How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
FokkeZB/mcp-simulator Agent with MCP server that pretends to be connected to anything that could be connected to 0 Claude Code 1 1,954 tok
ftaricano/mcp-server-trello Professional MCP server and CLI for Trello boards, cards, checklists, and workspaces. 0 Claude Code, Codex, OpenCode 2 1,166 tok
positonic/ftc-platform-mcp 0 Claude Code 1 1,476 tok
drmaxbdc/productboard-mcp MCP server for Productboard API — hybrid V1+V2, 29 tools including fulltext search, note r 0 Claude Code 2 3,899 tok
kevinkiklee/gemini-nano-banana-mcp Global MCP server for image generation and editing using Google Gemini Nano Banana models 0 Claude Code 1 922 tok
Prathmeshkunturwar/Context_Mcp 0 Claude Code 1 1,629 tok
radish2951/linear-lite-mcp A lightweight Linear MCP server 0 Claude Code 1 69 tok
Luzgan/codemap-3d 3D code structure visualizer with blast radius analysis — CLI + MCP server powered by tree 0 Claude Code 1 2,252 tok
isucorp-taimiralain/linkedin-mcp-server LinkedIn MCP Server — post, share articles, and manage LinkedIn profile through Claude via 0 Claude Code 1 507 tok
ForgeSynapse/mcp-toolkit-v1 This is toolkit for mcp 0 Claude Code 1 553 tok
ihwooMil/long-term-memory pypi.org Intelligent memory MCP server for AI assistants — auto-save, semantic search, RL-powered r 0 Claude Code 6 127 tok
jonjoe/mcp-state-bridge MCP server + client SDK for bridging Zustand stores over WebSocket 0 Claude Code 1 862 tok
nnaveenraju/smara-mcp Smara: Sovereign Universal Memory MCP 0 Claude Code 1 2,281 tok
Mingwei2/mcp-data-explore Local MCP server with three tools for CSV exploration, data cleaning, and statistical test 0 Claude Code 1 860 tok
adamdavis99/ilovepdf-mcp MCP server for our favourite iLovePDF api tools 0 Claude Code 1 650 tok
frozo-ai/frozo-tradingview-mcp 0 Claude Code 33 2,742 tok
chi-feng/atotw-mcp 0 Claude Code 1 824 tok
yusakuvol/betting-method-mcp 0 Claude Code, GitHub Copilot, Cursor 4 5,194 tok
Safefy-Pay/safefy-mcp 0 Claude Code, Codex 1 —
rafaelsztutman/dtc-mcp 0 Claude Code 2 1,686 tok
prachikaag/mcp_social_posts 0 Claude Code 10 2,416 tok
Knuckles-Team/nextcloud-agent Nextcloud Agent for Nextcloud MCP Server 0 Claude Code, Codex, OpenCode 2 4,042 tok
fgouzi/mcp-i14y MCP server for the Swiss I14Y Interoperability Platform 0 Claude Code 1 1,373 tok
dustinspace217/mcp-memory-server Knowledge-graph-based persistent memory MCP server. Forked from @modelcontextprotocol/serv 0 Claude Code 1 19,841 tok
mhlavac/loewen-menu-mcp MCP server for Löwen Menü IBS5 school-lunch ordering system 0 Claude Code 1 2,881 tok
san2uu/Zero-MCP MCP server for Zero CRM integration with Claude Desktop 0 Claude Code 1 1,716 tok
georg-nikola/repo-intelligence-mcp MCP server that exposes structured, read-only repository intelligence to LLMs — tree, lang 0 Claude Code 1 662 tok
shooebill/unified-mcp A wrapper MCP server that bundles OpenMemory and Cipher 0 Claude Code, Codex, OpenCode 5 459 tok
saturnino-adrales/mysql-mcp 0 Claude Code 1 815 tok
junlyang/telegram-mcp 0 Claude Code 1 —
VitalyOstanin/mongodb-mcp MCP server for MongoDB: queries, aggregations, schema analysis, streaming export, read-onl 0 Claude Code, Codex, OpenCode 2 4,037 tok
McCullonas/mcp-wikivoyage MCP server for Wikivoyage travel guides and destination information 0 Claude Code 1 723 tok
Ramsi-K/discord-mcp MCP-compliant Discord server for AI automation. Integrates tool registry, SQLite persist 0 Claude Code 1 1,102 tok
aurynsinclair/organon-create-image MCP server for image generation using Gemini on Vertex AI 0 Claude Code 3 1,277 tok
MRKT365-India/boilerforge cometforge.com MCP-powered boilerplate registry for AI coding agents 0 Claude Code 1 218 tok
fe-m-bueno/mcp-me Personal MCP server — TypeScript over stdio, exposes CV and projects as LLM tools 0 Claude Code 1 814 tok
manuelsiuro/mcp-android-server-python MCP server for Android device automation with scenario recording and Espresso test generat 0 Claude Code 4 9,974 tok
peopleforrester/mcp-k8s-observability-argocd-server Safety-first ArgoCD MCP server with progressive disclosure, multi-cluster intelligence, an 0 Claude Code, Codex, OpenCode 2 368 tok
Zdendys79/mcp-server-syncthing MCP server for Syncthing REST API control 0 Claude Code 1 1,216 tok
muradiants/google-ads-mcp MCP server for managing Google Ads campaigns via Claude 0 Claude Code 1 537 tok
grantdehoog/penn-course-mcp 0 Claude Code 1 —
krisrowe/dotfiles-manager CLI and MCP server for managing dotfiles using a bare git repo backed by GitHub 0 Claude Code 1 46 tok
ccoodduu/studieplus-mcp 0 Claude Code 1 1,446 tok
kevinten-ai/mcp-media-toolkit MCP server for image processing — background removal, stock media search, resize, format c 0 Claude Code 1 415 tok
sebastienheyd/clickup-mcp Clickup MCP for AI assistants 0 Claude Code 1 734 tok
freddy24-7/MCP-Spotify 0 Claude Code 1 1,013 tok
david3xu/azure-dev-server ca-dev-server.blackrock-ecaa139a.australiaeast.azurecontainerapps.io Remote MCP server — cloud-hosted Desktop Commander for Claude Desktop on Azure Container A 0 Claude Code, Codex, OpenCode 2 1,753 tok
sorakiu/elementor-cli CLI and MCP server for Elementor page data 0 Claude Code 8 —
MarioAderman/ai-portfolio-server Dual-protocol AI portfolio — MCP server + A2A agent for potential clients 0 Claude Code 1 243 tok
jdlongmire/ThinxAI-Canvas-MCP MCP server for rendering hierarchical canvas diagrams as PNGs (forked from bobbyhiddn/Canv 0 Claude Code 1 718 tok