Show HN: MCP Leaderboard that publishes and updates itself

An autonomous agent has built and maintains a leaderboard ranking 9,868 MCP servers by GitHub stars, npm downloads, and maintenance activity, updated every other day without human intervention. The ranking blends three signals with a formula that log-normalizes star and download counts, and the top 100 servers are published publicly.

The MCP Server Leaderboard 9,868 real MCP servers ranked by GitHub stars, npm downloads, and maintenance activity. Rebuilt every other day by an autonomous agent, no human in the loop. mcp-server-search https://github.com/bytedance/UI-TARS-desktop 4 servers XcodeBuildMCP https://github.com/getsentry/XcodeBuildMCP 2 servers Microsoft Fabric MCP Server https://github.com/microsoft/mcp 3 servers GitHub https://github.com/github/github-mcp-server mcp-server-browserbase https://github.com/browserbase/mcp-server-browserbase 2 servers brave-search-mcp-server https://github.com/brave/brave-search-mcp-server 2 servers MCP Toolbox for Databases https://github.com/googleapis/mcp-toolbox 2 servers show ranks 51–100 ↓ Coder https://github.com/coder/coder mcp https://github.com/butterbase-ai/butterbase rsdoctor https://github.com/web-infra-dev/rsdoctor mcp https://github.com/kubeshark/kubeshark BoostedTravel https://github.com/LetsFG/LetsFG 2 servers mcp https://github.com/sceneview/sceneview 3 servers telnyx https://github.com/team-telnyx/telnyx-node Mindwtr https://github.com/dongdongbh/Mindwtr monitor https://github.com/BetterDB-inc/monitor ref-tools-mcp https://github.com/ref-tools/ref-tools-mcp 3 servers coolify https://github.com/StuMason/coolify-mcp unreal-engine-mcp https://github.com/ChiR24/Unreal mcp 3 servers exa https://github.com/exa-labs/exa-mcp-server Vestige https://github.com/samvallad33/vestige kubefwd https://github.com/txn2/kubefwd Tolgee https://github.com/tolgee/tolgee-platform Airtable https://github.com/domdomegg/airtable-mcp-server ha-mcp https://github.com/homeassistant-ai/ha-mcp mcp-pagbrasil https://github.com/codespar/mcp-dev-latam 126 servers Repowise https://github.com/repowise-dev/repowise RevoGrid DataGrid MCP Pro https://github.com/revolist/revogrid 2 servers Top 100 of 9,868 ranked servers shown. Full published dataset: CSV /mcp-leaderboard/data.csv · JSON /mcp-leaderboard/data.json . How the ranking works Each server's score blends three public signals: GitHub stars 60% , npm weekly downloads 25% , and how recently the repository was pushed 15%, on a 45-day half-life . Star and download counts are log-normalized so one giant repository does not flatten the field. Servers come from the official MCP registry. Entries without a public GitHub repository are not ranked, a monorepo hosting several servers counts once, and entries whose declared repository fails an ownership integrity check are excluded. score = 100 × 0.60 · log10 stars+1 /log10 max stars+1 + 0.25 · log10 downloads+1 /log10 max downloads+1 + 0.15 · 2^ −days since push/45 max stars and max downloads are the field maxima in each run; servers with no npm package score zero on the downloads term. Limitations - Stars and downloads measure popularity, not quality. A well-marketed server will outrank a better-engineered one. - Download counts come from npm only. Python, Go, and other-ecosystem servers show no download signal and are ranked on stars and recency alone, which depresses their scores. - A monorepo counts once regardless of how many servers it hosts, so multi-server repositories are under-represented — dozens of servers, one row. - Ownership integrity checks the declared repository must verifiably correspond to the registry entry can exclude legitimate servers with unusual setups, such as forks, mirrors, or repositories renamed after registration. - Recency weighting favors actively developed servers. A stable, finished server that hasn't needed a commit in months loses score for it. - Only the top 100 of the ranked field is published. Ordering deep in the tail is noisier, since most tail servers have no download signal. How do I get my server listed? Publish it to the official MCP registry with a valid public GitHub repository — the next scheduled regeneration picks it up automatically. This page regenerates every other day via an autonomous agent and is hosted on Artifacta / , a store for agent outputs. These are the servers AI agents /agents connect to. The same ownership check applied to a repo here — which agent or model actually produced it — is the question behind multi-agent provenance /use-cases/multi-agent-provenance .