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 | — | 88.8K | 11.3K | Jul 10, 2026 | MIT | Read and write local files |
| 2 | Google Drive MCP Files & Storage | — | 88.8K | 11.3K | Jul 10, 2026 | MIT | Search Google Drive |
| 3 | Context7 Developer Tools | — | 59.6K | 2.9K | Jul 22, 2026 | MIT | Fetch current library documentation |
| 4 | GitHub MCP Server Developer Tools | — | 31.6K | 4.6K | Jul 22, 2026 | MIT | Search and read repository code |
| 5 | Playwright MCP Browser Automation | — | 35.4K | 3K | Jul 15, 2026 | Apache-2.0 | Automate browser navigation |
| 6 | Agent Skills Search Server Search & Retrieval | — | 23.4K | 1.6K | Jul 10, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 7 | AWS MCP Servers Cloud & Infrastructure | — | 9.5K | 1.7K | Jul 23, 2026 | Apache-2.0 | Query AWS documentation |
| 8 | MCP Registry Server Developer Tools | — | 7.1K | 907 | Jul 22, 2026 | — | connecting AI assistants to external tools |
| 9 | Firecrawl MCP Web Scraping & Crawling | — | 7K | 815 | Jul 21, 2026 | MIT | Crawl and scrape websites |
| 10 | strata Developer Tools | — | 5.8K | 546 | Jun 1, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 11 | Atlassian MCP Productivity & Docs | — | 5.6K | 1.3K | Jul 21, 2026 | MIT | Search and update Jira issues |
| 12 | Notion MCP Productivity & Docs | — | 4.5K | 604 | Jun 22, 2026 | MIT | Search Notion workspaces |
| 13 | Exa MCP Search & Retrieval | — | 4.8K | 361 | Jul 22, 2026 | MIT | Run real-time web search |
| 14 | Cloudflare MCP Cloud & Infrastructure | — | 4K | 453 | Jul 21, 2026 | Apache-2.0 | Manage Workers and deployments |
| 15 | Grafana MCP Monitoring & Observability | — | 3.3K | 405 | Jul 22, 2026 | Apache-2.0 | Query dashboards and panels |
| 16 | Browserbase MCP Browser Automation | — | 3.4K | 365 | Jul 20, 2026 | Apache-2.0 | Run headless cloud browsers |
| 17 | Supabase MCP Databases | — | 2.8K | 388 | Jul 22, 2026 | Apache-2.0 | Run SQL queries safely |
| 18 | Apify Actors MCP Web Scraping & Crawling | — | 2.2K | 197 | Jul 22, 2026 | MIT | Run prebuilt web scrapers |
| 19 | apify-mcp-server Web Scraping & Crawling | — | 2.2K | 197 | Jul 22, 2026 | MIT | connecting AI assistants to external tools |
| 20 | Stripe Agent Toolkit Payments | — | 1.7K | 311 | Jul 23, 2026 | MIT | Create payment links |
| 21 | Figma MCP Server Developer Tools | — | 1.8K | 164 | Jul 21, 2026 | — | connecting AI assistants to external tools |
| 22 | brave Search & Retrieval | — | 1.3K | 185 | Jul 21, 2026 | MIT | connecting AI assistants to external tools |
| 23 | BoostedTravel Search & Retrieval | — | 1.6K | 93 | Jul 19, 2026 | — | connecting AI assistants to external tools |
| 24 | ArcadeDB MCP Server Databases | — | 1K | 124 | Jul 23, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 25 | ref-tools-ref-tools-mcp Developer Tools | — | 1.1K | 68 | Jun 26, 2026 | MIT | connecting AI assistants to external tools |
| 26 | QueryWeaver Databases | — | 1.1K | 132 | Jul 21, 2026 | AGPL-3.0 | connecting AI assistants to external tools |
| 27 | Sentry MCP Monitoring & Observability | — | 789 | 130 | Jul 22, 2026 | MIT | Investigate production errors |
| 28 | atlassian-mcp-server Developer Tools | — | 894 | 114 | Jul 8, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 29 | ChiR24-unreal_mcp Developer Tools | — | 799 | 149 | Jul 21, 2026 | MIT | connecting AI assistants to external tools |
| 30 | gk-cli Files & Storage | — | 439 | 342 | Jul 13, 2026 | — | connecting AI assistants to external tools |
| 31 | Redis MCP Databases | — | 552 | 105 | Jul 17, 2026 | MIT | Read and write Redis keys |
| 32 | hustcc-mcp-mermaid Developer Tools | — | 612 | 55 | May 15, 2026 | MIT | connecting AI assistants to external tools |
| 33 | docfork-mcp Developer Tools | — | 489 | 36 | Jun 13, 2026 | MIT | connecting AI assistants to external tools |
| 34 | docfork-mcp Developer Tools | — | 489 | 36 | Jun 13, 2026 | MIT | connecting AI assistants to external tools |
| 35 | Anki MCP Server Productivity & Docs | — | 396 | 26 | Jul 22, 2026 | MIT | connecting AI assistants to external tools |
| 36 | packmind Developer Tools | — | 301 | 15 | Jul 23, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 37 | zwldarren-akshare-one-mcp Developer Tools | — | 214 | 47 | Mar 14, 2026 | MIT | connecting AI assistants to external tools |
| 38 | Auth0 MCP Server Monitoring & Observability | — | 112 | 45 | Jul 21, 2026 | MIT | connecting AI assistants to external tools |
| 39 | jjlabsio-korea-stock-mcp Search & Retrieval | — | 166 | 38 | Jul 22, 2026 | ISC | connecting AI assistants to external tools |
| 40 | hypertool-mcp Developer Tools | — | 154 | 18 | Oct 21, 2025 | — | connecting AI assistants to external tools |
| 41 | adeu Developer Tools | — | 130 | 18 | Jul 23, 2026 | MIT | connecting AI assistants to external tools |
| 42 | pinkpixel-dev-web-scout-mcp Web Scraping & Crawling | — | 130 | 16 | Jul 21, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 43 | apple-rag-mcp Search & Retrieval | — | 117 | 10 | Jun 30, 2026 | MIT | connecting AI assistants to external tools |
| 44 | docs-mcp Developer Tools | — | 112 | 13 | Jul 23, 2026 | — | connecting AI assistants to external tools |
| 45 | oxylabs-oxylabs-mcp Web Scraping & Crawling | — | 100 | 26 | Jun 8, 2026 | MIT | connecting AI assistants to external tools |
| 46 | infranodus-mcp-server-infranodus Developer Tools | — | 94 | 28 | Jun 15, 2026 | MIT | connecting AI assistants to external tools |
| 47 | ScrapeGraphAI-scrapegraph-mcp Web Scraping & Crawling | — | 89 | 26 | Jul 17, 2026 | MIT | connecting AI assistants to external tools |
| 48 | Glean Remote MCP Server Developer Tools | — | 164 | 1 | Apr 17, 2026 | MIT | connecting AI assistants to external tools |
| 49 | IlyaGusev-academia_mcp Search & Retrieval | — | 90 | 6 | Jan 25, 2026 | Apache-2.0 | connecting AI assistants to external tools |
| 50 | yuna0x0-anilist-mcp Search & Retrieval | — | 81 | 15 | 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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