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
Phelan164/codex-howto codex-howto-benchmark.nguyenvantamdk2.chatgpt.site Engineering-first OpenAI Codex guide: 14 modules, 9 installable skills, reproducible bench 6 Codex, OpenCode 1 318 tok
Jwrede/llmprobe bench.jonathanwrede.de Synthetic monitoring and CI smoke tests for LLM inference endpoints. 6 Claude Code 1
PDgit12/knitbrain npmjs.com The local-first brain for coding agents: project memory + workflow intelligence + lossless 6 Claude Code 1 892 tok
mrmos/cosmos-mcp npmjs.com Unofficial MCP server for cosmos.so. Search, browse and build visual moodboards with Claud 6 Claude Code 1 770 tok
sky32/mcport A local-first MCP Workspace tool that lets AI securely connect to, understand, and operate 6 Codex, OpenCode 1 1,831 tok
churichard/fluxmail Self-hosted email CLI / API / MCP server for AI agents and apps 6 Claude Code, Codex, OpenCode 3 678 tok
jinglonglong/springgraph jinglonglong.github.io Spring Cloud code knowledge graph and MCP server for AI coding agents 6 Claude Code 1 8,257 tok
iamwaqargulzar/Marketing-Agent-OS Marketing Agent OS: 236 cross-platform AI agent skills for marketing, SEO, GEO/AEO, conten 6 Claude Code, Codex, OpenCode 2 263 tok
defkode/orbx Per-project, isolated OrbStack Linux VMs from a zero-dependency Bash CLI — auto-named from 6 Claude Code, Codex, OpenCode 2 1,868 tok
kostja94/openblog alignify.co Agent-native, Git-based blog CMS module for product sites. Mount /blog on your marketing s 6 Codex, OpenCode 1 1,769 tok
preceptress/btc-15-minute-prediction-model 6 Codex, OpenCode 1 102 tok
Cantara/kcp-triage LLM driven triage system for analyzing web pages and generating agentic clients based on K 6 Claude Code 1 690 tok
mareurs/claude-plugins Claude Code plugin marketplace - SDD and more 6 Claude Code, Codex, OpenCode 2 10,767 tok
ayeshLK/archsmith npmjs.com Turn a validated JSON IR into a consistent layered-architecture diagram (SVG) — library, C 6 Claude Code, Codex, OpenCode 2 9,482 tok
wagtail/wagtail-mcp pypi.org Experimental MCP server to automate common operations on Wagtail projects 6 Codex, OpenCode 1 504 tok
opedrosoares/MCP_Compras pypi.org 100 tools MCP sobre as APIs públicas do Compras.gov.br — Dados Abertos, PNCP, Portal da Tr 6 Claude Code 1 2,268 tok
opensymph/open-computer-use A local MCP server that gives AI agents eyes and hands on your desktop — macOS, Windows & 6 Claude Code, Codex, OpenCode 2 605 tok
gzchenhao/openhire pypi.org Agent-native job search over employer ATS APIs (Greenhouse/Lever/Ashby/Beisen/Moka) — 139 6 Claude Code 1 3,851 tok
Archstone-Romania/archstone archstone.dev A compiler for AI capabilities — describe what your business does once, and Archstone gene 6 Claude Code 1 1,315 tok
tonydzi/second-brain-starter-kit Claude Code as a second brain: 100 battle-tested skills, a working CRM engine, vault templ 6 Codex, OpenCode 1 1,104 tok
Difz25x/roblox-mcp-difz 6 Claude Code 1 2,400 tok
Hugegreencandle/xahau-mcp First MCP for the Xahau network — offline Hook intelligence (WASM inspection + a Hooks-spe 6 Claude Code 1 716 tok
IcyHot09/opengrok-mcp-server OpenGrok MCP Server is a native Model Context Protocol server that bridges your organizati 6 Claude Code, Codex, OpenCode 2 4,654 tok
Iron-Mark/Hackathon-Stellaroid_Earn stellaroid.tech Stellaroid Earn — On-chain credential registry and payment rail on Stellar. Issue, verify, 6 Claude Code, Codex, OpenCode 3 1,781 tok
anvilnine/artifacts Self-hosted artifact publishing. POST HTML/JSX/Markdown/zip, get an unguessable public URL 6 Claude Code 2 497 tok
olgasafonova/gleif-mcp-server MCP server for GLEIF LEI (Legal Entity Identifier) database access 6 Claude Code, Codex, OpenCode 2 413 tok
michaelfromorg/mcp-yahoo-fantasy An MCP server for real-time sports. 6 Claude Code 1 1,399 tok
brooksy4503/rss-agent-viewer 6 Claude Code, Cursor 1
solanaguide/solana-cli Manage wallets, swap or transfer tokens, make payments and trade on Solana. CLI designed f 6 Claude Code 1 2,752 tok
cacr92/WeReply Automatic WeChat chat reply assistant 6 Claude Code, Codex, Cursor, OpenCode 50 4,270 tok
selfpatch/ros2_medkit_mcp selfpatch.github.io MCP server for ros2_medkit. Bridge LLM agents to the SOVD REST API for ROS 2 diagnostics a 6 GitHub Copilot 1 1,582 tok
alitiknazoglu/mcprobe An MCP server that audits other MCP servers. Connects to any stdio/HTTP target, lints ever 6 Claude Code, Codex 1
devnullvoid/mcp-ssh-tmux pypi.org Persistent SSH sessions for AI agents via tmux - No regex, no complexity, just visual snap 6 Codex, OpenCode 1 1,489 tok
cardmagic/notes CLI and MCP server to search and browse Apple Notes 6 Claude Code 1 747 tok
kouroshez/coding-os coding-os.dev The cognitive operating system that gives AI coding agents memory, structure, and discipli 6 Claude Code, Codex, OpenCode 2 4,590 tok
nushey/agents-md-generator Mcp server to create agents-md efficiently 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,335 tok
emersonjds/redbar Spec-driven test agents for every layer. Math finds what you changed that nothing tests; a 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,518 tok
Taketo-Yoda/uv-sbom Generate SBOMs for Python projects managed by uv. 6 Claude Code, Codex, OpenCode 20 2,891 tok
yu-iskw/llmops-demo-ts Demonstrate LLMOps in TypeScript 6 Claude Code, Cursor 29 1,463 tok
Rixmerz/agentcockpit 6 Claude Code 55 1,858 tok
GRACENOBLE/fullstack-template How I skip the repetitive setup, save tokens, save time and focus on the business logic 6 Claude Code, Codex, OpenCode 15 3,658 tok
namastexlabs/automagik-cli A powerful TypeScript-based CLI chat application for interacting with multi-agent AI syste 6 Claude Code, Codex, OpenCode 14 3,783 tok
claude-code-expert/tika tika-kappa.vercel.app A TODO application developed using the SDD approach 6 Claude Code 20 20 tok
vishnujayvel/pdlc-autopilot Autonomous spec-driven development for Claude Code — Director/Actor/Critic pattern with du 6 Claude Code 1 1,531 tok
simatic-ax/io Library with IO handling in ST 6 GitHub Copilot 1 1,651 tok
henkaku-center/omise-interface omise.henkaku.org 6 Codex, GitHub Copilot, OpenCode 2 110 tok
dnsabby/MSITM.6341 Python Class Shared Project Directory 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 61 933 tok
lesleslie/jinja2-async-environment Provides asynchronous alternatives to Jinja2's standard template environment and loaders 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,668 tok
gkmngrgn/rayt huggingface.co Ray Tracing in Python. 6 Gemini CLI 1 563 tok
Kuniwak/puml-parallel Composing multiple PlantUML state diagrams in parallel with synchronization events 6 Claude Code, Codex, Gemini CLI, OpenCode 4 8 tok