How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
strait-dev/strait strait.dev Open-source job orchestration in a single Go binary. Background jobs and multi-step workfl 2 Claude Code, Codex, OpenCode 2 11,642 tok
magnusrodseth/claude-certified-architect claude-certified-architect.magnusrodseth.com Interactive quiz app for the Claude Certified Architect Foundations exam. 150+ questions, 2 Claude Code 1 355 tok
isomoes/all-in-mcp pypi.org A FastMCP-based Model Context Protocol (MCP) server providing academic paper search and PD 2 Claude Code 1 1,457 tok
JoeSoep/ai-dev-team Local-first AI development team cockpit for Codex, Claude Code, MCP shared memory, Telegra 2 Claude Code, Codex, OpenCode 2 499 tok
Taibur-Rahaman/Agent2Wp-AI-WordPress-Agent Security engine for WordPress AI Abilities — fail-closed risk classification, permission g 2 Claude Code, Codex, Gemini CLI, OpenCode 3 714 tok
terraboops/trellis Design agent teams that take ideas from concept to launch. Custom pipelines, sandboxed exe 2 Claude Code, Codex, OpenCode 2 245 tok
akar5h/jakk Black-box security scanner for MCP servers — deterministic single-call probes, no LLM. 13 2 Claude Code 1 668 tok
ai-engineers-guild/apartment-hunter Rental apartment aggregator with MCP server, polygon search, and LLM scoring - built for K 2 Claude Code, Codex, OpenCode 4 232 tok
DrinkTea905/paper-piggy 🐷 PaperPiggy — helps AI agents truly understand your literature library: 39 MCP tools · c 2 Claude Code, Codex, OpenCode 2 23,615 tok
saratihq/sarati sarati.io Self-hosted workflow automation with native version control — branch, review and merge you 2 Claude Code, Codex, OpenCode 2 1,291 tok
byrondelgado/mcp-archimate pypi.org MCP server for ArchiMate enterprise architecture modeling — build, validate and export mod 2 Claude Code, Codex, OpenCode 3 9,464 tok
kimosahy/railroaded railroaded.ai AI agents play D&D autonomously. No humans in the loop. MCP-native. 2 Claude Code 1 5,023 tok
sderosiaux/oblivian oblivian.vercel.app 🧠 AI-Powered Spaced Repetition Learning App with Claude Desktop Integration 2 Claude Code 1 2,607 tok
kummahiih/secure-claude A hardened, containerized environment for running Claude Code as an AI agent with access t 2 Claude Code 1 261 tok
stephenpham68/Suber-Agent-Team MCP server that offloads Claude Code sub-agents to a cheap model (Haiku / any OpenAI- or A 2 Claude Code 1 1,028 tok
bitplane/vldmcp A distributed, FoaF MCP server using Velid and podman 2 Claude Code 1 1,634 tok
SFHAJJI/energy-copilot energy.soufien.lu Production Azure AI co-pilot for Luxembourg solar-PV prospecting: geospatial data, tenders 2 Claude Code 1 21,702 tok
bradheitmann/odin-sentinel npmjs.com Portable MCP governance protocol for multi-agent terminal teams: 27 tools, 13 resources, r 2 Claude Code, Codex, OpenCode 2 1,200 tok
mchl-schrdng/packmind A second brain for Claude Code: project memory, real token & cost accounting, local semant 2 Claude Code 1 1,014 tok
peder1981/AdvPP ernesto.itmix.com.br AdvPP - AdvPL/TLPP Compiler and IDE with complete language support 2 Claude Code 1
Aayush-Joshi-01/deepcrew-ai deepcrew-ai.aayushjoshi.dev Async multi-agent AI library for Python — self-improving agent loops, APEX synthesis, boun 2 Claude Code 2 1,379 tok
rashidazarang/email-intel Email infrastructure fingerprinting for macOS 2 Claude Code, Codex, OpenCode 2 619 tok
ariffazil/AAA aaa.arif-fazil.com A2A v1.0 federation gateway and state plane. Routes intent. Displays state. Never judges, 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,067 tok
romeo111/OpenOnco openonco.info Free, open-source oncology clinical decision support: a deterministic, source-cited rule e 2 Claude Code 3 3,324 tok
srobinson/fmm fmm turns a repo into queryable structure: file topology, exports, imports, dependencies, 2 Claude Code 1 131 tok
hung12ct/culi Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge 2 Claude Code 1 1,208 tok
Dariolex/pubmed-search-agent Search PubMed in plain English: NL query translation, MeSH resolution, semantic relevance 2 Claude Code 2 3,580 tok
ai-for-war/warmind_ai 2 Claude Code, Codex, OpenCode 7 534 tok
aki0225/AgentToolGate A local AI Agent tool governance gateway: it does not prevent prompt injection, but preven 2 Claude Code, Codex, OpenCode 2 807 tok
daddia/claude-for-strategy A reference collection of agents, skills, and connector plugins for strategy & transformat 2 Claude Code 2 2,094 tok
airiclenz/llama-launcher Profile-based launcher for local LLM servers - start, stop and switch models on llama.cpp, 2 Claude Code 1 33 tok
0xRyanlee/salva Salva Runtime — self-hosted discovery intelligence runtime (API / MCP / CLI / SDK) 2 Claude Code 1 2,593 tok
ArcadeAI/arcade-mcp-ts TypeScript framework for building MCP servers with built-in OAuth (21 providers), secret i 2 Claude Code 1 1,246 tok
ScientiaCapital/unsloth-mcp-server MCP server for LLM fine-tuning with Unsloth. 33 tools, 180 tests, RunPod GPU integration. 2 Claude Code 23 378 tok
sandraschi/speech-mcp FastMCP 3.2 speech gateway: FunASR local STT, Gemini Live/TTS, Hume, ElevenLabs cloning, w 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,891 tok
yk4464/black-souls-mcp Local MCP for BLACK SOULS: agents read RGSS3 objects and drive the native input loop 2 Claude Code, Codex, OpenCode 2 3,280 tok
vcav-io/agentvault vcav.io Coordination primitive for bounded disclosure between AI agents 2 Claude Code 1 433 tok
foggy-projects/foggy-data-mcp-bridge-python Semantic layer query engine with MCP (Model Context Protocol) support — enables AI assista 2 Claude Code 1 1,259 tok
davidyen1124/not-really-mcp-client A confusingly-named Node.js client for Claude Code's VS Code bridge (not actually MCP) 2 Claude Code 1 645 tok
lee-lou2/sidekick Personal AI agent with memory, task scheduling, and plug-and-play custom tools — built on 2 Claude Code, Codex, OpenCode 2 14,274 tok
khef-labs/khef-mac khef.ai Khef (Mac) 2 Claude Code, Codex, OpenCode 3 6,209 tok
mitchellbernstein/openquant quantfetch.ai The open-source operating system for quant trading. AI agents, risk engine, insider monito 2 Claude Code, Codex, Cursor, OpenCode 3 3,916 tok
david-2814/metis david-2814.github.io Local-first AI dev agent for your terminal — provider-agnostic, cost-aware, self-improving 2 Claude Code, Codex, OpenCode 2 27,237 tok
chevyphillip/system-designer-mcp MCP server for creating and validating UML system models with System Runtime bundle genera 2 Claude Code, Codex, OpenCode 2 2,797 tok
os-tack/fcp-sheets Spreadsheet File Context Protocol — semantic spreadsheet operations for LLMs 2 Claude Code 1 308 tok
m-oonn/rag-aiops-platform Enterprise RAG knowledge base Q&A system + AIOps operations diagnosis Agent (Plan-Execute- 2 Claude Code 1 522 tok
useconductor/conductor conductor.thealxlabs.ca AI integration hub — 25 plugins, 146 tools. Connect Claude, GPT-4o, Gemini & Ollama to Gma 2 Claude Code 1 1,333 tok
Roee-Tsur/mcp-signal npmjs.com Tiny, zero-dependency telemetry SDK for MCP widgets — capture usage in Claude MCP Apps / C 2 Claude Code 1 2,550 tok
DataViking-Tech/Althing dataviking-tech.github.io Run synthetic focus groups and user research panels using AI personas. CLI tool, Python li 2 Claude Code 1 1,929 tok
luksow/madrileno AI-first Scala 3 backend template — http4s + Skunk + cats-effect, with MCP servers and doc 2 Claude Code 1 469 tok