI, OpenCode 7 1,949 tok
Sn4kyGit/antigravity-project-starter Antigravity Supercharged Project Engine. A complete AI Agent architecture featuring jCodeM 20 Claude Code, Codex 6
pbeens/obsidian-agents.md Agentic AI workflow configurations, instructions, and specialized skills for Obsidian vaul 20 Codex, OpenCode 1 2,148 tok
kychee-com/run402-core run402.com Open-source, self-hostable server and runtime core for Run402 — backend infrastructure for 20 Claude Code, Codex, OpenCode 4 573 tok