How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
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
jack1590/RokuMCP Roku MCP Server -- A Model Context Protocol (MCP) server that enables LLM-driven automatio 3 Codex, OpenCode 1 2,494 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
lucasmella-stack/misMEM 3 GitHub Copilot 1 1,119 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
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
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
ampres-ai/talamus ampres-ai.github.io Persistent, local-first memory for Claude Code, Codex, Cursor, Gemini CLI, OpenClaw and an 3 Codex 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
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
gregario/lego-oracle LEGO sets, parts, minifigs, and inventories as an MCP server 3 Claude Code 1 382 tok
gulmezeren2-byte/ihalent Turkish public-tender award intelligence: who won, for how much, at what discount, against 3 GitHub Copilot 1 806 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
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
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
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
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
theYahia/mindbox-mcp npmjs.com MCP server for Mindbox — CDP, customer profiles, segmentation (Russia) 3 Claude Code 1
txn2/mcp-datahub mcp-datahub.txn2.com A DataHub MCP Server and composable Go library for building custom MCP servers that integr 3 Claude Code 1 3,327 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
kiransth77/aionmcp Autonomous Go MCP Server - Dynamic API specification importer with self-learning capabilit 3 GitHub Copilot 1 1,381 tok