How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
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
UnicomAI/wanwu-workflow This project is a secondary development based on the coze-studio project and follows its A 44 Claude Code 2 1,417 tok
jamesrochabrun/XcodeTraceMCP 44 Claude Code, Codex, OpenCode 2 6,267 tok
karalang/kara karac.dev The Kāra programming language — compiled via LLVM, with automatic parallelization and W 44 Claude Code 1 16,288 tok
kenjudy/pdca-agentic-coding-framework Human-supervised AI code generation using Plan-Do-Check-Act methodology with TDD and refac 44 Claude Code, Codex, OpenCode 5 3,265 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
call518/MCP-OpenStack-Ops deepwiki.com 90+ production-safe OpenStack tools for AI agents via MCP. Project-scoped & read-only by d 44 GitHub Copilot 1 1,488 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
holla2040/ThomsonLint 44 Claude Code 2 3,351 tok
daedalus/fuzzer Information-dense, coverage-guided binary fuzzer 44 Codex, OpenCode 1 4,923 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
KonstantinMB/exploreyc exploreyc.com Explore the Y Combinator portfolio: AI idea validator, success predictor, live hiring boar 44 Claude Code 1 1,153 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
Pixel-Process-UG/agent-office agent-office.pixelandprocess.de Pixel-art virtual office for AI agent teams 44 Claude Code 1 1,974 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
kahliburke/Kaimon.jl kahliburke.github.io MCP server giving AI agents full access to Julia's runtime via a live Gate — code executio 44 Claude Code 1 67 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
Clawdlinux/agentic-operator-core clawdlinux.org Runtime-agnostic Kubernetes governance for AI agents: gVisor isolation, egress policy, cos 44 Claude Code 1 160 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
IgniteUI/igniteui-theming A set of Sass mixins, functions, and variables used to create themes for a variety of UI f 44 Claude Code, GitHub Copilot 30
hiero-ledger/solo An opinionated CLI tool to deploy and manage standalone test networks. 44 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,479 tok
Stieges/bpmn-generator Enterprise BPMN 2.0 Generator — JSON Logic-Core → ElkJS Layout → OMG-compliant XML + SVG 44 Claude Code, Codex, OpenCode 2 13,547 tok
ibm-granite/granite.build Build orchestration for LLM pipelines 44 Claude Code, Codex, OpenCode 10 4,306 tok
amoslee2026/Babel AI-native Chiplet design flow based on open-source EDA toolchain 44 Claude Code 56 751 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
honeycombio/honeycomb-mcp Allows Honeycomb Enterprise customers to use AI to query and analyze their data, alerts, d 43 Claude Code 1 354 tok
agents-universe/agents-universe agent.agents-universe.com Enable agents to learn and work like humans, sharing agent and project memory 43 Claude Code 2 2,435 tok
hardyz0517/relay-pool-desktop Local desktop relay pool manager for AI API providers. 43 Codex, OpenCode 1 1,160 tok
frostant/awesome-claude-skills Claude Skills collection - fork from ComposioHQ with Chinese docs and enhancements 43 Claude Code 1 311 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
loomi-labs/arco Arco is an incremental backup tool designed with simplicity in mind. 43 Claude Code 5 1,971 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
yechielby/claude-code-rtl-extension marketplace.visualstudio.com VS Code/Cursor extension that adds RTL (Right-to-Left) support for Hebrew and Arabic to th 43 Claude Code 1 785 tok
studioKjm/ai-harness-template AI Harness Engineering Template — guardrails, gates, and boundaries for AI coding agents. 43 Claude Code 1 771 tok
anthroos/plaintext-crm AI-native CRM that runs in your IDE. No SaaS, no dashboards — just CSV files and Claude Co 43 Claude Code 1 2,248 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