How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
yang-kun-long/library-access-mcp Uses a browser extension and MCP to enable AI tools to access authentication-required acad 16 Claude Code 1 1,521 tok
kriscard/Skills A opinionated collection of agent skills organized by domain: dev, writing, productivity, 16 Claude Code 1 813 tok
weshopai/weshop-dsh-plugin weshop.ai Native WeShop Cordis plugin for DeepSeek Harness. Allow you to use infinite canvas with in 16 Codex, OpenCode 1 200 tok
SHSharkar/MCP-Mathematics pypi.org A comprehensive Model Context Protocol (MCP) server that turns any AI assistant into a pow 16 Claude Code 1 3,117 tok
avikalpa/codex-litellm Maintained LiteLLM patchset for Codex CLI. 16 Codex, OpenCode 1 1,905 tok
rachmataditiya/odoo-rust-mcp Odoo MCP Server - Model Context Protocol server for Odoo ERP integration. Supports Odoo 14 16 GitHub Copilot 1 2,780 tok
kcsinclair/kaos-control kaos-control.io Self-hosted orchestrator for Claude Code agents: drive ideas through a role-gated SDLC (pl 16 Claude Code, Codex, Gemini CLI, OpenCode 3 2,334 tok
tt-a1i/coding-cli-guide tt-a1i.github.io Interactive deep-dive into Gemini CLI internals — 150+ illustrated pages, 50+ step-by-step 16 Claude Code, Codex, Gemini CLI, OpenCode 3 81 tok
roshanarnav25-sloth/google-flow-mcp MCP server that drives Google Flow (Veo / Nano Banana) through its internal tRPC API, with 16 Claude Code 1 631 tok
MadeByTokens/claude-brainstorm A Claude Code plugin that enforces brainstorming mode, preventing Claude from jumping to s 16 Claude Code 1 682 tok
FeatureFactory-io/mimir Mimir is a foundation for self-evolving methodologies for well-defined tasks - it provides 16 Claude Code, Cursor 3 3,444 tok
pranavms13/web-search-mcp A Model Context Protocol (MCP) server that provides web search functionality using a headl 16 Claude Code 1 788 tok
Bjern/jw-org-mcp A Model Context Protocol (MCP) server that provides controlled, verifiable access to conte 16 Claude Code 1 1,125 tok
ratel-ai/ratel-local MCP server library + ratel-local CLI: expose a Ratel tool catalog as a Model Context Proto 16 Claude Code, Codex, OpenCode 2 479 tok
slack-samples/bolt-js-slack-mcp-server A sample app that features an agent that leverages Slack's MCP 16 Claude Code, Codex, OpenCode 2 179 tok
amansk/librelink-mcp-server MCP server to connect with Freestyle Libre Link and bring CGM data into LLMs 16 Claude Code 1 740 tok
AdrianRogowski/auto-sdd 16 Claude Code 35 9,835 tok
php-opcua/opcua-client php-opcua.com A PHP library that talks OPC UA binary protocol over TCP. It handles the full stack — tran 16 Claude Code, Codex, GitHub Copilot 2 710 tok
trycourier/courier-skills AI agent skill for building production-ready notifications across email, SMS, push, in-app 16 Codex, OpenCode 1 924 tok
velesnitski/yt-mcp YouTrack MCP server for Claude Code 16 Claude Code 1 1,464 tok
GiacomoSaccaggi/scomp_link giacomosaccaggi.github.io End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, fe 16 Codex, OpenCode 1 1,846 tok
SidneyBissoli/medical-terminologies-mcp medical.sidneybissoli.com Unified MCP server for six medical terminologies (ICD-11, LOINC, RxNorm, MeSH, ATC, CID-10 16 Claude Code 1 11,389 tok
apokamo/kaji zenn.dev Closed-loop agentic development workflows for Claude Code, Codex, and Gemini CLI. 16 Claude Code, Codex, OpenCode 46 1,277 tok
Mingye-Lu/AgenticCrawler acrawl — LLM-powered web crawler. Describe what you want in plain English, get structured 16 Codex, OpenCode 1 6,382 tok
gvastethecreator/codex-studio gvastethecreator.github.io Local-first image studio for generating, reviewing, and organizing AI images through Codex 16 Claude Code, Codex, OpenCode 2 809 tok
shmulc8/captain-obvious Deterministic scanner that deletes tests that can never fail — asks the type checker inste 16 Claude Code 1 413 tok
paulieb89/pyp6xer-mcp p6.bouch.dev Primavera P6 XER schedule analysis MCP server — tools for critical path, earned value, flo 16 Claude Code, Codex, OpenCode 2 930 tok
aytzey/paper-pilot Let Codex and Claude find, download, and read full research papers. A local MCP server wit 16 Claude Code, Codex, OpenCode 2 2,411 tok
vast-data/vast-admin-mcp pypi.org MCP server for VAST Data cluster administration - monitoring, management, and diagnostics 16 Cursor 1 —
hanzhcn/laohan-skills Claude Code super skill pack — 16 skills covering the entire content creation process, con 16 Claude Code, Codex, OpenCode 2 3,763 tok
RamaAditya49/titen titen.dev Agent memory that needs no API key, no LLM, and no embedding provider. One command on Bun 16 Claude Code, Codex, OpenCode 2 1,715 tok
abhiunix/AgentHarbor agentharbor.openxsecurity.com 🚢 One native app for all your AI coding agents - live rate limits, session usage, deep an 16 Claude Code, Codex, OpenCode 2 2,744 tok
mhlaghari/stuntman Claude doesn't do its own stunts. Plan with Claude, execute with a near-free model, review 16 Claude Code 1 270 tok
AnayDhawan/oss-launch Skill letting Agents scan a repo, ask what it cannot infer, then generate a complete open 16 Codex, OpenCode 1 1,868 tok
agno-agi/context agno.com A self-hosted context manager. @context organizes your work into a private CRM and knowled 16 Claude Code, Codex, OpenCode 7 10,801 tok
jiuge2467/dsh-studio A modern DeepSeek Harness (DSH) full-stack enhancement workstation, multi-source MCP visua 16 Claude Code, Codex, OpenCode 13 3,562 tok
matematicsolutions/patron matematicsolutions.com Local-first AI workspace for law firms: case files stay on your machine, local or chosen c 16 Claude Code, Codex, OpenCode 2 12,028 tok
daytona/clients daytona.io Official SDKs, API clients, and CLI/MCP tools for Daytona, the secure and elastic infrastr 16 Claude Code, Codex, OpenCode 5 19,664 tok
codacy/codacy-skills 16 Claude Code, Codex, OpenCode 2 1,241 tok
porcupine-md/jonggrang jonggrang.dev AI agents write code fast. Too fast. Jonggrang makes sure they don't make a mess while doi 16 Claude Code, Codex, OpenCode 2 2,112 tok
zama-ai/sdk TypeScript SDK for confidential FHE smart contracts on Zama Protocol 16 Claude Code, Codex, OpenCode 2 1,194 tok
sophonfinance-wq/finance-automation-portfolio sophonfinance.com Fifty-two runnable finance and tax automation engines on fictional data: close, reconcilia 16 Claude Code 16 623 tok
jazelly/tokenless Handle agentic tasks using 50+ AI providers on web 16 Claude Code, Codex, OpenCode 2 2,713 tok
nthnclrk/enablement-skills enablementskills.md A reusable library of revenue enablement skills for coaching, messaging, launches, program 16 Codex, OpenCode 1 1,490 tok
Nebu1eto/choco-pi opinionated, project-aware configuration for the Pi coding agent 16 Claude Code, Codex, OpenCode 16 638 tok
sergiocarracedo/skill-organizer skill-organizer.sergiocarracedo.es CLI tool to organize your skills in folders 16 Claude Code, Codex, OpenCode 10 1,371 tok
MiniMax-AI-Dev/parsar 16 Codex, OpenCode 1 525 tok
NikiforovAll/scratchpad nikiforovall.blog CLI to organize temporary agent knowledge into scratchpads, with a read-only visual viewer 16 Claude Code 2 1,483 tok
crashchen/cc-gifs 16 Claude Code, Codex, OpenCode 2 1,651 tok
MichaelLod/byoky byoky.com Open-source AI wallet — your keys never leave your device. 13 providers, 2 lines to integr 16 Claude Code 1 538 tok