Category leaderboards

The most-adopted MCP servers in each space, ranked by the distinct public repositories observed wiring them up. Categories are derived from each server’s name and description.

Version control

All 3 →

Git hosts and code-collaboration servers.

  1. 1npm@modelcontextprotocol/server-github426 repos
  2. 2pypigit+https://github.com/oraios/serena124 repos
  3. 3ocighcr.io/github/github-mcp-server93 repos

AI & vector stores

All 1 →

Model providers, embeddings, and vector databases.

  1. 1npmfirecrawl-mcp95 repos

Databases

All 6 →

Relational, document, and key-value data stores.

  1. 1remotehttps://mcp.supabase.com180 repos
  2. 2npm@supabase/mcp-server-supabase168 repos
  3. 3npm@modelcontextprotocol/server-postgres140 repos
  4. 4remotehttps://mcp.clickhouse.cloud37 repos
  5. 5npm@modelcontextprotocol/server-sqlite34 repos

Browser & scraping

All 8 →

Headless browsers, automation, and web scraping.

  1. 1npm@playwright/mcp475 repos
  2. 2npmchrome-devtools-mcp197 repos
  3. 3npm@modelcontextprotocol/server-puppeteer124 repos
  4. 4npm@executeautomation/playwright-mcp-server63 repos
  5. 5npm@browsermcp/mcp27 repos

Search & retrieval

All 5 →

Web search, retrieval, and answer engines.

  1. 1npm@modelcontextprotocol/server-brave-search116 repos
  2. 2npmexa-mcp-server48 repos
  3. 3npmtavily-mcp42 repos
  4. 4remotehttps://mcp.exa.ai25 repos
  5. 5npmconfluence-mcp-server20 repos

Filesystem & files

All 3 →

Local files, directories, and document access.

  1. 1npm@modelcontextprotocol/server-filesystem544 repos
  2. 2npmtsx41 repos
  3. 3pypimcp-server-filesystem24 repos

Communication

All 2 →

Chat, email, and messaging platforms.

  1. 1npm@modelcontextprotocol/server-slack46 repos
  2. 2remotehttps://mcp.slack.com25 repos

Cloud & DevOps

All 12 →

Cloud providers, containers, and infrastructure.

  1. 1pypiawslabs.aws-documentation-mcp-server99 repos
  2. 2remotehttps://mcp.vercel.com72 repos
  3. 3remotehttps://docs.mcp.cloudflare.com49 repos
  4. 4remotehttps://bindings.mcp.cloudflare.com42 repos
  5. 5remotehttps://observability.mcp.cloudflare.com41 repos

Productivity & PM

All 3 →

Docs, project management, and team tools.

  1. 1npm@notionhq/notion-mcp-server49 repos
  2. 2remotehttps://mcp.notion.com37 repos
  3. 3remotehttps://mcp.linear.app33 repos

Monitoring & observability

All 2 →

Errors, metrics, logs, and dashboards.

  1. 1remotehttps://mcp.sentry.dev25 repos
  2. 2npm@sentry/mcp-server16 repos

Payments & commerce

All 1 →

Payments, billing, and storefronts.

  1. 1npm@stripe/mcp16 repos

Maps & weather

All 1 →

Geolocation, maps, and weather data.

  1. 1npm@amap/amap-maps-mcp-server18 repos

Everything else

All 53 →

Servers that don't fall into a named category yet.

  1. 1npm@upstash/context7-mcp632 repos
  2. 2npm@modelcontextprotocol/server-sequential-thinking441 repos
  3. 3npm@modelcontextprotocol/server-memory314 repos
  4. 4pypimcp-server-fetch239 repos
  5. 5npmmcp-remote221 repos