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
jscott3201/aionforge-memory A Rust-native agentic memory substrate built on the selene-db graph engine: a bi-temporal 10 Codex, OpenCode 1 1,616 tok
BjornMelin/ai-docs-vector-db-hybrid-scraper Retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with 10 Codex, OpenCode 1 1,072 tok
pachca/openapi dev.pachca.com OpenAPI spec, SDKs (TypeScript, Python, Go, Kotlin, Swift, C#), CLI, n8n node, and AI agen 10 Claude Code, Codex, OpenCode 2 1,225 tok
neverinfamous/mysql-mcp search.adamic.tech Secure MySQL Administration & Observability Featuring Code Mode— One Tool Replacing All 24 10 GitHub Copilot 1 1,678 tok
maneja81/OpenOrbit OpenOrbit — A free, open source AI orchestrator that lives on your desktop. One central ag 10 Claude Code 2 6,082 tok
nobrainer-tech/langflow-mcp npmjs.com MCP server for Langflow — gives AI assistants full access to Langflow workflow automation 10 Claude Code, Codex, OpenCode 14 1,801 tok
EuclideanAI/mcp-client A custom Model Context Protocol (MCP) Client interface with integrated LLM agent chat capa 10 GitHub Copilot 1 495 tok
LindaHaviv/second-brain Build a second brain every AI can share: your content in Oracle AI Database 26ai — semanti 10 Claude Code, Codex, OpenCode 4 1,743 tok
lsegal/aviary aviary.bot Aviary is a full AI assistant platform. Connect your AI models to Slack, Signal, Discord, 10 Claude Code, Codex, Gemini CLI, OpenCode 4 383 tok
deepgram/cli cli.deepgram.com Official Deepgram CLI — speech-to-text, text-to-speech, and audio intelligence from your t 10 GitHub Copilot 1
swoelffel/claw-pilot clawpilot.eu Multi-agent orchestration runtime with task board, flow engine, budget control, MCP integr 10 Claude Code 1 4,142 tok
codingwithriha/ai-email-agent ai-email-agent-blue.vercel.app MailMind AI is a modern AI powered email generation platform built with Next.js 16, TypeSc 10 Claude Code, Codex, OpenCode 2 79 tok
seandavi/biomedical-agent-kg biomed-agents.cancerdatasci.org Generated knowledge graph of biomedical LLM agent systems 10 Claude Code 1 1,995 tok
theSharque/mcp-jperf Java profiler and perfomance tool MCP 10 Codex, OpenCode 1 632 tok
echology-io/decompose echology.io The missing cognitive primitive for AI agents. Decompose any text into classified semantic 10 Claude Code 1 689 tok
ttpears/gitlab-mcp npmjs.com Community GitLab MCP Server — works with any GitLab tier (Free/Premium/Ultimate), no Duo r 10 Claude Code, Cursor 2 2,266 tok
grekt-labs/cli grekt.com AI artifacts versioned, synced, and shared across tools and teams. 10 Claude Code 2
boardwalk-labs/boardwalk Open-source control plane for agent workflows 10 Claude Code 1
elvis-ndubuisi/lazypr usekonsent.netlify.app lazypr is an AI-powered GitHub Action that rescues your repository from "lazy" documentati 10 Codex, OpenCode 1 1,207 tok
fomyio/phantom-ear fomy.io PhantomEar is a privacy-first, local-only AI meeting assistant that runs invisibly on your 10 Claude Code 1 1,505 tok
lehuannhatrang/opsgentic OpsGentic — AI Agents for DevOps Automation. Self-healing Kubernetes with AI agents. 10 Claude Code 1 56 tok
ubcent/velar Local Privacy Firewall for AI 10 Claude Code 1 1,154 tok
xavyo/xavyo xavyo.net The Identity Platform for the AI Agent Era. Secure humans, machines, and AI agents with a 10 Claude Code, Codex, OpenCode 3 2,390 tok
huanglizhuo/OctoCounts octocounts.com OctoCounts – the SLOC panel GitHub forgot 10 Codex, OpenCode 1 1,737 tok
pmbstyle/Octopal octopal.ca A local AI agent platform for people who want broad, real-world automation with a design t 10 Codex, OpenCode 1 2,634 tok
kenobi-ai/harpist harpist.site Automate and document any website's underlying API and replay it with your agent. 10 Codex, OpenCode 1 136 tok
jperrello/Saturn jperrello.github.io AI endpoints discoverable on local networks. 10 Codex, OpenCode 1 350 tok
xhwSkhizein/agiwo docs.agiwo.o-ai.tech Open-source streaming-first Python AI agent framework and console for building, orchestrat 10 Codex, OpenCode 1 6,762 tok
emrecanozturk/intentflow-ios Workflow-first, AI-ready iOS architecture with typed effects, manifests, SwiftUI/UIKit exa 10 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,359 tok
2oaJ/SwiftlyS2-Toolkit SwiftlyS2 plugin development toolkit for VS Code Copilot (agents, prompts, skills) 10 Codex, OpenCode 1 490 tok
zksecurity/zk-skills ZKSecurity's open-source AI-skills for pre-auditing ZK circuits 10 Claude Code 1 136 tok
mverab/claude-beyond-code verabadias.gumroad.com Make Claude Code your everything AI agent with customized agent features and subagents 10 Claude Code 20
rsoutar/claw-screener Stock screener using technical and fundamental analysis. Finding oversold stocks, screenin 10 Codex, OpenCode 1 517 tok
surveycto/surveycto-agent-skill Agent skill for SurveyCTO form design and more 10 Codex, OpenCode 1 3,355 tok
codejunkie99/agent-harness Drop-in agent harness for shipping products with AI. 18 skill files across SaaS, CLI, MCP, 10 Claude Code, Codex 17
Sompote/plaxisMCP 10 Claude Code 1
thoreinstein/beads-workflow A high-stakes engineering workflow extension for the Gemini CLI, powered by Beads (issue t 10 Gemini CLI 1 874 tok
wouerner/cirurgia Cirurgico: Curso Engenheiro de Software com auxilio de IA 10 Gemini CLI 1 591 tok
whw23/searxng_http_mcp A zero-install, cloud-hosted SearXNG MCP server over HTTP — no local runtime required. 10 Claude Code 1 19 tok
bitcoinalexis/Lotokens-Skill-Claude-Code "Lotokens" es un skill para ahorrar tokens al momento de utilizar claude code 10 Codex, OpenCode 1 616 tok
Alien69Flow/AiTor aitor.alienflow.space Ai Tor ΔlieπFlΦw DAO Synapse Collective 10 Codex, OpenCode 1 1,909 tok
aknochow/ogo aknochow.github.io OGO (OpenShell Gateway Operator): Deploy and manage NVIDIA OpenShell Gateway instances on 10 Claude Code, Codex, OpenCode 2 950 tok
krusemediallc/cursor-ad-agent skool.com Create AI marketing videos and images from inside Cursor. Human-approved Meta ad workspace 10 Claude Code, Codex, OpenCode 16 2,313 tok
square-story/blipko blipko.lol Blipko is a conversational personal-budget tracker on Telegram. Log what you spend in plai 10 Claude Code 1 3,915 tok
Rosentic/rosentic-action rosentic.com GitHub Action: find conflicts across branches before merge. One YAML file. Results on your 10 Claude Code 1 118 tok
mmartinez/postern Credential-brokering HTTPS proxy for AI agents — brokers 1Password & Bitwarden secrets at 10 Claude Code 1 2,460 tok
arcayne/agentic-delivery-playbook Spec first workflow for coding agents: choose the right model per task, use strong reasoni 10 Codex, OpenCode 1 113 tok
kwanpham2195/symphony-go Autonomous agent orchestrator — polls Linear issues, creates workspaces, runs Codex sessio 10 Claude Code, Codex, OpenCode 7 2,021 tok
bamdadd/lintel AI-human engineering platform where AI agents and humans collaborate as teammates to plan, 10 Claude Code 1 5,377 tok
Day1Labs/OpenAva day1-labs.com Your Personal AI Agent Teams. 10 Codex, OpenCode 1 550 tok