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
Txpple/fvtt-mcp-artificer MCP server that lets Claude make Foundry VTT art (icons, tokens, portraits, illustrations) 0 Claude Code 2 1,870 tok
ranjanjyoti152/LLM-MCP A unified, persistent memory layer for all your AI coding assistants. Save conversations, 0 Claude Code 2 1,946 tok
CodeAwareness/kawa.mcp kawacode.ai Team-aware memory for AI coding assistants — intent tracking, decision history, real-time 0 Claude Code 1 2,972 tok
CynepHy6/mcp-sentry 0 Codex, OpenCode 1 1,081 tok
aaronspring/jimdo-docs-mcp 0 Codex, OpenCode 1 704 tok
slamb2k/glam-mcp Slambed MCP Server - Comprehensive Git Flow Automation with MCP and CLI Support 0 Claude Code 5 3,254 tok
xz0831/openclaw-brain Engineering knowledge-graph + memory served over MCP — ingests semiconductor PDFs into a t 0 Claude Code 1 6,067 tok
ericchansen/aifmt ericchansen.github.io Make visual text content just work. MCP server that fixes, validates, and generates diagra 0 Codex, OpenCode 1 1,153 tok
inael/agent-walkie-talkie MCP Server for autonomous agent-to-agent communication between Claude Code instances. Your 0 Claude Code 1 657 tok
Digitizers/bunny-mcp my-aura.app MCP server for Bunny.net — secret-redacting, read-only by default. Hardened fork of anvme/ 0 Claude Code 2 —
eschatus/beyond-mcp Read-only D&D Beyond lookup MCP server — character/monster/campaign reads + game-log roll 0 Claude Code 2 1,476 tok
dev-tahir/get-best-image get best image mcp server 0 GitHub Copilot 1 450 tok
YardenPorat/telegram-notifier-mcp 0 Codex, OpenCode 1 5 tok
rajshah11/sherpa-mcp-server My personal assistant MCP server 0 Claude Code 2 —
McCullonas/mcp-sbb-transport MCP server for Swiss public transport (SBB, PostBus, trams) via opendata.ch — no API key 0 Claude Code 1 723 tok
MVPR-Ext-Projects/planday-bridge Planday's Timesheet Report for Excel, Power BI and Claude. Full-surface MCP server over al 0 Claude Code, Codex, OpenCode 2 3,568 tok
dylansantwani/bambu-cloud-mcp MCP server for Bambu Lab printers: cloud control over the internet + live LAN chamber came 0 Codex, OpenCode 1 618 tok
CONN-SKILL/connskill-growth-mcp MCP server for CONNSKILL Growth Services — SEO/SERP data, SMS verification, social marketi 0 Codex, OpenCode 1 218 tok
scatjay/kxmind-tainan-mental-mcp Tainan mental health resources MCP: turns mental health resources scattered across the Hea 0 Claude Code 1 1,033 tok
ramkumaronetwo-tech/https-github.com-LewisWJackson-tradingview-mcp-jackson 0 Claude Code 1 1,873 tok
lpenguin/webgpu_inspector_mcp 0 Claude Code, Codex 1 —
sanshan1978/codeguard-rag-mcp Evidence-grounded Python defect and vulnerability diagnosis with Hybrid RAG, MCP, ChromaDB 0 Claude Code, Codex 9 —
Neuro-Mechatronics-Interfaces/SemanticScholar_MCP MCP tools for use with a SemanticScholar API key (can be requested via CMU academic email 0 Claude Code, Codex, OpenCode 2 2,693 tok
AnEntrypoint/gm-mcp MCP server exposing gm's spool dispatch cycle (write, poll, cleaned response) to any MCP c 0 Codex, OpenCode 1 253 tok
khadinakbarlabs/humanizer-pro-mcp texthumanizer.pro Official Humanizer PRO Agent Skill and OAuth MCP plugin for Claude Code, Codex, Copilot, C 0 Gemini CLI 1 98 tok
maxim-at-reveliolabs/pipelines-mcp 0 Codex, OpenCode 1 950 tok
ramvishvas/prompt-enhancement-mcp-server npmjs.com An MCP (Model Context Protocol) server that enhances user prompts using AI. It takes a rou 0 Claude Code 1 1,517 tok
absmartly/mcp 0 Claude Code 3 3,723 tok
brentdemark/gmail-mcp 0 Claude Code 1 635 tok
paterapatera/redmine-mcp MCP for searching Redmine 0 Claude Code, Cursor 3 —
VoidNxSEC/securellm-mcp MCP server for IDE integration with NixOS 0 Codex, OpenCode 1 4,539 tok
Txpple/fvtt-mcp-molten5e D&D 5e-only, Molten-optimized Foundry VTT MCP server for Claude Code 0 Claude Code 17 —
koppe-pan/mcp-svg-marp 0 Claude Code 1 1,695 tok
popstas/mcp-sheet-filler ai-sheet-filler.com Fill google sheets with agents using determined fields 0 Claude Code 2 3,024 tok
GetSomeKelso/OhSINT Unified OSINT reconnaissance orchestrator — 28 tools behind a single CLI + MCP server (Kal 0 Claude Code 6 3,096 tok
KpihX/bw-mcp 0 Claude Code, Codex 1 —
JoeyBe1/mcp-augment Add safety hooks to AI coding tools that have none 0 Codex, OpenCode 1 321 tok
akrym1582/sqldb-mcp-server 0 GitHub Copilot 1 2,881 tok
HachiTogo/macos-mcp-tools JXA/Sqlite based MCP tools for common MacOS applications like mail, contacts, and notes. 0 Claude Code, Codex, OpenCode 2 953 tok
howbizarre/b2bizzio-mcp 0 GitHub Copilot 1 388 tok
chaworld/vscode-mcp-server A portable MCP server for VS Code operations - supporting file management, extension contr 0 Gemini CLI 9 292 tok
jkvu626/agent-zoo Personal agent hub with MCP support and a cozy UI. One server, one webapp, shared types. 0 Claude Code, Cursor 2 862 tok
akatjd/blog-mcp Naver Blog automatic creation and publishing MCP server for Claude Desktop 0 Claude Code 1 —
Pullagura55/claude-mcp-practice Claude MCP Server practice repository with essential tools for local system interaction 0 Claude Code 1 1,832 tok
seed-drill/cordelia-proxy Cordelia MCP proxy (TypeScript) - proxy, dashboard, hooks, Claude integration 0 Claude Code 2 2,265 tok
inakirealise/boond-mcp A TypeScript-based Model Context Protocol (MCP) server providing 94+ tools across 8 busine 0 Codex, OpenCode 1 2,383 tok
the-hash-slinging-slasher/news-mcp-server MCP server for aggregating news with AI-powered daily briefing generation 0 Claude Code 1 —
aiyanbo/mcp-salesforce 0 Claude Code 1 517 tok
solidlime/Nous A Model Context Protocol (MCP) server for persistent memory. Provides advanced semantic se 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,127 tok
Allentgt/dynamodb-mcp-server 0 Codex, OpenCode 1 2,022 tok