How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
ShinyDapps/l402-kit shinydapps-api.vercel.app The simplest way to charge for your API in Bitcoin sats. 3 lines of code. TypeScript + Pyt 3 Claude Code, Codex, OpenCode 2 3,297 tok
WhenLabs-org/when Six tools. One install. The WhenLabs developer toolkit. 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,498 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
Lipdog/fossick-mcp pypi.org Search all of GitHub from your AI agent — find libraries, drill into repos, search code pa 3 Claude Code, Codex, OpenCode 2 2,349 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
MuhDur/oraclemcp durakovic.ai Safe-by-default Oracle Database MCP server, in pure Rust — fail-closed SQL guard, engine-f 3 Codex, OpenCode 1 4,176 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
cyanheads/crossref-mcp-server npmjs.com Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossref REST API 3 Claude Code, Codex, OpenCode 2 11,698 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 Superseded by upstream zereight/gitlab-mcp v 3 Claude Code, Codex, OpenCode 2 2,731 tok
antohins/seo-tools-mcp 8 stdio MCP servers for SEO (xmlstock/SERP, wordstat, gsc, ywm, metrika) for Claude Code — 3 Codex, OpenCode 1 5,288 tok
bytewizard42i/soulSketch SoulSketch is a protocol for preserving, transferring, and evolving AI identity across sys 3 Codex, OpenCode 1 780 tok
jack1590/RokuMCP Roku MCP Server -- A Model Context Protocol (MCP) server that enables LLM-driven automatio 3 Codex, OpenCode 1 2,494 tok
hampsterx/codex-mcp-bridge MCP server bridging Codex CLI to Claude Code, Cursor - (native) review, queries, and searc 3 Codex, OpenCode 1 3,443 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 13,150 tok
getDynamoi/mcp dynamoi.com Promote music on Spotify and grow YouTube channels through AI-powered Meta and Google ad c 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
edithatogo/mchs edithatogo.github.io Software tools for IHACPA National Weighted Activity Unit microcosting and health-service 3 Codex, OpenCode 1 86 tok
fastslack/mtw-e2e-runner JSON-driven E2E test runner with parallel execution, Chrome pool, and Claude Code MCP inte 3 Claude Code, OpenCode 5 2,828 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 3 2,328 tok
promptwheel-ai/logbook npmjs.com Turn Git history into memory AI coding agents can use. 3 Claude Code, Codex, OpenCode 2 913 tok
josesepulvedapino/zahori npmjs.com Find the media stream behind any web page: browser-driven HLS/DASH/MP4 resolution with lea 3 Codex, OpenCode 1 421 tok
partymola/monzo-mcp modelcontextprotocol.io MCP server for the Monzo banking API with OAuth, local transaction cache, and spending ana 3 Claude Code, Codex, OpenCode 2 5,748 tok
rcsb/rcsb-mcp MCP server for RCSB PDB APIs 3 Codex, OpenCode 1 1,495 tok
cammac-creator/ibanforge ibanforge.com IBANforge — IBAN validation, BIC/SWIFT lookup, Swiss clearing, and EMI/vIBAN classificatio 3 Claude Code, Codex, OpenCode 2 6,391 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 10,911 tok
kozmos-tech/inhalt inhalt.tech MCP-native headless CMS with typed schemas, drafts, and a clean read API. 3 Claude Code, Codex, OpenCode 2 79 tok
vish288/mcp-atlassian-extended pypi.org MCP server for Jira & Confluence — 23 tools, 15 resources, 5 prompts. Sprints, agile board 3 Codex, Gemini CLI, OpenCode 2 2,383 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
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 Visibility-aware knowledge network for LLM agents — private+public markdown vault, MCP ser 3 Codex, OpenCode 1 6,598 tok
QuantGeekDev/google-calendar-mcp-app Google Calendar MCP with MCP-Apps (MCP-UI) functionality 3 Claude Code, Codex, OpenCode 8 2,545 tok
morluto/gitcontribute Contribution research for agents: check repository guidance, related work, code context, a 3 Codex, OpenCode 1 463 tok
pijusz/mcp-mailtrap Mailtrap MCP server — email analytics, templates, inboxes & sending via natural language 3 Claude Code, Codex, OpenCode 2 1,724 tok
warwickwood-cell/gengeo-agent-registry gengeo.co Machine-readable merchant verification infrastructure for AI shopping agents and agentic c 3 Codex, OpenCode 1 142 tok
seancrecord/scvd-general-store-repo scvd.store scvd.store is an evidence observatory for agentic commerce. Free preflight and conformance 3 Claude Code, Codex, OpenCode 2 2,086 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
totonga/odsbox-jaquel-mcp MCP server to work with odsbox to access ASAM ODS HTTP API. 3 Codex, OpenCode 1 63 tok
mrgnfndr-dr/mind-clone Turn any public author into a grounded AI clone you can ask. Built from their public conte 3 Codex, OpenCode 1 1,747 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 CLI + MCP Server. Search jobs, track applications, and query your job hunt from th 3 Claude Code, Codex, OpenCode 2 5,224 tok
ivuorinen/skills Nitpicker — a hostile audit toolkit for coding agents. One skill, one entry point, a full 3 Claude Code, Codex, GitHub Copilot, OpenCode 7 9,569 tok
tonydzi/verbatim-citation-gate tonydzi.github.io Catch fabricated RAG citations before they reach the user: a zero-token verbatim gate + a 3 Codex, OpenCode 1 846 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 48 engineering skills for Claude Code across the SDLC — shared principles injected at sess 3 Claude Code, Codex, OpenCode 2 2,862 tok
blisspixel/primr Turn any company URL into a strategic intelligence brief. Adaptive scraping + AI-powered r 3 Claude Code, Codex, OpenCode 2 9,259 tok