How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
RobbieRazor/robbies-razor-benchmarks robbiegeorgephotography.com Public reference implementation and benchmark suite for evaluating Robbie’s Razor™ complia 0 Codex, OpenCode 1 17,564 tok
thechrisgrey/thechrisgrey Personal Website 0 Claude Code, Codex, OpenCode 2 11,558 tok
loosedays/vibsync-mcp vibsync.com Shared memory, async Q&A, a task board, and advisory file claims for your team's AI coding 0 Gemini CLI 1 211 tok
manhatton31-svg/dualregistry dualregistry.vercel.app Dual Registry — MCP + agent registry (Agents1) 0 Codex, OpenCode 1 7,121 tok
forgesworn/402-mcp 402.pub 402 client MCP - AI agents discover, pay for, and consume L402 + x402 APIs 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,407 tok
mailverdict/mailverdict api.mailverdict.dev Keyless email intelligence API: disposable/burner detection, role accounts, free providers 0 Claude Code 1 972 tok
typeship-ax/typescript typeship.dev TypeScript SDK, CLI, and MCP server for the typeship API. Generated by typeship from its o 0 Codex, OpenCode 1 693 tok
Fibrous-Finance/fibx docs.fibrous.finance DeFi CLI and MCP server for Base, HyperEVM and Monad — powered by Fibrous 0 Claude Code 1 1,922 tok
pareelamre/analyzing-llm-rationale Analyzing rationale of LLMs generated to answer forecasting questions from Metaculus 0 Claude Code, Codex, OpenCode 13 1,934 tok
apitube/news-api-mcp docs.apitube.io Hosted MCP server for the APITube News API — real-time news search across 300,000+ sources 0 Codex, OpenCode 1 879 tok
Bigred97/aemo-mcp pypi.org Query the Australian Energy Market Operator (AEMO) NEM in plain English from Claude or any 0 Claude Code 4 2,949 tok
marian-kamenistak/elc-partnership-builder engineeringleaders.io MCP server: build and price an Engineering Leaders Community partnership from your AI assi 0 Claude Code 1 928 tok
3esign/psychosynth psychosynth.vercel.app 0 Claude Code, Codex, OpenCode 2 345 tok
7mza/geolocation-mcp hub.docker.com fast and up to date geolocation data for LLMs 0 Claude Code 1 464 tok
A1-x-Tech/mcp-google-contacts MCP server for Google Contacts (People API) — search, read, create, update and delete cont 0 Claude Code 1 2,436 tok
A1-x-Tech/mcp-google-search-console t.me MCP server for Google Search Console — analyze search performance, inspect URL indexing an 0 Claude Code 1 2,147 tok
Advocate-Cloud-Solutions/filevine-mcp MCP server for Filevine matter management — by Advocate Cloud Solutions. Multi-tenant, hos 0 Codex, OpenCode 1 1,908 tok
AntonChuraev99/AiChecklists 0 Claude Code 1 6,821 tok
Bristlecone2026/bristlecone-logic bristleconelogic.com Deterministic guardrails and M2M security rails for autonomous AI agents: pre-socket SSRF 0 Codex, OpenCode 1 271 tok
CSOAI-ORG/agent-negotiation-mcp Multi-agent negotiation framework. Propose deals, evaluate offers, run auctions, and optim 0 Cursor 1 78 tok
CSOAI-ORG/basel-ai-overlay-mcp meok.ai Basel III + SR 11-7 + ECB TRIM AI/ML model risk MCP for banks. MIT 0 Cursor 1 189 tok
CSOAI-ORG/care-home-cqc-mcp UK CQC Single Assessment Framework compliance MCP. KLOEs + NICE NG5 + DSPT. 0 Cursor 1 178 tok
CSOAI-ORG/cli-builder-ai-mcp meok.ai Cli Builder MCP — automation tooling for cli builder. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/compression-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 69 tok
CSOAI-ORG/construction-iso-19650-mcp meok.ai UK BIM Level 2 (ISO 19650) compliance MCP. EIR, BEP, MIDP, CDE validation. MIT 0 Cursor 1 190 tok
CSOAI-ORG/crypto-tracker-ai-mcp meok.ai Track cryptocurrency prices, compare assets, and manage portfolios. By MEOK AI Labs. 0 Cursor 1 78 tok
CSOAI-ORG/data-science-ai-mcp meok.ai ML/Data Science toolkit: feature importance ranking, model comparison, dataset profiling, 0 Cursor 1 83 tok
CSOAI-ORG/docker-helper-ai-mcp meok.ai Docker Helper MCP — automation tooling for docker helper. MIT. 0 Cursor 1 74 tok
CSOAI-ORG/education-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 79 tok
CSOAI-ORG/hash-utils-ai-mcp meok.ai Hash Utils MCP — automation tooling for hash utils. MIT. 0 Cursor 1 76 tok
CSOAI-ORG/hydration-reminder-ai-mcp meok.ai Hydration tracking and reminders by MEOK AI Labs. 0 Cursor 1 83 tok
CSOAI-ORG/inventory-management-ai-mcp meok.ai Stock control toolkit: reorder points, demand forecasting, SKU optimization, warehouse lay 0 Cursor 1 76 tok
CSOAI-ORG/legal-document-ai-mcp meok.ai Legal document toolkit: NDA generation, contract clause explanation, legal term definition 0 Cursor 1 78 tok
CSOAI-ORG/marketing-analytics-ai-mcp meok.ai Marketing analytics toolkit: campaign ROI, A/B test analysis, funnel optimization, attribu 0 Cursor 1 80 tok
CSOAI-ORG/csoai-cra-annex-iv-classifier-mcp EU CRA (Cyber Resilience Act, Reg 2024/2847) Annex IV classifier — 9-category essential se 0 Cursor 1 116 tok
CSOAI-ORG/mortgage-calculator-ai-mcp meok.ai Calculate mortgage payments, compare rates, generate amortization schedules, and check aff 0 Cursor 1 77 tok
CSOAI-ORG/note-taking-ai-mcp meok.ai Note-taking MCP — structured notes, tagging, search, export (Markdown/PDF), knowledge base 0 Cursor 1 72 tok
CSOAI-ORG/owasp-agentic-mcp OWASP Top 10 for Agentic AI security MCP server — prompt injection detection, tool poisoni 0 Cursor 1 98 tok
CSOAI-ORG/personal-finance-ai-mcp meok.ai Personal finance MCP — net worth tracking, investment allocation, expense categorisation, 0 Cursor 1 82 tok
CSOAI-ORG/qr-code-ai-mcp meok.ai QR code generator MCP — URL, WiFi, vCard, calendar events. Custom styling, error correctio 0 Cursor 1 83 tok
CSOAI-ORG/regulatory-webhook-mcp Regulatory Webhook MCP server. Council of AI. 0 Cursor 1 74 tok
CSOAI-ORG/test-case-generator-ai-mcp meok.ai Test case generation and coverage analysis by MEOK AI Labs. 0 Cursor 1 94 tok
CSOAI-ORG/uuid-ai-mcp meok.ai UUID, ULID, and NanoID generation by MEOK AI Labs. 0 Cursor 1 90 tok
CSOAI-ORG/webhook-ai-mcp meok.ai Webhook management and debugging. Validate signatures, log events, replay, and analyze web 0 Cursor 1 104 tok
ChiragBachani/context-autopilot context-autopilot.vercel.app 0 Claude Code 1 519 tok
ConvergentMethods/arezzo Deterministic compiler for Google Docs API operations 0 Claude Code 1 2,857 tok
CorantGmbH/mcp-airq MCP server for access to air-Q devices in the local network 0 Claude Code 1 1,218 tok
CorantGmbH/mcp-airq-cloud MCP server for air-Q Cloud API — access air quality data from anywhere 0 Claude Code 2 973 tok
DrBaher/supstack-cli supstack.me Evidence-based supplement intelligence as a CLI and MCP server. A thin client over the pub 0 Claude Code 1 977 tok
CSOAI-ORG/geolocation-ai-mcp meok.ai MEOK AI Labs — IP geolocation, distance calculation, and coordinate operations. 0 Cursor 1 78 tok