How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
Dhi13man/oorep-mcp npmjs.com Model Context Protocol (MCP) server and client SDK that provides AI assistants with access 3 Codex, OpenCode 1 917 tok
metaforismo/serve-droid Browser streaming, semantic inspection, Logcat, and agent control for Android devices. 3 Codex, OpenCode 1 829 tok
Trusty-Squire/trusty-squire Trusty Squire signs up / in to websites for you so you don’t have to. 3 Claude Code, Codex, OpenCode 2 27,417 tok
logfoxai/callspec callspec.logfox.ai One spec powers input-validated API, docs UI, OpenAPI, MCP, and typed clients. 3 Codex, OpenCode 1 24 tok
Auctalis/nocturnusai nocturnus.ai Verified knowledge for AI agents. Compress context, extract and store facts, define rules 3 Claude Code, Codex, OpenCode 7 8,907 tok
aabhisrv/Spiderbrain.ai-Coremind spiderbrain.ai The understanding layer for your repo: an MIT reader (@spiderbrain/read) and the .spiderbr 3 Codex, OpenCode 1 443 tok
EvanL1/AetherEdge aetheriot.ai Deterministic edge runtime for agent-configured physical spaces — Kernel, CLI, and SDK for 3 Claude Code, Codex, Gemini CLI, OpenCode 3 2,004 tok
GeiserX/cashpilot-mcp MCP Server for CashPilot — monitor passive income earnings, manage services, and control f 3 Claude Code, Codex, OpenCode 4 2,203 tok
GeiserX/pumperly-mcp MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route 3 Claude Code, Codex, OpenCode 4 2,794 tok
githendrik/sf-mm-mcp MCP Server for Showfeed and Moviemagnet 3 Codex, OpenCode 1 903 tok
Alele496/bsv-specmate Bluespec/BSV agent copilot via MCP. Pre-compile trap prediction, post-compile diagnosis, B 3 Codex, OpenCode 1 287 tok
Salah-XD/appCN appcn.vercel.app 3 Claude Code, Codex, OpenCode 5 4,032 tok
Shangri-la-0428/oasyce-sdk 47.93.32.88 Python SDK + MCP Server + LangChain Tools for Oasyce — on-chain AI agent economy. pip inst 3 Codex, OpenCode 1 1,867 tok
JinNing6/CyberHuaTuo-Plugin AI Agent Error Doctor: paste MCP / LangChain / CrewAI tracebacks, get root cause, exact fi 3 Claude Code, Codex, OpenCode 4 156 tok
OrbiAds/Orbiads-GAM-MCP orbiads.com Google Ad Manager MCP hosted - AdOps Skills for Claude, Gemini, OpenAI - Inventory, traffi 3 Claude Code, Codex, OpenCode 2 5,982 tok
Jott2121/agent-gate MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI 3 Codex, Cursor, OpenCode 2 2,093 tok
Zhao73/alphacouncil-agent Inspectable, source-traceable public-equity research for Codex, Claude Code, OpenCode, Gro 3 Claude Code, Codex, OpenCode 17 7,325 tok
VibeTechnologies/vibe-mcp vibebrowser.app MCP server that drives your real, logged-in Chrome from any MCP client - including agents 3 Claude Code, Codex, OpenCode 3 2,113 tok
detailobsessed/efficient-gitlab-mcp [Archived] Token-efficient GitLab MCP server. Superseded by upstream zereight/gitlab-mcp v 3 Claude Code, Codex, OpenCode 2 2,731 tok
evan-moon/memex memex-cli.vercel.app Local-first second brain with semantic search. Stores notes as Markdown files and indexes 3 Claude Code, Codex, OpenCode 2 3,803 tok
bytewizard42i/soulSketch SoulSketch is a protocol for preserving, transferring, and evolving AI identity across sys 3 Codex, OpenCode 1 1,015 tok
adewale/keyboardia keyboardia.dev Multiplayer step sequencer with polyrhythmic patterns for real-time collaboration 3 Claude Code, Codex, OpenCode 6 875 tok
hampsterx/codex-mcp-bridge MCP server bridging Codex CLI to Claude Code, Cursor - (native) review, queries, and searc 3 Codex, OpenCode 1 3,746 tok
kensaurus/mushi-mushi kensaur.us 🦖Know why your AI-built app broke — plain-English diagnosis + ready fix, in your editor. 3 Codex, Cursor, OpenCode 7 26,050 tok
getmcpm/cli npmjs.com MCP security guard + package manager. Block prompt injection, tool poisoning and rug-pulls 3 Claude Code, Codex, OpenCode 4 1,740 tok
getDynamoi/mcp dynamoi.com Connect ChatGPT, Claude, Cursor, and other AI agents to Dynamoi for free Spotify Smart Lin 3 Codex, OpenCode 1 79 tok
manavaga/web3-signals-mcp Multi-agent crypto signal fusion for AI agents. 20 assets · 5 data dimensions · IC-learned 3 Codex, OpenCode 1 1,217 tok
ghostswap1/ghostswap-agents ghostswap.io Official multi-LLM agent pack for the GhostSwap Partners API (no-KYC crypto swaps, 1,600+ 3 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 2,435 tok
promptwheel-ai/logbook npmjs.com Turn Git history into memory AI coding agents can use. 3 Claude Code, Codex, OpenCode 2 1,125 tok
cammac-creator/ibanforge ibanforge.com IBAN validation API: bank code checked against national registers (DE, AT, BE, CZ, SK, BG, 3 Claude Code, Codex, OpenCode 2 13,267 tok
cejor6/kalshi-mcp-server Self-hosted MCP server for Kalshi prediction markets. Native RSA-PSS auth, token-bucket ra 3 Claude Code, Codex, OpenCode 3 14,885 tok
chrischall/zola-mcp Zola wedding planning MCP server for Claude 3 Claude Code, Codex, OpenCode 2 4,734 tok
vish288/mcp-atlassian-extended pypi.org MCP server for Jira & Confluence — 22 tools, 15 resources, 5 prompts for custom fields, is 3 Codex, OpenCode 1 6,149 tok
seldonframe/reelier reelier.com Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, r 3 Claude Code, Codex, OpenCode 3 13,870 tok
usenotra/notra-mcp The official Notra MCP-Server 3 Claude Code, Codex 1 —
sendblue-api/sendblue-browser-use Standalone debug browser for agents. Stealth-patched Chromium behind a tiny HTTP API. Pers 3 Codex, OpenCode 1 1,064 tok
szara7678/OpenAkashic knowledge.openakashic.com A self-hostable knowhow graph for people and agents: situations, goals, methods, outcomes 3 Codex, OpenCode 1 325 tok
QuantGeekDev/google-calendar-mcp-app Google Calendar MCP with MCP-Apps (MCP-UI) functionality 3 Claude Code, Codex, OpenCode 8 2,545 tok
pijusz/mcp-mailtrap Mailtrap MCP server — email analytics, templates, inboxes & sending via natural language 3 Claude Code, Codex, OpenCode 2 1,821 tok
pipik-roman/rowlite Rowlite is an open-source, non-SQL, lightweight CLI tool and MCP server to work with markd 3 Codex, Gemini CLI, OpenCode 2 241 tok
samad001z/Norn norn-web-three.vercel.app Persistent, local-first memory for AI coding agents. Give Claude Code and Cursor memory ac 3 Claude Code, Codex 16 1,258 tok
seancrecord/scvd-general-store-repo scvd.store An evidence observatory for agentic commerce. Free x402/MPP endpoint inspection, signed-of 3 Claude Code, Codex, OpenCode 2 2,237 tok
OthmanAdi/open-responses-agent-skill Build autonomous agents with Open Responses API - A Claude Code skill for multi-provider a 3 Codex, OpenCode 1 964 tok
kadaba/claude-bridge Connect two Claude Code ,codex and grok sessions different users too, — your laptop and yo 3 Codex, OpenCode 1 1,505 tok
nestharus/agent-implementation-skill Multi-model agent implementation workflow skill for Claude Code. Orchestrates research, ev 3 Codex, OpenCode 1 3,952 tok
trackly-app/trackly-cli usetrackly.app Trackly job search CLI and MCP server for Claude, ChatGPT, Codex and Cursor. Filter roles, 3 Claude Code, Codex, OpenCode 2 4,768 tok
OpenTechIL/markitdown-for-ai MarkItDown is a Python tool that converts various document formats to Markdown. This Docke 3 Codex, OpenCode 1 732 tok
leiverkus/open-document-skills Agent skills and helper scripts for OpenDocument Format files (ODT, ODP, ODS, ODG) 3 Claude Code, Codex, OpenCode 2 735 tok
cyn-zhang/job-radar AI-powered job hunting copilot— daily scans, JD evaluation, CV tailoring, cover letters, i 3 Claude Code, Codex, OpenCode 2 1,060 tok
int2t05/engineering-skills Task-focused engineering skills for Claude Code, Codex and other coding agents. Portable i 3 Claude Code, Codex, OpenCode 2 2,624 tok