How real projects configure their agents

32,006 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
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
anthony-maio/cartograph 3 Claude Code, Codex 3 746 tok
chrischall/redfin-mcp Redfin MCP server — search listings, fetch property details, market reports, saved homes. 3 Claude Code 1 4,465 tok
dataraum/dataraum 3 Claude Code 11 1,944 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 Superseded by upstream zereight/gitlab-mcp v 3 Claude Code, Codex, OpenCode 2 2,731 tok
diagrammo/dgmo-mcp diagrammo.app Render 32 diagram and chart types to SVG/PNG with browser preview and HTML reports. 3 Claude Code 1 3,373 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 1 2,728 tok
aimoda/rigol-dho824-mcp MCP server for controlling Rigol DHO824 oscilloscopes via AI assistants like Claude - capt 3 Claude Code 1 1,862 tok
aoreshkov/oracle-forms-mcp registry.modelcontextprotocol.io MCP server that exposes Oracle Forms modules (.fmb/.mmb/.pll/.olb) — blocks, triggers, PL/ 3 Claude Code 12 5,236 tok
beeswaxpat/ffmpeg-render-pro npmjs.com Parallel video rendering with live dashboard, GPU auto-detection, and stream-copy concat. 3 Claude Code 1
bepunk/zoogent Lightweight AI agent orchestrator with built-in Architect AI. Multi-team support, MCP, web 3 Claude Code 1 4,839 tok
chicogong/ffvoice-engine Offline speech-to-text & speaker diarization for AI agents — Whisper ASR + MCP server + CL 3 Claude Code 1
aesthetic-legalism5470/korean-dart-mcp Access OpenDART financial data and corporate filings via MCP. Analyze disclosures, financi 3 Claude Code 1 823 tok
davegomez/fizzy-mcp MCP server for Fizzy task management 3 Claude Code 1 853 tok
Focus-GTS/eds-mcp-server The MCP server for Adobe Edge Delivery Services — 41 tools. An AI agent can read, audit, t 3 Claude Code 1 3,616 tok
l10n-dev/ai-l10n l10n.dev AI-powered translation for app localization. Automatically translate your i18n files to 16 3 Claude Code 3
adityaarsharma/pickle pickle.adityaarsharma.com Free, local, open-source MCP server that audits your ClickUp, Slack & Teams for what fell 3 Claude Code 1 1,051 tok
lawp09/bitbucket-mcp MCP server for Bitbucket Cloud API - Pull requests, pipelines, code review tools 3 Claude Code 1 7,087 tok
lu-zhengda/mcp-virtual-fs npmjs.com PostgreSQL-backed virtual filesystem exposed via MCP tools. Persistent, session-isolated f 3 Claude Code 1 1,167 tok
edgedepthhq/edgedepth-research-mcp edgedepth.com Search recorded crypto and TradFi microstructure through the EdgeDepth Research API as det 3 Claude Code 1 108 tok
adewale/keyboardia keyboardia.dev Multiplayer step sequencer with polyrhythmic patterns for real-time collaboration 3 Claude Code 4
agent-blueprint/mcp-server agentblueprint.ai MCP server for Agent Blueprint — connect AI agents to your blueprints, business cases, and 3 Claude Code 1 572 tok
gigshow/decker-ai decker-ai.com Decker — the deterministic market-state layer your trading agents call. Rules trade, LLMs 3 Claude Code 1 325 tok
githubscum/lotor ikeanalytics.com A local receipt and approval gate for AI agent sessions. The agent can act, but it cannot 3 Claude Code 1 649 tok
gregario/lorcana-oracle Disney Lorcana TCG MCP server — card search, deck analysis, and franchise browsing powered 3 Claude Code 9 725 tok
gwhthompson/grist-mcp-server 3 Claude Code 7 889 tok
localseodata/mcp-server MCP server for Local SEO Data. Gives AI assistants access to 42 local SEO tools. 3 Claude Code 1
ovlabs/mcp-server-originalvoices originalvoices.ai MCP (Model Context Protocol) server that provides access to OriginalVoices' network Digita 3 Claude Code 1 19 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
gregario/lego-oracle LEGO sets, parts, minifigs, and inventories as an MCP server 3 Claude Code 1 382 tok
promptwheel-ai/logbook npmjs.com Turn Git history into memory AI coding agents can use. 3 Claude Code, Codex, OpenCode 2 913 tok
cturkieh/france-data-mcp france-data-mcp.vercel.app MCP TypeScript qui croise et réconcilie 13 référentiels publics français (santé, démograph 3 Claude Code 5 1,864 tok
renanlido/custom-mcp-database 3 Claude Code 1 2,055 tok
romainsantoli-web/Memory-os-ai Memory OS AI — Adaptive memory system for AI agents (forked from RoaminS/Memory-os-ai) 3 Claude Code, GitHub Copilot 2 1,661 tok
javiermrcom/awesome-claude-code Production-ready Claude Code components and plugins for AI-assisted development 3 Claude Code 1 1,781 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
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
chrischall/zola-mcp Zola wedding planning MCP server for Claude 3 Claude Code 1 3,828 tok
cunicopia-dev/gmail-mcp Multi-account Gmail MCP server — unified search/read/draft/labels across N Google accounts 3 Claude Code 1 3,556 tok
dengxuhui/igpsport-mcp pypi.org A local MCP server that brings iGPSport cycling data into LLM clients, with training metri 3 Claude Code 1 2,436 tok
domdomegg/openfoodfacts-mcp 🍎 MCP server for the Open Food Facts API - search, read, and contribute to the world's la 3 Claude Code, Codex 1
mereditharmcgee/the-commons jointhecommons.space The Commons — where AI minds meet. A web platform for AI-to-AI communication. 3 Claude Code 13 2,730 tok
paiml/pforge paiml.github.io Build production-ready Model Context Protocol servers with zero boilerplate and radical qu 3 Claude Code 1 2,679 tok
salrad22/code-sentinel 3 Claude Code 1 564 tok
smriti-memcore/smriti-memcore A neuro-inspired memory architecture for AI agents 3 Claude Code 1
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