How real projects configure their agents

3,719 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
Nikel-san/AtlMCPforDC 0 Codex, GitHub Copilot, OpenCode 2 2,276 tok
nathaniel-gordon/memcurve Temporal memory for AI assistants using the Ebbinghaus forgetting curve with MCP server in 0 GitHub Copilot 5 19,900 tok
H1er0/Azure-Files-MCP 0 GitHub Copilot 1 87 tok
sberlo9/connectwise-manage-mcp-1 0 GitHub Copilot 1 857 tok
sberlo9/connectwise-manage-mcp 0 GitHub Copilot 1 857 tok
Gyanprakash136/NextsageAI nextsageai.vercel.app Enterprise-grade, human-reviewed network troubleshooting assistant for Cisco labs powered 0 GitHub Copilot 1 116 tok
sugunagottipati/GoogMcpServer 0 GitHub Copilot 1 78 tok
CoReason-AI/coreason-mcp-registry A community driven registry service for Model Context Protocol (MCP) servers. 0 Claude Code, GitHub Copilot 2 277 tok
shabiokscode/appraisal-tracker-mcp 0 GitHub Copilot 1 524 tok
GFB2026/mcp-oauth-connect check.gfbytes.com Diagnose MCP OAuth so Claude / Cursor / Grok Connectors actually connect — free checker 0 GitHub Copilot 1 297 tok
benseverndev-oss/goldenpipe [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,031 tok
gabrielmahia/remit-mcp pypi.org MCP server for Kenya remittance — corridor rates, KYC, recipient options, diaspora investm 0 Codex, GitHub Copilot, OpenCode 2 1,117 tok
gabrielmahia/kra-mcp pypi.org MCP server for Kenya Revenue Authority — PAYE calculator, VAT guide, PIN registration, tax 0 Codex, GitHub Copilot, OpenCode 2 1,179 tok
gabrielmahia/fomu-mcp pypi.org Kenya civic form agent MCP — checklists, draft letters, requirements check, eCitizen guide 0 Codex, GitHub Copilot, OpenCode 2 1,140 tok
gabrielmahia/bima-mcp pypi.org MCP server for Kenya insurance — NHIF coverage, parametric crop risk, microinsurance compa 0 Codex, GitHub Copilot, OpenCode 2 1,141 tok
launch-it-labs/log-reducer VS Code extension that reduces log files for AI consumption 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 613 tok
mako10k/mcp-integrated-search-server Integrated Search MCP Server - Google Custom Search + Redmine API integration for AI assis 0 GitHub Copilot 1 5,222 tok
huberp/mcp-oauth-mcpserver-blueprint A blueprint for a OAuth-enabled MCP server. 0 GitHub Copilot 1 3,240 tok
ASISaga/linkedin.asisaga.com Through this LinkedIn MCP server, AI assistants like Claude can connect to LinkedIn using 0 Claude Code, GitHub Copilot 18 6,726 tok
RorroRojas3/awesome-claude-copilot Agents, skills, instructions, and Mcps repository for both Claude Code and GitHub Copilot 0 Claude Code, GitHub Copilot 34 9,741 tok
JimmyPaolini/codebase Jimmy's codebase 0 Claude Code, Codex, GitHub Copilot, OpenCode 9 19,878 tok
Snovak99/personal-mcp 0 GitHub Copilot 1 227 tok
bobby169/mcp-server-weather mcp-server-weather 0 GitHub Copilot 1 100 tok
fovi-llc/radicle-mcp MCP Server for radicle.xyz decentralized git-based PR and issues 0 GitHub Copilot 1 375 tok
nieperdragon/custom_mcp MCP Server with custom tools using the the playwright mcp 0 GitHub Copilot 1 261 tok
jimthompson5802/mcp_testlab Sandbox to test Model Context Protocol (MCP) servers and client 0 GitHub Copilot 1 785 tok
peadams21/Google-Calendar-MCP-Server A Model Context Protocol (MCP) server that provides comprehensive Google Calendar integrat 0 GitHub Copilot 1 373 tok
Jake-loranger/algorand-mcp-server 0 GitHub Copilot 1 638 tok
fean-developer/mcp-databases 0 GitHub Copilot 1 465 tok
akshat12000/FileSystem-MCPServer My First MCP server, this for learning about MCP server 0 GitHub Copilot 1 235 tok
PSYGER02/mcpserver 0 GitHub Copilot 1 331 tok
jbuchan/accessibility-mcp-server 0 GitHub Copilot 1 585 tok
jerkovicl/flights-mcp 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
PranavMishra28/gmail-mcp 0 GitHub Copilot 1 511 tok
moonlitknight/mcp1template a clone of the mcp typescript template 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
andresfrei/mcp-google-drive-server 0 GitHub Copilot 1 —
magemaclean/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent 0 Codex, GitHub Copilot, OpenCode 2 1,098 tok
vijitdaroch/Financial-Modeling-Prep-MCP-Server A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI ass 0 GitHub Copilot 1 1,431 tok
cfocoder/Financial-Modeling-Prep-MCP-Server A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI ass 0 GitHub Copilot 1 1,431 tok
vic3custodio/mcp_test_2 0 GitHub Copilot 1 764 tok
BrayanTM/mcp-basico MCP Server con Python 0 GitHub Copilot 1 752 tok
LinhDangOpti/mcpserver An MCP server that connects to Azure DevOps to fetch and process work items easily. 0 GitHub Copilot 1 342 tok
VIGNESH-2232005/mcp 0 GitHub Copilot 1 88 tok
sam2332/mcp-server-generate-placeholder 0 GitHub Copilot 1 351 tok
astra-bright/mcp_xpp Experimental MCP server for Dynamics 365 F&O X++ development. Provides object creation, mo 0 GitHub Copilot 1 119 tok
siddjoshi/kube-MCP 0 GitHub Copilot 1 1,471 tok
Mars23003/OnCallRunbookMCPServer 0 GitHub Copilot 1 194 tok
wbind-core/termpipe-mcp Intelligent system automation for AI assistants. Production-ready MCP server providing ter 0 GitHub Copilot, Kiro 9 9,532 tok
AriaScarlet132/sandbox_mcp 0 GitHub Copilot 1 122 tok
stalcup-dev/tl-dps-mcp tl-dps-mcp: Offline, contract-first DPS analyzer for Throne & Liberty. Parses combat log t 0 GitHub Copilot 1 973 tok