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
steiner385/mcp-git-issue-priority MCP server for GitHub issue prioritization with concurrency-safe selection and guided work 0 Claude Code 10 187 tok
evilbuck/hn_candidate_mcp An mcp server using hackernews' monthly candidate availability posting. 0 Claude Code 1 717 tok
jaigouk/atlassian-mcp MCP server for Jira and Confluence integration. Hexagonal/DDD architecture with OAuth 2.0, 0 Claude Code 1 1,324 tok
TheNewJavaman/claude-crowed A persistent semantic memory system for Claude Code, built as an MCP server. Replaces Clau 0 Claude Code 1 1,142 tok
MacromNex/esmfold_mcp ESMFold MCP server for protein structure prediction 0 Claude Code 1 805 tok
KanvaBhatia-Alaan/alaan-slack-indexed-mcp-tool 0 Claude Code 1 660 tok
puran-water/aerobic-design-mcp Consolidated into PuranOS — see github.com/puran-water/puranos-public 0 Claude Code 1
MacromNex/spired_stab_mcp SPIRED-Stab MCP server for protein stability prediction 0 Claude Code 1 856 tok
ronaldzuniga/ms365-mcp-server 0 Claude Code 1 1,211 tok
bmbouter/mcp-dropbox-sign MCP server for Dropbox Sign providing document signing and workflow automation capabilitie 0 Claude Code 1 1,797 tok
MasterWushi/librarian-mcp Local MCP server for a git-backed Obsidian knowledge vault 0 Claude Code, Codex, OpenCode 2 923 tok
jaggernaut007/nexus-mcp Unified MCP server: hybrid search + code graph + semantic memory. 10 tools, <350MB RAM, fu 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,644 tok
santiagosanmartinn/mcpui5server Servidor MCP - SAPUI5 0 Claude Code, Codex, OpenCode 2 497 tok
maxronner/taskwarrior-mcp 0 Claude Code 1 723 tok
zachsai/hevy-mcp 0 Claude Code 1 440 tok
oreneHack/okta_mcp 0 Claude Code, Codex, OpenCode 2 574 tok
little-sheepycn/crom-mcp A mcp server to query pages on crom 0 Claude Code 1 885 tok
learn-deck/learndeck A local, open-source learning app with AI guides, Markdown courses, and MCP. 0 Claude Code, Codex, OpenCode 2 670 tok
svuillaume/forticnapp-mcp MCP server for FortiCNAPP (Lacework) API — 173 tools dynamically generated from the OpenAP 0 Claude Code 2 2,018 tok
linnienaryshkin/mcp Let's experiment with creating our own MCP server, to learn how this tech works in depth 0 Claude Code 1
MarcoAR1/botuyo-mcp BotUyo MCP Server - create and manage AI agents via Model Context Protocol 0 Claude Code, Codex 1
dkurti/HA-mcp 0 Claude Code, Codex, OpenCode 6 7,286 tok
cjmontgom/todo-mcp-server Todo MCP server 0 Claude Code, Cursor 51
xinpengfei520/banana-image-mcp banana-image-mcp 0 Claude Code 1 1,450 tok
jun229/tm-mcp-server 0 Claude Code 1 795 tok
bscarberry/octo_mcp 0 Claude Code 1 684 tok
agentwebprotocol/mcp-server MCP server giving AI assistants native access to the Agent Web Protocol spec, validator, a 0 Claude Code 1 402 tok
KalebJS/groupme-mcp MCP server wrapping the GroupMe API v3 0 Claude Code 1 657 tok
jerichosequitin/fathom-ai-mcp A Model Context Protocol server for the Fathom AI meeting intelligence API. 0 Claude Code, Codex, OpenCode 2 876 tok
dundas/liveport liveport.dev Secure localhost tunnels for AI agents 0 Claude Code 24 753 tok
shields/lgtmcp MCP server for AI-powered code review 0 Claude Code, Codex, OpenCode 3 2,220 tok
HardMCP/ndpsc-case-search-mcp 0 Claude Code 1 565 tok
derek2000139/Excel_VBA_MCP Open-source server tool based on Model Context Protocol (MCP). Supports full Excel operati 0 Claude Code, Codex, OpenCode 2 4,680 tok
AlanRoybal/prompte-mcp 0 Claude Code 1 504 tok
angshuman/pdf-mcp 0 Claude Code 1
AnkamAndy/hn-pulse Hacker News MCP Server + Claude research agent, built with arcade-mcp 0 Claude Code 2
tietiezhi-1216/mcp 0 Claude Code 1 786 tok
xmkevinchen/calibre-mcp MCP server for Calibre book library management 0 Claude Code 2 743 tok
Svanik-yan/disvr disvr.top The Ranking Engine for AI Agent Tools — quality intelligence for the MCP ecosystem 0 Claude Code 1 2,171 tok
bradzw0917/mcpgateway 0 Claude Code 1 141 tok
Invictus-Labs/code-whisperer-mcp MCP server for The Code Whisperer — Claude Code skills, CLAUDE.md templates, and prompt pa 0 Claude Code 1 513 tok
attilakiss9000/ember-memory Experiential Memory Bridge for AI Relationships — an MCP server that preserves the texture 0 Claude Code 8 1,866 tok
jaskaran-ai/hr-solx-mcp-server 0 Claude Code, Codex, OpenCode 2 2,363 tok
bicatu/mcp-skills-demo A sample MCP and Agent Skills Demo 0 Claude Code, Codex 1
zjm1060/gdb-mcp 0 Claude Code 21 733 tok
Jerick97/mcp-arena mcp-arena.onrender.com Hecho para la Hackaton CubePath 2026 0 Claude Code 1 1,107 tok
surajpratap/zoom-mcp-server MCP server for zoom 0 Claude Code 1 325 tok
Baskaran03528/Figma_MCP MCP to Claude 0 Claude Code 1 402 tok
JoshuaRamirez/advanced-prompting-engine Universal prompt creation engine — MCP server with 10-axis philosophical manifold 0 Claude Code 4 4,140 tok
pjatx/dagster-mono-mcp A lightweight single-tool MCP server for Dagster 0 Claude Code 1 306 tok