How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
mahadansar/sol-luna-orchestrator npmjs.com Adaptive orchestration for OpenAI Codex — decide when to delegate, route bounded work to i 6 Codex, OpenCode 1 787 tok
EYH0602/skillshub skillshubco.com Unified package manager for agent skills, with version control!! 6 Claude Code, Codex, OpenCode 2 1,047 tok
wesleygriffin/pdfrag An MCP server that provides a RAG database for PDF documents. 6 Claude Code 1 2,282 tok
SDiamante13/learning-hour-mcp Create Learning Hours on a shared whiteboard from your favorite MCP client 6 Claude Code 1 774 tok
TJC-LP/sanzaru Lightweight Multimodal MCP Server built with the OpenAI API 6 Claude Code, Codex, OpenCode 4 16,359 tok
hirokidaichi/mcp-tts-say MCP Server Tool for Text To Speech 6 Cursor 1 54 tok
ityes22/game-design-document Anthropic Agent Skill: generates professional, publisher-grade Game Design Documents (.doc 6 Claude Code 1 524 tok
angrysky56/astermind-elm-mcp A local Model Context Protocol server for training small text classifiers with Extreme Lea 6 Codex, OpenCode 1 686 tok
klauern/mcp-ynab 6 Claude Code, Codex, OpenCode 5 1,353 tok
nicobailon/code-summarizer A command-line tool and MCP server that summarizes code files using Gemini Flash 2.0 6 Claude Code 1 430 tok
aj-geddes/fastfs-mcp faster filesystem and git operations in a single MCP server - Docker - 6 Claude Code 1 815 tok
chadru/assessor-lookup-public API-first county assessor record lookup, MLS discrepancy checks, and a local MCP server fo 6 Claude Code, Codex, OpenCode 9 7,714 tok
DunkelCloud/ToolMesh toolmesh.io Self-hosted MCP gateway with authorization, credential injection, audit logging, and outpu 6 Claude Code 1 1,297 tok
sawa-zen/sound-effects-mcp 6 Claude Code 1 533 tok
TCoder920/open-legal-compliance-mcp Model Context Protocol server for legal compliance analysis using free/open government API 6 Claude Code, Cursor 4
hampsterx/gemini-mcp-bridge [DEPRECATED] MCP bridge for Gemini CLI. Google is retiring Gemini CLI on 2026-06-18 in fav 6 Codex, OpenCode 1 2,211 tok
guardianer9-debug/cst-studio-orchestrator-mcp Unified MCP automation layer for CST Studio Suite antennas, RF/EM, PCB/SI, schematics, and 6 Claude Code 1 1,414 tok
GleidsonFerSanP/pdf-utilities-mcp 6 Codex, OpenCode 1 2,480 tok
JerryLiu369/agent-web-search pypi.org One web-search tool for AI agents with free keyless defaults, local/remote MCP, CLI, Pytho 6 Codex, OpenCode 1 207 tok
Lint111/hacknplan-mcp 6 Claude Code 1 1,943 tok
constant-itis/gimp-mcp Drive GIMP 2.10 from Claude (or any MCP client) via the Script-Fu bridge — 53 tools + an A 6 Codex, OpenCode 1 780 tok
Continuum-AI-Corp/orcadub-mcp-server orcadub.orcarouter.ai MCP server for OrcaDub — AI video dubbing via OrcaRouter (model orca/dub): upload, submit, 6 Claude Code, Codex, OpenCode 2 2,460 tok
SidneyBissoli/senado-br-mcp-cloudflare senado.sidneybissoli.com Hosted MCP server for the Brazilian Federal Senate on Cloudflare Workers — 66 tools, 4 pro 6 Claude Code 2 4,368 tok
TommyBez/skillsboard skillsboard.sh Skills Board, the agent-native skills registry for teams. Free forever. 6 Codex, OpenCode 1 1,046 tok
rhinocap/raven-mcp Design intelligence MCP server — principles, patterns, tokens, and strategy for AI-generat 6 Claude Code, Codex, OpenCode 3 1,106 tok
dinglebear-ai/labby npmjs.com Rust homelab control plane and Labby MCP gateway for agents, plugins, registries, stash wo 6 Claude Code, Codex, Gemini CLI, OpenCode 4 2,306 tok
Fr4nZ82/mwe-mcp Persistent, structured memory for AI agents — a human-readable Markdown wiki, multi-user w 6 Claude Code 1 3,338 tok
clouatre-labs/aptu-coder aptu-coder: MCP server for AST analysis, call graphs, and code structure (tree-sitter) 6 Codex, GitHub Copilot, OpenCode 5 2,936 tok
aaronsb/salesforce-cloud MCP server providing AI-powered Salesforce tools for opportunity intelligence, conversatio 6 Claude Code 1 196 tok
senoff/xlsx-for-ai xlsx-for-ai.dev MCP server + CLI giving AI agents 50 spreadsheet tools for .xlsx — live-recalc formulas (~ 6 Claude Code 1 1,368 tok
Sounio-lang/sounio sounio.vercel.app Self-hosted systems + scientific programming language with epistemic types, uncertainty pr 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 15,164 tok
beremaran/godot-agent-loop Lean MCP feedback loop for Godot 4 — run, observe, interact, verify 6 Claude Code, Codex, OpenCode 2 2,140 tok
dioniipereyraa/memex Local-first MCP server that indexes your Claude.ai chats and exposes them to Claude Code ( 6 Claude Code 1 20,569 tok
gregario/dnd-oracle D&D 5e SRD MCP server — monster search, spell lookup, encounter building, and character to 6 Claude Code 9 264 tok
theYahia/moysklad-mcp npmjs.com MCP server for MoySklad — warehouse, inventory, orders, reports (Russia). Part of WWmcp — 6 Claude Code 8
dynamitecircle/dc dynamitecircle.com The official Python client for the Dynamite Circle Member API — your own profile, trips, e 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,269 tok
yBookoff/thebrain-mcp npmjs.com MCP server for TheBrain 15 — semantic operations over the local API: meaning-based search, 6 Claude Code 1 1,173 tok
gabelul/pixeltamer-gpt-image-skill Image generation skill for Claude Code, Codex CLI, OpenCode, Cursor and 50+ AI coding agen 6 Claude Code 1 1,899 tok
sandraschi/sandraschi Reactivated software engineer in Vienna building a fleet of 100+ MCP servers and DIY robot 6 Claude Code, Codex, OpenCode 2 254 tok
Asixa/codemap-skill 🧹 A code janitor for AI agents — map any codebase into functional modules, score every mo 6 Codex, OpenCode 1 504 tok
cs0lar/treelang A typed orchestration language for AI-generated, validated tool programs that execute loca 6 Codex, OpenCode 1 3,932 tok
0xsaju/claude-standby marketplace.visualstudio.com Survive Claude Code usage limits: Claude Standby waits for the reset and auto-resumes your 6 Claude Code 1 1,366 tok
ArieGoldkin/claude-forge Claude Forge — a suite of domain-agnostic Claude Code plugins sharing hook infrastructure 6 Claude Code 1 13,964 tok
dabodamjan/poster-maker dabo.dev AI flyer and poster generator for Claude Code. Describe a design, get editable HTML/CSS, e 6 Claude Code 5 1,198 tok
Johna2an/critical-thinking Open-source Agent Skill for Claude Code that makes Claude reason with explicit probabiliti 6 Claude Code, Codex, OpenCode 2 1,032 tok
waseemnasir2k26/reelforge skynetjoe.com Turn one raw take into a captioned vertical reel — locally, free, no per-export fee. faste 6 Claude Code 2
carlosduplar/claude-code-optimizer PowerShell and Bash scripts to optimize Claude Code usage: keeps prompt cache warm, prepro 6 Claude Code 1 271 tok
iwe-org/dev-workspace iwe.md Memory for your coding agent — markdown project graph template: product, plans, features, 6 Claude Code, Codex, OpenCode 2 2,647 tok
jlevy/supply-chain-hardening Supply-chain payloads run at install, import, or repo-open time. Copy-pasteable hardening 6 Claude Code, Codex, OpenCode 6 1,947 tok
Z-M-Huang/cc-proficiency Generate a proficiency badge for your Claude Code usage — rule-based scoring engine with 5 6 Claude Code 2 354 tok