How real projects configure their agents

23,157 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
totocaster/arrowhead ttvl.co Fast Obsidian-aware search and discovery that makes AI agents or OpenClaw your true knowle 44 Codex, OpenCode 1 755 tok
prokube/pk-opencode-webui Prefix-aware Web UI for OpenCode 44 Codex, OpenCode 1 4,148 tok
pavanbadempet/AI-Healthcare-System pavanbadempet.github.io AI Healthcare System & Clinical Data Platform. Combines a Databricks Medallion Lakehouse ( 44 Codex, GitHub Copilot, OpenCode 5 2,398 tok
Dicklesworthstone/eidetic_engine_cli Durable, local-first, explainable memory for coding agents. A Rust CLI memory substrate bu 44 Claude Code, Codex, OpenCode 2 18,891 tok
Praeviso/crawl4weibo An out-of-the-box Weibo scraper Python library, based on a successfully tested solution, u 44 Claude Code, Codex, OpenCode 2 2,382 tok
sinanata/unity-3d-to-sprite-baker sinanata.github.io Drop-in runtime sprite-atlas baker for Unity 6 / URP. Bake any 3D animated character into 44 Codex, GitHub Copilot, OpenCode 2 3,188 tok
mfkyddh/ZZZ-Simple-AI A plain-language guide to AI and Agents, from ChatGPT to intelligent agents, understandabl 44 Codex, OpenCode 1 4,267 tok
aliou/pi-synthetic Pi provider for Synthetic - open-source models via OpenAI-compatible API 44 Claude Code, Codex, OpenCode 2 2,049 tok
kaieye/Livo 44 Claude Code, Codex, OpenCode 2 2,789 tok
kridaydave/File-Organizer-MCP This MCP server will organize your files using connections to MCP using clients like Claud 44 Codex, OpenCode 1 3,200 tok
WUBING2023/ReproRun 🔬 A skill that automatically reproduces the numerical claims of academic papers — read p 44 Codex, OpenCode 1 974 tok
SpillwaveSolutions/document-specialist-skill Claude Code Skill. AI-powered software documentation automation. Professional software doc 44 Claude Code, Codex, OpenCode 2 139 tok
logly/mureo mureo.io Your local-first AI ad ops crew. Works with Claude Code, Cursor, Codex & Gemini. 44 Claude Code, Codex, OpenCode 3 10,199 tok
cobusgreyling/llm-wiki A compounding knowledge base maintained by LLM agents — inspired by Karpathy's LLM Wiki pa 44 Codex, OpenCode 1 1,811 tok
fullbleed-engine/fullbleed-official Fullbleed PDF Engine - deterministic Python/Rust document generation for reports, invoices 44 Codex, OpenCode 1 380 tok
cloud-ru-tech/mcp-server-mattermost mcp-server-mattermost.readthedocs.io MCP server for Mattermost — let Claude, Cursor, and other AI assistants work with channels 44 Claude Code, Codex, OpenCode 2 2,480 tok
memex-lab/dart_agent_core memexlab.ai Dart framework for stateful AI agents: tool use, skills, sub-agent delegation, planning, s 44 Codex, OpenCode 1 1,450 tok
xg-gh-25/SwarmAI A self-evolving Agent OS — every interaction sharpens how it judges, not just what it know 44 Claude Code, Codex, Kiro, OpenCode 11 17,379 tok
jamesrochabrun/XcodeTraceMCP 44 Claude Code, Codex, OpenCode 2 6,267 tok
naorsabag/openhop naorsabag.github.io Interactive data-flow diagrams your AI agent can write. One SKILL.md — install in Claude C 44 Codex, OpenCode 1 1,450 tok
john-broadway/proximo john-broadway.github.io The Proxmox MCP you can hand the keys. All four products: PVE, PBS, PMG, PDM. 44 Codex, OpenCode 1 974 tok
brycewang-stanford/stata-code Agent-native Stata bridge for empirical research — run DiD/IV/RDD and publication-ready ta 44 Claude Code, Codex, OpenCode 2 4,487 tok
OnlyCLI/OnlyCLI onlycli.github.io Turn any OpenAPI spec into a native CLI binary. No MCP, no bloat, no runtime dependencies, 44 Codex, OpenCode 1 730 tok
KongFangXun/sofagent Audit-first governance layer for AI coding agents — 24 git-diff rules, HMAC tamper-evident 44 Claude Code, Codex, Gemini CLI, OpenCode 4 1,026 tok
daedalus/fuzzer Information-dense, coverage-guided binary fuzzer 44 Codex, OpenCode 1 4,923 tok
dvdxfv/skill-writing-dna Writing DNA + AI rewriting skill workflow: a paper/document rewriting pipeline based on an 44 Claude Code, Codex, GitHub Copilot 4 10,844 tok
kubeflow/mcp-server MCP Server for AI-Assisted Development with Kubeflow Tools 44 Codex, GitHub Copilot, OpenCode 2 2,802 tok
kubernetes-sigs/mcp-lifecycle-operator mcp-lifecycle-operator.sigs.k8s.io A Kubernetes operator that provides a declarative API to deploy, manage, and safely roll o 44 Codex, OpenCode 1 2,773 tok
CiscoDevNet/meraki-magic-mcp-community Meraki Dashboard MCP server 44 Codex, OpenCode 1 467 tok
mgifford/accessibility-skills A collection of Claude Skill to mirror https://mgifford.github.io/ACCESSIBILITY.md 44 Codex, OpenCode 1 751 tok
loonghao/auroraview loonghao.github.io A blazingly fast, lightweight WebView framework for DCC (Digital Content Creation) softwar 44 Claude Code, Codex, Gemini CLI, OpenCode 26 1,428 tok
hexxt-git/anime-sdk anime-sdk.hexxt.dev Typescript SDK for building anime streaming apps with over 30k+ titles available 44 Claude Code, Codex 4 3,355 tok
utensils/mold utensils.io CLI-native local AI image and video generation for people, scripts, and agents — CUDA on L 44 Claude Code, Codex, OpenCode 4 15,937 tok
6Kmfi6HP/opencode2api OpenCode zen/go to OpenAI Codex/Anthropic Claude Code API proxy 44 Codex, OpenCode 1 677 tok
TabooHarmony/roblox-brain Give your AI coding agent a Roblox brain. Skill collection for Roblox Studio game developm 44 Codex, OpenCode 1 1,446 tok
karthikrshet/Career-Agents career-agents.vercel.app The Open-Source AI Career Operating System. 167 Specialized AI Agents across 19 Divisions, 44 Claude Code, Codex, OpenCode 13 609 tok
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 44 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 906 tok
emlai/defi-native-skill Agent Skill that makes your AI crypto-native with an understanding of onchain capital mark 44 Codex, OpenCode 1 689 tok
goccy/sheena A lightweight, in-process sandbox for safely executing the tool calls an AI agent requests 44 Claude Code, Codex, OpenCode 2 2,052 tok
ibm-granite/granite.build Build orchestration for LLM pipelines 44 Claude Code, Codex, OpenCode 10 4,306 tok
shopwareLabs/ai-coding-tools Claude Code plugin marketplace for Shopware development. Provides MCP servers, skills, age 43 Claude Code, Codex, OpenCode 4 2,732 tok
hardyz0517/relay-pool-desktop Local desktop relay pool manager for AI API providers. 43 Codex, OpenCode 1 1,160 tok
kaorii-ako/Shiori-v1 shiori-v1.vercel.app Open-source AI study companion — Google Classroom sync, Gemini AI plans, SRS flashcards, G 43 Claude Code, Codex, OpenCode 2 2,544 tok
hyxnj666-creator/ai-memory npmjs.com Extract structured knowledge from Cursor & Claude Code conversations into git-trackable Ma 43 Codex, OpenCode 1 4,126 tok
1024XEngineer/bytemind 1024xengineer.github.io ByteMind is a lightweight Coding Agent designed to help users complete the software engine 43 Claude Code, Codex, OpenCode 7 524 tok
Heratiki/locallama-mcp An MCP Server that works with Roo Code/Cline.Bot/Claude Desktop to optimize costs by intel 43 Claude Code, Codex, GitHub Copilot, OpenCode 9 9,399 tok
KevinKE93/Dev_Agent_OPC A automatic dev agent from idea → spec → design → plan → build → test → review → ship and 43 Codex, OpenCode 1 2,562 tok
atomchung/ccstory pypi.org Claude Code usage recap with narrative. ccusage tells you the bill, ccstory tells the stor 43 Claude Code, Codex, OpenCode 2 981 tok
nczz/kiro-discord-bot nczz.github.io Discord control plane for project-bound ACP agents (Kiro CLI/OMP) with MCP policy, cron/au 43 Codex, Kiro, OpenCode 6 20,283 tok
arespawn/WhatsAppToDiscord arespawn.com WhatsAppToDiscord is a Discord bot that uses WhatsApp Web as a bridge between Discord and 43 Codex, OpenCode 1 731 tok