How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
foswmine/workflow-mcp workflow-mcp 0 Claude Code 25 —
ivanbaha/mcp Testing MCP 0 GitHub Copilot 1 41 tok
ArchivierteRepositories/kntn-dev-mcp 0 Claude Code 4 108 tok
ericyangpan/scan-qrcode-mcp Scan QRCode MCP Server 0 Codex, OpenCode 1 602 tok
Paddione/mcp 0 Codex, OpenCode 1 666 tok
Headlesshost/mcp-server MCP Server for site maintenance 0 GitHub Copilot 1 —
get2knowio/n8n-mcp n8n MCP server 0 Codex, GitHub Copilot, OpenCode 2 2,504 tok
156554395/tx-cos-mcp Tencent Cloud COS MCP server 0 Claude Code 1 1,332 tok
suckerfish/yttranscript_mcp YouTube Transcript MCP Server - Fetch and analyze YouTube video transcripts using yt-dlp 0 Claude Code 1 1,619 tok
BoosClues/new-MCP-builder 0 Claude Code 1 636 tok
BoosClues/mcp-creator 0 Claude Code 1 1,301 tok
Human-center/RAG-MCP-HCSRL 0 Claude Code, Codex, OpenCode 2 2,442 tok
yangjeep/playground-searchspring-api-assist-mcp MCP for SS api integration 0 Claude Code 1 1,383 tok
allegiant/MQScript_MCP 0 GitHub Copilot 1 435 tok
drzln/curupira MCP for frontend applications 0 Claude Code 1 2,652 tok
bradmb/vivint-mcp Vivint Security System MCP Server - Read-only access to your Vivint home security system v 0 Claude Code 1 1,701 tok
404-error-notfound/mcp_mysql An mcp that can connect to mysql 0 Claude Code 1 858 tok
hnethery/davinci-resolve-mcp MCP server integration for DaVinci Resolve 0 Claude Code 1 1,356 tok
cvanputt/mcp-example 0 Claude Code 1 882 tok
bracta/streamsets-mcp-server StreamSets MCP Server with Pipeline Builder - 44 tools for comprehensive data pipeline man 0 Claude Code 1 2,695 tok
yuriyo/remotezip-mcp Remote zip mcp server 0 GitHub Copilot 1 109 tok
ashabbir/multi-mcp gitlab jira mcp 0 Codex, OpenCode 1 777 tok
wuzhi-dev/soar-mcp SOAR platform integration server based on the Model Context Protocol (MCP), providing Play 0 Claude Code 1 85 tok
DuncanDam/my-mcp MCP server for My 0 Claude Code 1 1,857 tok
jspv/google_search_mcp python mcp server implementing api-based google search 0 GitHub Copilot 1 906 tok
njohnsn/weather-mcp-server 0 Claude Code 1 692 tok
andrew-stclair/kali-mcp-server An MCP server to allow your AI of choice to use recon tools in Kali Linux. For White Hat p 0 GitHub Copilot 1 887 tok
ryoshin0830/outlook-mcp MCP server for Outlook email access via Microsoft Graph API 0 Claude Code 1 571 tok
AINative-Studio/ainative-zerodb-mcp-server AINative ZeroDB MCP Server 0 Claude Code 1 239 tok
amruthabesto28/JIRA-MCP Jira MCP Server 0 Codex, OpenCode 1 712 tok
tdisawas0github/mcp 0 GitHub Copilot 1 100 tok
mattmahowald/sfmcp SF MCP 0 Claude Code 1 1,008 tok
ahnmichael/gitlab-forum-mcp Discourse MCP server configured specifically for GitLab forum troubleshooting and support 0 Codex, OpenCode 1 1,753 tok
tonkatsutoast/stock-ticker-mcp MCP server for a stock ticker lookup service 0 Claude Code 1 1,377 tok
jessefreitas/mcp_memory 0 GitHub Copilot 1 569 tok
ericbfriday/vercel-hono-mcp-bun Vercel hosted HonoJS MCP server. 0 Claude Code 1 576 tok
vsiwach/MCP-Resume-AWS Live resume MCP Server 0 Claude Code 1 738 tok
j1c4b/finance_mcp_server 0 Claude Code 1 1,216 tok
michoo/security_mcp 0 Claude Code 1 1,871 tok
FernandoVazquez20/databricks-mcp 0 Claude Code 8 6,574 tok
rkm097git/euconquisto-composer-mcp-poc EuConquisto Composer MCP Server - v1.1.0 Fail-Fast Reliability Suite - Educational content 0 Claude Code 1 1,892 tok
vamsikiran353-gif/google-slides-mcp 0 GitHub Copilot 1 —
ricleedo/html-maker-mcp 0 Claude Code 1 534 tok
ricleedo/mongo-boilerplate-mcp 0 Claude Code 1 534 tok
ricleedo/JSON-MCP-Boilerplate 0 Claude Code 1 321 tok
ricleedo/Google-Service-MCP 0 Claude Code 1 583 tok
ricleedo/media-boilerplate-mcp 0 Claude Code 1 642 tok
ricleedo/reddit-mcp 0 Claude Code 1 642 tok
yjqian19/personal-mcp 0 Codex, OpenCode 1 4,099 tok
geneontology/noctua-mcp MCP server for GO-CAM model editing via the Barista API. 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 862 tok