How real projects configure their agents

32,566 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 agents8,593Claude Code6,906Git and workflow3,640Data and AI3,579Backend and APIs3,563Languages3,497Planning3,327Code review2,909Testing2,708DevOps and cloud2,500Writing and docs2,487Memory and context2,373Frontend2,320Research2,320Security2,182Project management1,993

All Claude Code32,566 Codex24,956 OpenCode23,878 GitHub Copilot3,727 Gemini CLI2,042 Cursor1,771 Windsurf203 Kiro118

Project Stars Configures Files Always loaded
adrojis/tracecat-mcp-community MCP server for Tracecat SOAR platform — 44 tools for workflows, actions, cases, executions 4 Claude Code 1 637 tok
hlongc/claude-code-sentinel A native macOS AI coding assistant approval popup supporting permission confirmations, que 4 Claude Code, Codex, OpenCode 1 1,374 tok
Shanko-26/mdfmcp MCP Server for ASAM MDF file analysis - enables AI assistants to access and analyze automo 4 Claude Code 1 815 tok
outfitter-dev/carabiner Library for building Claude Code hooks that are type-safe, maintainable, and shareable 4 Claude Code, Codex, OpenCode 2 2,130 tok
asterixix/polish-academic-mcp pamcp.pl Polskie bazy wiedzy (od naukowych po dane statystyczne, prawne, meteorologiczne, normy ora 4 Claude Code, Codex, GitHub Copilot, OpenCode 11 15,140 tok
blizzy78/mcp-task-manager Task Manager MCP Server 4 Claude Code, GitHub Copilot 3 1,284 tok
dinglebear-ai/axon Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdr 4 Claude Code, Codex, Gemini CLI, OpenCode 4 1,603 tok
Phoenixrr2113/agntk phoenixrr2113.github.io A modular AI agent framework built on Vercel AI SDK. Zero-config agents with real tools, d 4 Claude Code 1 1,796 tok
adamoutler/joplin-server-vector-memory An MCP search and memory system for Joplin Notes 4 Claude Code, Gemini CLI 6 555 tok
schlpbch/aareguru-mcp MCP server for the temperature & weather for beautiful Aare 4 Claude Code 1 4,347 tok
pouyanafisi/gmail-mcp Gmail MCP Server - Email management for AI assistants. Send, search, organize emails with 4 Claude Code, Gemini CLI 2 3,567 tok
SCGIS-Wales/dcert pypi.org A Rust CLI and MCP server for X.509 certificate analysis, format conversion, and key verif 4 Claude Code 1 674 tok
nielspeter/sonarlint-mcp-server A Model Context Protocol (MCP) server that brings enterprise-grade code analysis to Claude 4 Claude Code 1 914 tok
mean-weasel/bullhorn bullhorn.to Agent-first social media scheduler that works from your IDE via MCP. Not an auto-poster or 4 Claude Code 17 5,938 tok
harsh5i/flux-memory Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Pyth 4 Claude Code 1 682 tok
RutvikPansare/Reqly API testing for AI agents. From codebase to CI in one agent session. 4 Claude Code, GitHub Copilot, Gemini CLI 3 9,204 tok
Nobrega-Medtech/nobra_calculator nobregamedtech.com Medical Scores Calculator API For LLMs 4 Claude Code 1 7,067 tok
philipyaz/cos philipyaz.github.io Cos — your chief of staff 4 Claude Code 18 3,495 tok
sh-patterson/fec-mcp-server MCP server for querying FEC campaign finance data - search candidates, track donations, an 4 Claude Code 1 1,027 tok
Manabu-GT/android-mock-location-mcp MCP server for controlling Android emulator GPS location during development/testing 4 Claude Code 1 601 tok
eclipsesource/review-guard MCP Server to safely create and modify Github pending review comments. Optionally allows a 4 Claude Code, Codex, OpenCode 2 1,952 tok
shuji-bonji/w3c-mcp npmjs.com MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assistants with a 4 Claude Code 1 851 tok
Wolfe-Jam/faf-one-svelte-new faf.one Official website for .faf — faf.one. SvelteKit, auto-deploys on push 4 Claude Code, Codex, OpenCode 2 5,526 tok
sgaunet/gitlab-mcp A Model Context Protocol (MCP) server that provides GitLab integration tools for Claude Co 4 Claude Code 1 5,221 tok
KyaniteLabs/DialectOS kyanitelabs.github.io Spanish dialect localization MCP server and CLI. Translate across 25 regional variants wit 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 4,540 tok
shaul1991/localmind 🧠 A local second brain that helps my AI remember “me” — a personal memory layer that reco 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,953 tok
symphos-ai/orcho-mcp docs.orcho.dev MCP control surface for Orcho's durable AI software delivery lifecycle 4 Claude Code, Codex, OpenCode 3 1,303 tok
zuhabul/Fetchium fetchium.com Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, an 4 Claude Code, Codex, OpenCode 4 4,956 tok
DevNexsler/RAG-In-A-Box RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, 4 Claude Code, Codex, OpenCode 2 2,165 tok
LucasSantana-Dev/hitgate pypi.org Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness 4 Claude Code 1 105 tok
mrkhachaturov/mkdocs-ask-ai MkDocs plugin for AI-ready documentation — Use with AI dropdown, llms.txt, MCP server, i18 4 Claude Code 3 540 tok
adityasugandhi/skillsync-mcp SkillSync MCP — security-gated skill management for Claude Code, OpenClaw, Cursor & Windsu 4 Claude Code 1 1,276 tok
bookedsolidtech/discord-ops Agency-grade Discord MCP server — multi-guild project routing, AI-native notifications, an 4 Claude Code 1 1,131 tok
davidnichols-ops/trustcard Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-g 4 Claude Code, Codex, OpenCode 3 2,467 tok
converra/agent-triage Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, gen 4 Claude Code, GitHub Copilot 2 1,115 tok
u9401066/nsforge-mcp Neurosymbolic Forge — an MCP server that turns concepts into verifiable, traceable formula 4 Claude Code, Codex, GitHub Copilot, OpenCode 23 5,925 tok
fbsobreira/gotron-mcp gotron.sh MCP server for TRON blockchain — connect AI agents to TRX, TRC20, smart contracts, staking 4 Claude Code 1 1,347 tok
vvooki-sys/loomem loomem.ai Open-source context layer for LLM agents — a single Rust binary served over MCP that feeds 4 Claude Code, Codex, OpenCode 2 3,935 tok
sso-ss/figma-unified-mcp figma-unified-mcp.pages.dev Describe it, and it appears in Figma. 106 tools, 14 agent skills. Read, create, edit desig 4 Claude Code 1 2,662 tok
ozgurkarahan/salesforce-meta-tool-identity-propagation ozgurkarahan.com Build the engagement layer once: one Microsoft Foundry agent in Teams acts across Salesfor 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 896 tok
Sagargupta16/mcp-toolkit TypeScript middleware toolkit for MCP servers - authentication, caching, rate limiting, CO 4 Claude Code 1 1,411 tok
max-listov/stitchkit Contract-first backend framework for Bun and Node — one defineContract() into an HTTP API, 4 Claude Code, Codex, OpenCode 2 3,653 tok
os-tack/fcp-drawio MCP server for creating and editing draw.io diagrams through intent-level commands 4 Claude Code 1 373 tok
AvivAvital2/Ariadne Gives LLMs precise answers from pre-researched code across repositories and languages - in 4 Claude Code 1 4,077 tok
blackswanwtf/blackswan-mcp BlackSwan Risk Intelligence MCP Server 4 Claude Code 1 816 tok
qyinm/phtui 4 Claude Code, Codex 1 —
lewing/helix.mcp nuget.org CLI tool and MCP server for investigating .NET CI failures in Helix and Azure DevOps 4 Claude Code, Codex 46 —
cachet-jp/ln-agent-poc-v2 MCP server & Claude Code skills to buy gift cards, eSIMs & mobile top-ups with Bitcoin — p 4 Claude Code 6 740 tok
pepuscz/passwd passwd.team passwd.team for AI agents — MCP server, agent-safe CLI, and full CLI. Agents use credentia 4 Claude Code 1 1,378 tok
Vahlame/create-vkm-kit npmjs.com Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Ma 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,822 tok