How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
nrrdio/ebay-seller-mcp 0 Claude Code, Codex, OpenCode 2 225 tok
loerei/chronicle-mcp A local Model Context Protocol (MCP) server that indexes, synchronizes, and exposes agent 0 Claude Code, Codex, Cursor, OpenCode 82 944 tok
CarlosYonng/diagnosis-service Anomaly diagnosis service supporting MCP and JSON-RPC 0 Codex, OpenCode 1 557 tok
neryams/workspace-docs-mcp 0 Codex, OpenCode 1 1,519 tok
cuongph-dev-work/backlog_mcp 0 Claude Code, Codex, OpenCode 2 5,957 tok
mlaurel/mcp-workflow-engine 0 Claude Code, Codex, OpenCode 2 4,290 tok
deifos/feedbackbasket-mcp mcp server to get feedback reports from feedbackbasket.com 0 Codex, OpenCode 1 57 tok
masamunet/npm-dev-mcp 0 Codex, OpenCode 1 918 tok
khughitt/ohai MCP for Quickshell based graphical notifications on Linux. 0 Claude Code, Codex, OpenCode 2 609 tok
semidark/mcp-litellm-searxng 0 Codex, OpenCode 1 389 tok
XMV-Solutions-GmbH/sharepoint-mcp MCP server for SharePoint document libraries with audit-preserving checkout/checkin. Lets 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,241 tok
v1truv1us/verbalized-sampling-mcp 0 Claude Code, Codex, OpenCode 2 547 tok
daviiferrer/paraguacu_transparente_mcp 0 Claude Code, Codex, OpenCode 2 1,474 tok
echatzief/database-mcp-server MCP server for exposing SQL & NoSQL databases to AI tools via Model Context Protocol 0 Codex, OpenCode 1 1,670 tok
ArconixForge/mcp-atlassian mcp server for atlassian : https://github.com/sooperset/mcp-atlassian 0 Codex, OpenCode 1 712 tok
yeison-liscano/demo_http_mcp Project demo of http_mcp package 0 Claude Code, Codex, OpenCode 5 1,086 tok
thesammykins/FlixBridge Flix-Bridge is a Model Context Protocol (MCP) server that bridges AI assistants with media 0 Codex, OpenCode 2 4,850 tok
cipher416/airtable-mcp 0 Codex, OpenCode 1 653 tok
tallpizza/dooray-mcp Dooray MCP Server for Claude Code integration - 5 integrated tools for task management 0 Codex, OpenCode 1 650 tok
kodaimaehata/reviewer-mcp 0 Claude Code, Codex, OpenCode 2 630 tok
acnlabs/mcp-inspector-server MCP Inspector Server - A comprehensive MCP server testing and validation system 0 Codex, OpenCode 1 900 tok
ericyangpan/scan-qrcode-mcp Scan QRCode MCP Server 0 Codex, OpenCode 1 602 tok
Paddione/mcp 0 Codex, OpenCode 1 666 tok
get2knowio/n8n-mcp n8n MCP server 0 Codex, GitHub Copilot, OpenCode 2 2,504 tok
Human-center/RAG-MCP-HCSRL 0 Claude Code, Codex, OpenCode 2 2,442 tok
ashabbir/multi-mcp gitlab jira mcp 0 Codex, OpenCode 1 777 tok
amruthabesto28/JIRA-MCP Jira MCP Server 0 Codex, OpenCode 1 712 tok
ahnmichael/gitlab-forum-mcp Discourse MCP server configured specifically for GitLab forum troubleshooting and support 0 Codex, OpenCode 1 1,753 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
mintedmaterial/mcp-ts-template 0 Claude Code, Codex, OpenCode 2 16,606 tok
jeweis/mcp-server-template 0 Codex, Gemini CLI, OpenCode 2 741 tok
siimleetberg/mysql_connector_mcp 0 Codex, OpenCode 1 643 tok
Knuckles-Team/ciso-assistant-api CISO Assistant GRC API + MCP Server + A2A Agent — 100% API coverage by codegen 0 Claude Code, Codex, OpenCode 2 2,471 tok
shinypebble/microsoft-ads-mcp pypi.org Python MCP server for the Microsoft Advertising (Bing Ads) REST API — agent-led campaign m 0 Claude Code, Codex, OpenCode 2 81 tok
choijay0310-spec/wedding-manager-mcp 0 Codex, OpenCode 1 166 tok
vinny1575/vibe-check-mcp-server pruthvibhat.com Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vi 0 Codex, OpenCode 1 324 tok
harshil1712/402-mcp A demo MCP server that shows agentic commerce with x402 0 Codex, OpenCode 1 360 tok
Michael-Obele/another-mcp Here's to hoping we make one right this time 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
jayozer/agentbuilder-outlook-mcp FastMCP server for sending Outlook mail via Microsoft Graph. This project exists because t 0 Codex, OpenCode 1 553 tok
druellan/Productive-Simple-MCP Read-only implementation for the Productive API into a MCP server 0 Codex, OpenCode 1 421 tok
grburgess/mindgap Local org-roam-style knowledge graph (SQLite, stdlib Python) with a 2D/3D web UI, MCP serv 0 Claude Code, Codex, OpenCode 2 1,987 tok
RobinBreugelmans-S/mcp 0 Codex, OpenCode 1 912 tok
berthojoris/sqlite-mcp 0 Codex, OpenCode 1 308 tok
gurdasnijor/server-quality-harness MCP Server quality harness 0 Codex, OpenCode 1 3,841 tok
bencousins22/tab-mcp MCP server for TAB 0 Codex, OpenCode 1 4,420 tok
maicFir/server-fs-mcp An MCP tool for operating on local files 0 Codex, OpenCode 1 1,202 tok
donghunee/my-first-mcp-server 0 Codex, OpenCode 1 3,862 tok
kelvincushman/local-fusion Local OpenRouter-Fusion-style multi-model council: panel + judge + synthesizer over local 0 Claude Code, Codex, OpenCode 2 918 tok
kevinlin/gitlab-mr-mcp Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch de 0 Codex, OpenCode 1 361 tok