How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
ohdearquant/khive khive.ai khive is a system of records and operations for agent-native organizations 34 Claude Code, Codex, OpenCode 2 27,543 tok
useshape/Shape useshape.org A powerful, lightweight agentic desktop agent built for engineers and work. 34 Codex, OpenCode 1 350 tok
Erikote04/Swift-API-Design-Guidelines-Agent-Skill Swift API Design Guidelines Agent Skill for AI coding tools that support the Agent Skills 33 Codex, GitHub Copilot, OpenCode 2 1,478 tok
tristan-mcinnis/PPT-Translator-Formatting-Intact-with-LLMs A powerful PowerPoint translation tool that preserves all formatting while translating con 33 Claude Code 1 —
PaloAltoNetworks/pan-mcp-relay Palo Alto Networks AI Runtime Security Model Context Protocol (MCP) Relay Server 33 Gemini CLI 1 1,173 tok
zcf0508/unplugin-devpilot discord.gg A universal plugin framework for development tools that enables seamless browser-server co 33 Claude Code, Codex, OpenCode 2 236 tok
n24q02m/better-email-mcp mcp.n24q02m.com IMAP/SMTP email for AI agents -- read, send, organize folders, and manage attachments acro 33 Claude Code, Codex, OpenCode 2 3,725 tok
FlyFission/nuclear-grade-context-engineering AI agents now operate with authority. Authority without discipline is how complex systems 33 Claude Code, Codex, OpenCode 2 1,043 tok
codeaashu/claude-code-info claude-code-os.vercel.app Leaked Claude Code source tree, documented: every file under claude/src with generated sum 33 Claude Code, Codex, OpenCode 2 79 tok
blackblue-labs/skill2 Skills for your skills. Create, test, audit, package, and visualize Agent Skill libraries— 33 Codex, OpenCode 1 348 tok
tcmartin/gemmit gemmit.org GUI-based AI vibe coding for free with no vendor lock-in, mcp support, no need for api key 33 Gemini CLI 1 26 tok
thought2code/mcp-java-sdk-examples A collection of MCP server examples developed with Java SDKs 33 Codex, OpenCode 1 141 tok
abhishekbhakat/airflow-mcp-server pypi.org MCP Server for Apache Airflow 33 Codex, OpenCode 1 1,369 tok
possible055/relace-mcp Unofficial Relace MCP client with AI features. Personal project; not affiliated with or en 33 GitHub Copilot 1 1,507 tok
mjun0812/python-project-template A simple modern Python project template with uv, Docker, Claude Code, Cursor, devcontainer 33 Claude Code, Codex, OpenCode 4 500 tok
PlateerLab/synaptic-memory pypi.org Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Kore 33 Claude Code 1 5,735 tok
oculus-samples/Unity-MetaXRAudioSDK This project contains Unity samples for Meta's Presence Platform Audio SDK. The Oculus SDK 33 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 998 tok
bikeread/promethos A skills-first framework for agent-system design, governance, evaluation, and evolution ac 33 Claude Code, Codex, Gemini CLI, OpenCode 3 1,474 tok
vltansky/cursor-chat-history-mcp npmjs.com 33 Codex, OpenCode 1 2,766 tok
sfc-gh-dflippo/snowflake-dbt-demo This project demonstrates many of dbt's features when used with the Snowflake Data Cloud 33 Claude Code, Codex, OpenCode 2 10,406 tok
SelfMemory/SelfMemory selfmemory.com Let your memories live forever by passing your knowledge to the next generation with SelfM 33 Claude Code 1 353 tok
timescale/tiger-linear-mcp-server A wrapper around the Linear API for internal LLMs 33 Claude Code 1 226 tok
Azure-Samples/pizza-mcp-agents Serverless API and Model Context Protocol (MCP) integration to order pizzas from AI agents 33 GitHub Copilot 4 714 tok
mattv8/ragtime Self-hosted, OpenAI-compatible RAG API + MCP server that plugs local knowledge into existi 33 GitHub Copilot 5 11,079 tok
Fannon/u-he-preset-randomizer Generate u-he synth presets through randomization and merging of your existing presets. 33 Codex, OpenCode 1 1,656 tok
verygoodplugins/mcp-evernote MCP server for Evernote integration with note management and synchronization 33 Claude Code, Codex, OpenCode 2 5,178 tok
arcadeai-labs/agent-library arcadeai-labs.github.io Agent Library personal knowledge base with a search and retrieval system MCP Server and CL 33 Claude Code 1 4,612 tok
S2thend/cursor-history-mcp npmjs.com MCP server for browsing, searching, and exporting Cursor AI chat history. 33 Claude Code 10 310 tok
thought2code/mcp-annotated-java-sdk thought2code.github.io Build lightweight MCP servers in plain Java with annotations, generated schemas, and no Sp 33 Codex, OpenCode 1 141 tok
Xiaoher-C/agentbnb agentbnb.fly.dev Where AI agents hire AI agents — hiring and coordination infrastructure for the agent econ 33 Claude Code 1 5,397 tok
powerofjinbo/phdtaketaketake Connection-first PhD advisor matcher — find the right advisor by network strength, not h-i 33 Codex, OpenCode 1 805 tok
inference-gateway/adl adl.inference-gateway.com A declarative language for defining AI agents, their capabilities, skills and tools. ADL s 33 Claude Code, Codex, OpenCode 2 1,258 tok
micheltlutz/dev-challenge micheltlutz.me Repository with technical challenges for front-end, back-end and mobile 33 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,095 tok
gilbarbara/agent-hub-mcp A Model Context Protocol (MCP) server that enables communication and coordination between 33 Claude Code 1 5,694 tok
VikrantSingh01/adaptive-cards-mcp npmjs.com AI-powered Adaptive Card MCP server — 9 tools for generating, validating, optimizing cards 33 Codex, OpenCode 1 5,122 tok
ctoth/research-papers-plugin Research paper collection management plugin for Claude Code, Codex CLI, and Gemini CLI 33 Claude Code 1 253 tok
microsoftgbb/project-nighthawk Nighthawk — AI-powered deep technical research pipeline for Azure Kubernetes Service (AKS) 33 Claude Code, Codex, GitHub Copilot 10 513 tok
entira/archi-mcp Entprise architect assistant 33 Claude Code 1 2,884 tok
haymon-ai/dbmcp dbmcp.haymon.ai Database MCP server for MySQL, MariaDB, PostgreSQL, and SQLite - with builtin PII redacti 33 Claude Code 1 3,224 tok
aks129/HealthClawGuardrails healthclaw.io Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable 33 Gemini CLI 1 388 tok
rps321321/obsidian-mcp-pro The most feature-complete MCP server for Obsidian vaults — 23 tools + 3 resources for sear 33 Codex, OpenCode 1 186 tok
girijashankarj/cursor-handbook Open-source rules engine for Cursor IDE — 110 rules, agents, skills, commands that give AI 33 Claude Code, Codex, OpenCode 2 933 tok
irfansofyana/linkwarden-mcp-server An MCP Server for Linkwarden 33 Claude Code 1 1,528 tok
johnvouros/skillmaxxing A phase-aware operating system for coding agents that helps them explore, ship, harden, an 33 Claude Code, Codex, Gemini CLI, OpenCode 3 294 tok
samilozturk/agentlint npmjs.com ESLint for your coding agents. Keep AGENTS.md, rules, and skills structured, current, and 33 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,913 tok
jordanurbs/venice-video-harness Agent-first Venice-optimized harness for consistent video creation 33 Claude Code, Codex, OpenCode 32 42,421 tok
EvoTestOps/LogLead LogLead performs log loading, log enhancement, log feature engineering, log analysis, log 33 Claude Code 1 1,065 tok
kirbah/mcp-youtube High-efficiency YouTube MCP server: Get token-optimized, structured data for your LLMs usi 33 Codex, OpenCode 1 1,354 tok
majiayu000/remem majiayu000.github.io Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, S 33 Claude Code, Codex, OpenCode 4 1,478 tok
EndlessBlueWJL/schengen-visa-guide Schengen visa AI Agent skill — customized checklists by applicant profile, cross-session m 33 Codex, OpenCode 1 274 tok