How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
foxj77/mcp-memory-server Persistent shared knowledge graph memory for AI agents via MCP — built for kagent, compati 2 Claude Code, Codex, OpenCode 2 1,562 tok
zircote/json-lsp Claude Code plugin for JSON development with vscode-json-languageserver and schema validat 2 Claude Code 1 201 tok
turfptax/cortex-core Cortex Core: Pi-side memory + overseer plugin. Local-first wearable AI memory: notes, sess 2 Claude Code 1 2,992 tok
RFingAdam/mcp-rs-cmw500 MCP server for Rohde & Schwarz CMW500 radio communication tester 2 Claude Code 1 1,634 tok
stackmemoryai/stackmemory Stack memory for context between claude code sessions 2 Claude Code 13 2,916 tok
CartapenaBark/DotNetAnalyzer 93 MCP tools for .NET code analysis, refactoring, security scanning & architecture checkin 2 Claude Code 1 584 tok
meitalbensinai/rate-limit-monitor Claude Code plugin: statusline usage meter + a prompt-submit guard that stops you from bur 2 Claude Code, Codex, OpenCode 1 428 tok
danilods/matilha-skills You lead. Agents hunt. Cognitive + methodological harness for AI-assisted software — 139 s 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,563 tok
msshives-gif/claude-plugins claude context tools — a Claude Code plugin marketplace: subagent context reporting, cross 2 Claude Code, Codex, OpenCode 2 383 tok
punt-labs/biff Team (human+agent) coordination and communication that works across git-repositories and h 2 Claude Code, Codex, OpenCode 3 8,016 tok
amusleh-spotware-com/terse-sharp nuget.org Roslyn for your coding agent — 88 MCP tools, 10–30× fewer tokens. Stops reading whole C# f 2 Claude Code 5 18,031 tok
philipnee/mvmt security layer between your data and agent! 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 805 tok
SkS-Other/ocserv-admin-mcp It is not a bot, chat runtime, or general agent framework. It provides a constrained local 2 Claude Code, Codex, OpenCode 20 1,724 tok
Cratis/VerticalSlices 2 Claude Code, Codex, GitHub Copilot, OpenCode 75 12 tok
subhangadirli/kagi-translate-mcp npmjs.com Model Context Protocol (MCP) server for Kagi Translate. 2 Claude Code, Codex, OpenCode 2 1,361 tok
alemdarlabs/sage-unreal-mcp npmjs.com MCP server and Unreal Editor bridge for AI-assisted Unreal Engine inspection, automation, 2 Claude Code, Codex, OpenCode 16 2,309 tok
antonio-mello-ai/mcp-google MCP server for google 2 Claude Code, Codex, Gemini CLI, OpenCode 3 336 tok
nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data 2 Claude Code, Codex, OpenCode 2 425 tok
aostock/financial-data chat.aostock.com A FastAPI-based financial data service that provides comprehensive stock market informatio 2 Claude Code 1 495 tok
sandraschi/xkcd-mcp MCP server plus mini webapp for showing xkcd comics. uses official api 2 Claude Code, Codex, Cursor, OpenCode 3 636 tok
carmentacollective/carmenta carmenta.ai A heart-centered AI for creating at the speed of thought 2 Claude Code, Codex, OpenCode 25 950 tok
kamiazya/scopes Scopes is a next-generation local-first task and project management tool designed for symb 2 Claude Code, GitHub Copilot 51 5,385 tok
harikrishna8121999/email-design-mcp npmjs.com Design and generate responsive email templates with AI. MCP server for Claude, Cursor & V 2 Claude Code 1 745 tok
enkhbold470/zangia-mcp-ai npmjs.com Live job search on zangia.mn, ATS CV matching, and salary benchmarks — MCP server (npx -y 2 Claude Code, Codex 2 1,780 tok
cel-expr/skills cel.dev CEL Skills for authoring, testing, and debugging 2 Claude Code, Gemini CLI 2 917 tok
am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod 2 Claude Code, Codex, GitHub Copilot, OpenCode 8 4,961 tok
RikaiDev/yomi rikaidev.github.io Personal LINE MCP server for Claude and local AI agents. Read, reply, send images, and sea 2 Claude Code 2
innomon/yzma-duckdb-rag A Retrieval-Augmented Generation (RAG) system implemented in Go 2 Claude Code, Codex 1
berrydev-ai/super-mcp-server A Lambda-deployable MCP server with embedded SuperDB for data querying. 2 Claude Code 1 1,183 tok
beingmartinbmc/jambavan npmjs.com Local-first MCP server that gives any coding agent a persistent memory of your repo: AST c 2 Claude Code, Codex, OpenCode 2 3,396 tok
comcpwork/mcp MCP servers for MySQL, Redis, SQLite, and ClickHouse 2 Claude Code 1 1,393 tok
SohrabZ/x-browser-mcp Read and post to X from your own logged-in browser session, exposed to local AI agents ove 2 Claude Code, Codex, OpenCode 2 1,760 tok
pleasedodisturb/web-agent-comparison Reproducible 8-dimension benchmark of 7 browser-automation MCP servers (Playwright, Lightp 2 Claude Code 1 1,682 tok
iwo-szapar/second-brain-health-check iwoszapar.com Your Claude Code setup has 45 things that could be better. This finds them in 2 seconds. 2 Claude Code 1
Knuckles-Team/searxng-mcp Searxng MCP Server 2 Claude Code, Codex, OpenCode 2 3,920 tok
aicayzer/bigquery-mcp aicayzer.github.io A Model Context Protocol (MCP) server for secure BigQuery access across multiple Google Cl 2 Claude Code 1 870 tok
jordnlvr/MendixToolkit Mendix-aware Claude Code overlay: agent army v1 (mendix-doer + 4 reviewers + researcher), 2 Claude Code 8
G1ngercy/SafeFlo Local MCP server giving Claude Code persistent agent memory: hybrid FTS5 + vector search, 2 Claude Code 1 857 tok
ImpactMojo/ImpactMojo impactmojo.in Free, open-source development education for South Asia — flagship & foundational courses, 2 Claude Code 40 934 tok
hexxla/mcp-ratchet Go package for enforcing tool call order in MCP servers. Token-based dependency system wit 2 Claude Code, Codex, OpenCode, Windsurf 17 1,910 tok
sfaustodev/Mycorrhiza-MCP Persistent memory MCP server (SHA-256 hash chain, local SQLite) — gives your AI the power 2 Claude Code 1 924 tok
connyay/starlark-mcp starlark + mcp = fun 2 Claude Code 1
pinnedai/pinnedai pinnedai.dev Permanent guardrails for AI-coded apps 2 Claude Code 1 8,441 tok
reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS 2 Claude Code, Codex, OpenCode 2 799 tok
KingingWang/news-mcp Get news from an RSS source and serve as an MCP server. 2 Claude Code 1 953 tok
shawn-durrani/spendglass Your bank transactions on your own machine, readable by your local AI agents — and by noth 2 Claude Code 1 492 tok
itallstartedwithaidea/claude-googleadsagent ahmeego.com Google Ads Agent — Buddy. The most comprehensive Google Ads + advertising plugin for Claud 2 Claude Code, Codex, OpenCode 2 1,597 tok
asl4/amazon-sorftime-research-MCP-skill Analyze Amazon listings and categories using Sorftime MCP to deliver detailed competitor i 2 Claude Code 1 2,133 tok
AstyanM/mcp-data-science MCP server that gives an LLM 48 tools to perform complete CSV data cleaning and preprocess 2 Claude Code 1 1,226 tok
THeK3nger/calibre-mcp Calibre MCP server that can interact with your Calibre Library via the Content Server 2 Claude Code 1 556 tok