How real projects configure their agents

1,908 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
ZHOUKAILIAN/claude-community-plugins Claude Code Plugin Marketplace featuring 3 production-ready plugins for AI documentation w 3 Claude Code, Gemini CLI 2 4,722 tok
konflux-ci/loadtest Konflux loadtest for per&scale testing the platform 3 Claude Code, Codex, Gemini CLI, OpenCode 6 563 tok
NetApp/gcnv-mcp-server MCP server for provisioning and managing NAS and iSCSI volumes using Google Cloud NetApp V 3 Claude Code, Codex, Gemini CLI, OpenCode 3 23,364 tok
mithunyc/obsidian-agent-memory A production-grade memory system for AI coding agents. Context Capsules, Tiered Retrieval, 3 Claude Code, Codex, Gemini CLI, OpenCode 3 496 tok
intentdriven/abcd abcdev.app abcd: An experimental configuration layer for intent-driven development. 3 Claude Code, Codex, Gemini CLI, OpenCode 3 6,013 tok
vodoon-cell/ai-website-cloner-template-all ai-website-cloner-template 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,437 tok
nassimna/karpathy-guidelines Cross-agent Karpathy-inspired behavioral guidelines for Claude Code, Codex, Cursor, and Ge 3 Claude Code, Codex, Gemini CLI, OpenCode 3 1,564 tok
Enovatr-Labs/SpecRoute Open source framework for spec-driven agentic software engineering. PRDs, prompts, agents, 3 Claude Code, Codex, Gemini CLI, OpenCode 7 3,090 tok
AgiFlow/ai-plugin Agiflow's plugin for Codex, Claude Code, Antigravity, Cursor 3 Gemini CLI 1 25 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
gemini-cli-extensions/google-secops Gemini CLI Extension for Google SecOps OneMCP. 2 Gemini CLI 1 1,356 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
dinglebear-ai/synapse npmjs.com Rust MCP and CLI server for local Synapse workflows: Docker/Compose control, host inspecti 2 Claude Code, Codex, Gemini CLI, OpenCode 4 5,463 tok
dinglebear-ai/rgotify npmjs.com Rust MCP server and CLI for Gotify push notifications, with stdio/HTTP transports, auth, C 2 Claude Code, Codex, Gemini CLI, OpenCode 4 4,153 tok
sunub/obsidian-mcp-server npmjs.com An MCP Server designed to make it easy for AI agents or external applications to browse an 2 Gemini CLI 1 1,157 tok
dinglebear-ai/rapprise npmjs.com Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backend 2 Claude Code, Codex, Gemini CLI, OpenCode 4 1,363 tok
minds-ai-co/minds-mcp getminds.ai Docs for the Minds MCP server: run AI market research with synthetic customer panels from 2 Gemini CLI 1 161 tok
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,545 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
Skyrxin/sast-mcp-server 2 Claude Code, Gemini CLI 2 3,768 tok
Wolfe-Jam/gemini-faf-mcp faf.one Persistent Project Context for Google Gemini — IANA-registered .faf format · MCP server + 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,832 tok
fbmdata/maxstat-mcp maxstat.ru Official MaxStat MCP: search 408K+ channels and 86M+ MAX posts; audience, views, reactions 2 Gemini CLI 1 367 tok
laffeyp/cascade-img greenrosesystems.com MCP server for LLM-operable Midjourney image generation — compose, generate, inspect with 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,467 tok
vish288/mcp-coda pypi.org MCP server for Coda API — 54 tools, 12 resources, 5 prompts. Docs, pages, tables, rows, fo 2 Codex, Gemini CLI, OpenCode 2 2,292 tok
yannmenec/inspectrum Catch the bad plan before you spend the tokens. Cross-LLM peer review via MCP. 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,681 tok
cqtrinv/trinvmcp a MCP server for TRINV 2 Gemini CLI 1 594 tok
scalixworld/scalix-cloud-mcp scalix.world Official MCP server for Scalix Cloud — the agent-native cloud: database, functions, AI, st 2 Gemini CLI 1 186 tok
antonio-mello-ai/mcp-airflow MCP server for airflow 2 Claude Code, Codex, Gemini CLI, OpenCode 3 357 tok
nolindnaidoo/regex-le letools.dev Find every regex in a codebase, and report which can be driven into catastrophic backtrack 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,236 tok
nolindnaidoo/colors-le letools.dev Extract every color in a codebase, and say which ones are not in your palette 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,235 tok
nogoo9/mcp-server-cloud-fs nogoo9.github.io Cloud replacement for `mcp-server-filesystem` — 20+ tools for S3, Azure Blob, and GCS. Dep 2 Claude Code, Gemini CLI 3 4,947 tok
nogoo9/no-crd k8s controller manager w/o using CRDs (cuz your organization lockdown your cluster permiss 2 Claude Code, Gemini CLI 3 3,660 tok
Decade-qiu/Multi-Source-Media-MCP-Server An MCP Tool Implementation for Multi-Source Image Access & Generation 2 Gemini CLI 1 3,068 tok
mcqua007/agents-skeleton A language-agnostic starter repo for AI-powered development. Single-source-of-truth AGENTS 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 908 tok
promobase/facebook-business-mcp MCP server implementation of Facebook Business API 2 Claude Code, Codex, Gemini CLI, OpenCode 3 284 tok
SteinsFu/my-adhd-caveman A skill for your coding agent. Stops it from burying the answer in preamble. Numbered step 2 Claude Code, Codex, Gemini CLI, OpenCode 2 631 tok
bhumitschaudhry/Slopnought A multi-agent maintainability skill that ensures AI-generated code stands strong for centu 2 Claude Code, Codex, Gemini CLI, OpenCode 3 679 tok
supportersimulator/3-surgeons Multi-model consensus system — 3 LLMs cross-examine each other to catch blind spots on cri 2 Gemini CLI 1 1,037 tok
Banyango/scalpel Writing code might be dead. Understanding it is not. - An AI skill for surgical planning 2 Claude Code, Codex, Gemini CLI, OpenCode 3 306 tok
felipecabargas/gambit PM skills and workflow agents for Claude/Gemini — research to roadmap, sprint to stakehold 2 Claude Code, Gemini CLI 2 1,495 tok
sausi-7/carousels sausi-7.github.io Turn a topic into an Instagram/LinkedIn carousel — animated 1080×1350 video or static slid 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,642 tok
designservice/lazy-english-reader.skill Turn English books into Chinese translations with one click + Obsidian chapter study notes 2 Codex, Gemini CLI, OpenCode 2 172 tok
Tranquility2/quizzing Front-load an AI agent's clarifying questions into one capped, paginated web form so your 2 Gemini CLI 1 144 tok
edwardxckf/humanizer-ms Remove signs of AI-generated writing from Malay (Bahasa Melayu) text. Agent skill for Clau 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,412 tok
cote-star/agent-context Navigation contract for AI coding agents in large repos. Templates, validation scripts, an 2 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 342 tok
ShiftinBits/constellation-claude docs.constellationdev.io Codebase Understanding for Claude Code 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,457 tok
tk-wxy/apc.md A markdown-based memory system for AI agents — stop re-explaining and re-debugging across 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 644 tok
gsmlg-app/flutter-app-template Flutter Application Template for AI coder 2 Claude Code, Codex, Gemini CLI, OpenCode 3 4,874 tok
tony/skills Language-agnostic AI workflow plugins for Claude Code and Codex. Every workflow is a skill 2 Claude Code, Codex, Gemini CLI, OpenCode 3 7,013 tok
zarubinvibe/mnemazine Local-first memory and knowledge ingestion for coding agents, with auditable archives, ret 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 11 1,018 tok