How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
Orolol/factcheck_mcp 0 Claude Code 10 303 tok
jrhoades1/servicetitan-mcp-server MCP server that connects Claude Desktop to ServiceTitan — query technician jobs and busine 0 Claude Code 4 834 tok
OriShmila/youtube-mcp-server 0 Cursor 1 1,889 tok
cubetribe/YouTube_MCP_over_API 0 Claude Code 1 1,075 tok
scarter4work/workflow-compliance-enforcer MCP server enforcing client-mandated development workflows with audit trails, state persis 0 Claude Code 1 —
andrewcraigmorgan/zoho-projects-mcp 0 Claude Code 1 1,494 tok
adaniki-dev/contract-mcp 0 Claude Code 1 786 tok
Sheikh-Muhammad-Mujtaba/ERP_Next-MCP 0 Claude Code 1 —
nightwhite/sight-mcp npmjs.com MCP server for AI-powered image and video analysis - supports OpenAI, Claude, and multimod 0 Claude Code, Codex, OpenCode 6 841 tok
shashankrai1983/fb-ads-automation Meta/Facebook Ads MCP server for Claude Code — 77 tools, 7 agents, analytics, AI creative 0 Claude Code 9 1,141 tok
sebastiancastillorock/mcpserverecommerce 0 Claude Code 1 575 tok
dachnikrus/godot-docs-mcp 0 Codex, OpenCode 1 1,813 tok
japan4415/fab-card-db-mcp 0 Codex, OpenCode 1 1,735 tok
takeshijuan/ideogram-mcp-server 0 Claude Code 1 1,397 tok
junqing258/linkedin-mcp 0 Codex, OpenCode 1 626 tok
honu-ai/honu_context_powered_todo_mcp MCP Server to manage Business Context and use it to populate Trello boards for Sprint Plan 0 Claude Code, Codex 3 —
gschaer/zendesk-hc-mcp MCP server for querying public Zendesk Help Center APIs. Browse categories, sections, and 0 Claude Code 1 579 tok
PiMPStudios/claude-tmux-bridge MCP server that bridges Claude Desktop to a persistent Claude Code session via tmux 0 Claude Code, Codex, OpenCode 2 2,008 tok
qbit-glitch/ccr CCR — Continuous Context Retention: MCP server for persistent memory, self-evolving playbo 0 Claude Code, Codex, OpenCode 2 3,318 tok
mybuddymichael/anki-mcp An MCP server for Anki. 0 Claude Code 1 3 tok
abicyclerider/semarcy-mcp 0 Claude Code 1 754 tok
TheAlmightyMight/pixso-mcp 0 Claude Code, Codex, OpenCode 2 2,429 tok
tuongbeo/mcp-atlassian-dc Fork of sooperset/mcp-atlassian with Jira Data Center OAuth 2.0 (3LO) wizard 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
chesterkuo/boxverseai-mcp-server 0 Claude Code 1 4,239 tok
DTG404/infra-mcp MCP server for Docker monitoring and system monitoring — gives Claude visibility into mach 0 Claude Code 1 50 tok
VinylStage/saju-mcp-dashboards 0 Claude Code, Codex, OpenCode 2 1,797 tok
pnientiedt/project-memory-mcp Persistent AI knowledge base for Claude via Model Context Protocol — fully offline, no clo 0 Claude Code, Codex, OpenCode 50 1,529 tok
Rethunk-AI/mcp-multi-root-git MCP git tools for multi-root workspaces — status, diff, batch commit, worktrees, merge, pu 0 Claude Code, Codex, OpenCode 2 3,826 tok
karudo/mcp-component-finder 0 Claude Code 1 436 tok
prreobby/jw-org-mcp-pof7 0 Claude Code 1 1,125 tok
bryanlabs/mcp-ebook-server MCP server providing AI access to ebook libraries 0 Codex, OpenCode 1 924 tok
Raheem-19/serena-optimized Optimized Serena MCP Server with enhanced performance, agent pooling, multi-level caching, 0 Claude Code 1 1,084 tok
fshaan/nccn-monitor NCCN Guidelines update monitor — MCP Server for OpenClaw. Tracks version changes across 92 0 Claude Code 1 377 tok
reactiongears/tts-audio-mcp MCP server for TTS audio analysis — transcription, quality scoring, pacing, and mispronunc 0 Claude Code 1 784 tok
maheshmishra271090-design/android-dev-mcp Unified MCP server for Android mobile development — Claude Code AI workflow 0 Claude Code 2 475 tok
marc-hanheide/pdf-redaction-mcp 0 GitHub Copilot 1 1,540 tok
pogorelov-labs/flipper-ble-mcp Drive a Flipper Zero wirelessly over Bluetooth LE from Claude — an MCP server + self-evolv 0 Claude Code 3 1,372 tok
expandingideas-ai/mcp-wet 0 Claude Code, Codex, OpenCode 2 6,320 tok
SahilSheikh12299/codegraph-mcp 0 Cursor 1 994 tok
BinayPrad/custom-mcp-adobe 0 Claude Code 1 577 tok
Matthew123003/ServiceNow_MCP_Server MCP Server for ServiceNow 0 Cursor 1 660 tok
markobullrush/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
abchahal/qa-ai-agents AI-powered QA pipeline with 4 agents — scenario generation, test architecture, Playwright 0 Claude Code 1 98 tok
acaca675/tradingview-mcp-analysis 0 Claude Code 1 1,873 tok
JareCoder/LounasMCP MCP to check Lunches nearby using www.lounaat.info 0 Codex, OpenCode 1 635 tok
shutovdef-dotcom/google-search-console-mcp Google Search Console MCP server 0 Claude Code 1 725 tok
raeseoklee/artifacty npmjs.com Local agent-to-agent artifact exchange for LLM workflows via HTTP, CLI, and MCP. 0 Claude Code, Codex, OpenCode 2 1,596 tok
luke-nielsen/walmart-mcp TypeScript Walmart API client and MCP server — wraps the Walmart Marketplace (seller) and 0 Claude Code 2 1,063 tok
Seetharam1999/jenkins-slack-mcp 0 Claude Code, Codex, OpenCode 2 2,838 tok
alexxcpr/ONE-MCP MCP SERVER FOR ONE SOFTWARE 0 Codex, OpenCode 1 4,950 tok