Fastest-Growing MCP Servers
Growth data is still being collected (it needs ~7 days of snapshots). Until then, this list falls back to overall popularity: Filesystem MCP, Google Drive MCP, and Context7.
MCP servers gaining GitHub stars the fastest over the last 7 days. Growth needs at least a week of metric history.
| # | Server | Growth (7d) | Stars | Forks | Last commit | License | Best for |
|---|---|---|---|---|---|---|---|
| 1 | Filesystem MCP Files & Storage | — | 90.2K | 11.6K | Sep 3, 2026 | MIT | Read and write local files |
| 2 | Google Drive MCP Files & Storage | — | 90.2K | 11.6K | Sep 3, 2026 | MIT | Search Google Drive |
| 3 | Context7 Developer Tools | — | 61.8K | 3K | Sep 7, 2026 | MIT | Fetch current library documentation |
| 4 | GitHub MCP Server Developer Tools | — | 32.8K | 4.9K | Sep 7, 2026 | MIT | Search and read repository code |
| 5 | Playwright MCP Browser Automation | — | 36.9K | 3.1K | Sep 4, 2026 | Apache-2.0 | Automate browser navigation |
| 6 | Agent Skills Search Server Search & Retrieval | — | 25.1K | 1.9K | Aug 9, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 7 | AWS MCP Servers Cloud & Infrastructure | — | 9.7K | 1.7K | Sep 5, 2026 | Apache-2.0 | Query AWS documentation |
| 8 | MCP Registry Server Developer Tools | — | 7.2K | 980 | Sep 5, 2026 | — | connecting AI assistants to external tools |
| 9 | Firecrawl MCP Web Scraping & Crawling | — | 7.4K | 880 | Sep 8, 2026 | MIT | Crawl and scrape websites |
| 10 | Atlassian MCP Productivity & Docs | — | 5.9K | 1.3K | Sep 5, 2026 | MIT | Search and update Jira issues |
| 11 | strata Developer Tools | — | 5.8K | 556 | Jun 1, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 12 | apify-mcp-server Web Scraping & Crawling | — | 6.3K | 253 | Sep 8, 2026 | MIT | connecting AI assistants to external tools |
| 13 | Apify Actors MCP Web Scraping & Crawling | — | 6.3K | 253 | Sep 8, 2026 | MIT | Run prebuilt web scrapers |
| 14 | Notion MCP Productivity & Docs | — | 4.6K | 625 | Jul 25, 2026 | MIT | Search Notion workspaces |
| 15 | Exa MCP Search & Retrieval | — | 5K | 384 | Aug 21, 2026 | MIT | Run real-time web search |
| 16 | Cloudflare MCP Cloud & Infrastructure | — | 4.2K | 507 | Sep 1, 2026 | Apache-2.0 | Manage Workers and deployments |
| 17 | Grafana MCP Monitoring & Observability | — | 3.4K | 439 | Sep 7, 2026 | Apache-2.0 | Query dashboards and panels |
| 18 | Browserbase MCP Browser Automation | — | 3.4K | 366 | Jul 20, 2026 | Apache-2.0 | Run headless cloud browsers |
| 19 | Supabase MCP Databases | — | 2.9K | 402 | Sep 8, 2026 | Apache-2.0 | Run SQL queries safely |
| 20 | Stripe Agent Toolkit Payments | — | 1.8K | 336 | Sep 3, 2026 | MIT | Create payment links |
| 21 | Figma MCP Server Developer Tools | — | 2K | 178 | Sep 7, 2026 | — | connecting AI assistants to external tools |
| 22 | BoostedTravel Search & Retrieval | — | 2K | 132 | Sep 6, 2026 | — | connecting AI assistants to external tools |
| 23 | brave Search & Retrieval | — | 1.4K | 201 | Sep 7, 2026 | MIT | connecting AI assistants to external tools |
| 24 | ArcadeDB MCP Server Databases | — | 1.1K | 138 | Sep 8, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 25 | atlassian-mcp-server Developer Tools | — | 1K | 128 | Sep 3, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 26 | Sentry MCP Monitoring & Observability | — | 845 | 143 | Sep 4, 2026 | MIT | Investigate production errors |
| 27 | ref-tools-ref-tools-mcp Developer Tools | — | 1.2K | 68 | Jun 26, 2026 | MIT | connecting AI assistants to external tools |
| 28 | QueryWeaver Databases | — | 1.1K | 134 | Sep 7, 2026 | AGPL-3.0 | connecting AI assistants to external tools |
| 29 | ChiR24-unreal_mcp Developer Tools | — | 859 | 160 | Sep 6, 2026 | MIT | connecting AI assistants to external tools |
| 30 | gk-cli Files & Storage | — | 455 | 356 | Aug 31, 2026 | — | connecting AI assistants to external tools |
| 31 | Redis MCP Databases | — | 617 | 110 | Sep 2, 2026 | MIT | Read and write Redis keys |
| 32 | hustcc-mcp-mermaid Developer Tools | — | 631 | 57 | May 15, 2026 | MIT | connecting AI assistants to external tools |
| 33 | docfork-mcp Developer Tools | — | 488 | 38 | Jun 13, 2026 | MIT | connecting AI assistants to external tools |
| 34 | docfork-mcp Developer Tools | — | 488 | 38 | Jun 13, 2026 | MIT | connecting AI assistants to external tools |
| 35 | Anki MCP Server Productivity & Docs | — | 471 | 34 | Sep 4, 2026 | MIT | connecting AI assistants to external tools |
| 36 | packmind Developer Tools | — | 309 | 18 | Sep 8, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 37 | zwldarren-akshare-one-mcp Developer Tools | — | 227 | 51 | Mar 14, 2026 | MIT | connecting AI assistants to external tools |
| 38 | Auth0 MCP Server Monitoring & Observability | — | 118 | 47 | Aug 28, 2026 | MIT | connecting AI assistants to external tools |
| 39 | jjlabsio-korea-stock-mcp Search & Retrieval | — | 175 | 39 | Sep 7, 2026 | ISC | connecting AI assistants to external tools |
| 40 | adeu Developer Tools | — | 155 | 22 | Sep 7, 2026 | MIT | connecting AI assistants to external tools |
| 41 | hypertool-mcp Developer Tools | — | 158 | 18 | Oct 21, 2025 | — | connecting AI assistants to external tools |
| 42 | pinkpixel-dev-web-scout-mcp Web Scraping & Crawling | — | 132 | 16 | Jul 21, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 43 | oxylabs-oxylabs-mcp Web Scraping & Crawling | — | 104 | 25 | Sep 7, 2026 | MIT | connecting AI assistants to external tools |
| 44 | docs-mcp Developer Tools | — | 119 | 13 | Sep 6, 2026 | — | connecting AI assistants to external tools |
| 45 | ScrapeGraphAI-scrapegraph-mcp Web Scraping & Crawling | — | 107 | 29 | Jul 17, 2026 | MIT | connecting AI assistants to external tools |
| 46 | infranodus-mcp-server-infranodus Developer Tools | — | 102 | 28 | Aug 30, 2026 | MIT | connecting AI assistants to external tools |
| 47 | apple-rag-mcp Search & Retrieval | — | 117 | 8 | Sep 8, 2026 | MIT | connecting AI assistants to external tools |
| 48 | Glean Remote MCP Server Developer Tools | — | 165 | 2 | Apr 17, 2026 | MIT | connecting AI assistants to external tools |
| 49 | ads Developer Tools | — | 89 | 16 | Sep 7, 2026 | MIT | connecting AI assistants to external tools |
| 50 | yuna0x0-anilist-mcp Search & Retrieval | — | 86 | 16 | Jul 13, 2026 | MIT | connecting AI assistants to external tools |
Frequently asked questions
What are the fastest-growing mcp servers?
MCP servers gaining GitHub stars the fastest over the last 7 days. Growth needs at least a week of metric history. Growth data is still being collected (it needs ~7 days of snapshots). Until then, this list falls back to overall popularity: Filesystem MCP, Google Drive MCP, and Context7.
How is the "Fastest-Growing MCP Servers" ranking calculated?
Servers are ranked by their GitHub star growth over the last 7 days, computed from daily metric snapshots; servers without 7 days of history score zero growth.
How often is this ranking updated?
GitHub metrics are refreshed from the public GitHub API and scores are recalculated on each data run; every page shows its last updated date.
Which MCP server is #1 in the fastest-growing mcp servers?
Filesystem MCP currently ranks first. Filesystem MCP is an MCP server that helps AI assistants read, write, and search files in allowed local directories.
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