How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
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
pickleshell/pickleshell PickleShell ChatGPT Plugin - Interactive sessions with your local AI agent from ChatGPT 4 Codex, OpenCode 1 2,628 tok
VitexSoftware/mcp-server-webdriver MCP Server for browser automation via Selenium WebDriver + geckodriver (Firefox) 4 Codex, OpenCode 1 1,494 tok
j2h4u/enji-guard-cli guard.enji.ai CLI/MCP agent surface for Enji Guard 4 Codex, OpenCode 1 843 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
Coding-Dev-Tools/configdrift coding-dev-tools.github.io Detect configuration drift across environments before it causes incidents 4 Codex, OpenCode 1 345 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
AppsYogi-com/gsc-mcp-server Google Search Console MCP Server - Connect Google Search Console to Claude, Cursor, and ot 4 GitHub Copilot 1 820 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
sairaph/interactive-terminal-mcp 7-tool terminal MCP server in Go - persistent shell sessions AI agents can type into and r 4 Codex, OpenCode 1 582 tok
Manabu-GT/android-mock-location-mcp MCP server for controlling Android emulator GPS location during development/testing 4 Claude Code 1 601 tok
Bogzx/LearnLoop learnloop-gules.vercel.app A team-wide prompting coach. Scores every prompt sent through Claude Code, Claude.ai, VS C 4 GitHub Copilot 1 1,767 tok
azank1/cdv Conservative Dual-Verify — judging AI agent work with a deterministic floor + LLM critic ( 4 GitHub Copilot 1 353 tok
eclipsesource/review-guard MCP Server to safely create and modify Github pending review comments. Optionally allows a 4 Claude Code, Codex, OpenCode 2 1,859 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
Humiris/wwa-transform WWA Transform — Turn any website into an AI-powered agentfront. Claude Code plugin + Codex 4 Codex, OpenCode 1 252 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
Qbandev/infura-mcp-server Infura MCP server! This project provides a ready-to-use Model Context Protocol (MCP) serve 4 Codex, OpenCode 1 4,814 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
EdwinHu-OvO/AOM An experimental Application Object Model for helping LLM agents understand, reason about, 4 Codex, OpenCode 1 844 tok
Moai-Team-LLC/AgenticMind agenticmind.moaiteam.com Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingu 4 Codex, OpenCode 1 1,118 tok
bgill55/daedalus bgill55.github.io Daedalus is a standalone terminal-based AI coding assistant that runs on your machine. It 4 Codex, OpenCode 1 896 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
felipesauer/mnema felipesauer.github.io Signed, append-only decision records for AI coding agents: an MCP server and CLI that hand 4 Codex, GitHub Copilot, OpenCode 2 2,425 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
Spectoda/easyeda-mcp MCP server and EasyEDA Pro bridge for AI-assisted PCB review, component sourcing, manufact 4 Codex, OpenCode 1 595 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
MattyMailers/smartmoving-mcp MCP server for the SmartMoving External API, enabling AI agents to safely query and operat 4 Codex, OpenCode 1 823 tok
rhaist/marq Universal cyber assistant: ~80 audited Kali tools + an expert skills library, driven by an 4 Claude Code 1 3,758 tok
AvivAvital2/Ariadne Gives LLMs precise answers from pre-researched code across repositories and languages - in 4 Claude Code 1 4,077 tok