How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
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
sinmb79/22B-Interior-Planning-Master-MCP 22B-Interior-Planning-Master-MCP — Let's create interior design estimates and bird's-eye v 0 Codex, OpenCode 1 1,422 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
mstuart/graphql-agent-toolkit npmjs.com Turn any GraphQL API into AI-agent-ready tools — MCP servers, LangChain tools, and standal 0 Codex, OpenCode 1 1,125 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
Czaruno/tui-canvas Framework-agnostic interactive terminal canvases for AI coding assistants (MCP-enabled). 0 Codex, OpenCode 5 1,741 tok
amslimaa/databricks-mcp Model context protocol of Databricks API 0 Codex, OpenCode 1 1,722 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
2022f-mulbscs-100-del/first-mcp-server 0 Codex, OpenCode 1 293 tok
chittyos/chittymcp Multi-Tenant Model Context Protocol Server - Enterprise-grade MCP with OAuth, rate limitin 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,187 tok
ScottPierce/mcp-bun-fetch An MCP replacement for Claude's WebFetch that will get blocked less. 0 Claude Code 1 770 tok
GleidsonFerSanP/mcp-ai-prompts-management 0 Claude Code, Codex, OpenCode 2 2,409 tok
84emllc/mcp-server-asana MCP server for Asana - task, project, and workspace management via Model Context Protocol 0 Claude Code, Codex, OpenCode 2 1,452 tok
mainpart/confluence-mcp 0 Claude Code 1 1,994 tok
lapin7771n/wallet-budgetbakers-mcp Read-only MCP server for accessing Wallet by BudgetBakers financial data 0 Claude Code 1 560 tok
NimbleBrainInc/mcp-registry-tools Search and resolve MCP server packages from the mpak registry 0 Claude Code 1 166 tok
ldastey-dev/devin-mcp 0 GitHub Copilot 1 595 tok
gahoccode/vnprices-mcp 0 Claude Code 1 3,077 tok
wiggitywhitney/mcp-hello-world 0 Claude Code 9 61 tok