🔌
LEADERBOARD
MCP Servers
Model Context Protocol servers that extend AI agent capabilities
120tools ranked
MCP Servers Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | Google Calendar MCP | 9.7 | 9.7 | 9.7 | 9.2 | 9.9 | 10.0 | 1,800 |
| 🥈 | Gmail MCP Server | 9.6 | 9.5 | 9.8 | 9.1 | 9.9 | 10.0 | 1,400 |
| 🥉 | WooCommerce MCP Server | 9.5 | 9.5 | 9.6 | 8.8 | 9.9 | 10.0 | 580 |
| #4 | Plaid MCP Server | 9.5 | 9.5 | 9.6 | 8.8 | 9.8 | 10.0 | 620 |
| #5 | Greenhouse MCP Server | 9.5 | 9.4 | 9.8 | 8.8 | 9.7 | 10.0 | 310 |
| #6 | Mailchimp MCP Server | 9.5 | 9.5 | 9.6 | 8.8 | 9.8 | 10.0 | 440 |
| #7 | Lever MCP Server | 9.5 | 9.3 | 9.7 | 8.9 | 9.8 | 10.0 | 260 |
| #8 | DocuSign MCP Server | 9.4 | 9.5 | 9.7 | 8.4 | 9.6 | 10.0 | 350 |
| #9 | Court Listener MCP | 9.4 | 9.4 | 9.8 | 8.3 | 9.8 | 10.0 | 240 |
| #10 | Google Ads MCP | 9.4 | 9.4 | 9.8 | 8.4 | 9.3 | 10.0 | 560 |
| #11 | Trivy MCP Server | 9.3 | 9.5 | 9.7 | 7.4 | 9.8 | 10.0 | 560 |
| #12 | Supabase MCP | 9.3 | 9.7 | 9.1 | 8.7 | 9.0 | 9.9 | 2,737 |
| #13 | Stripe MCP ServerOfficial | 9.3 | 9.2 | 9.5 | 8.8 | 9.5 | 9.3 | 1,606 |
| #14 | Cloudflare MCPOfficial | 9.3 | 9.5 | 9.4 | 8.4 | 8.9 | 9.9 | 3,858 |
| #15 | GitLab MCPOfficial | 9.2 | 9.4 | 9.4 | 8.6 | 9.0 | 9.6 | 87,217 |
| #16 | Obsidian MCP | 9.2 | 9.5 | 9.3 | 8.3 | 8.9 | 9.6 | 2,200 |
| #17 | SonarQube MCP Server | 9.2 | 9.5 | 9.8 | 6.6 | 9.6 | 10.0 | 720 |
| #18 | Shopify MCP Server | 9.2 | 9.2 | 9.3 | 8.6 | 9.0 | 9.6 | 2,400 |
| #19 | Sentry MCPOfficial | 9.1 | 9.3 | 9.4 | 8.3 | 8.9 | 9.4 | 724 |
| #20 | Neon MCPOfficial | 9.1 | 9.2 | 9.3 | 8.9 | 8.9 | 9.1 | 609 |
| #21 | Snyk MCP Server | 9.1 | 9.5 | 9.6 | 7.0 | 8.9 | 9.6 | 890 |
| #22 | Linear MCP | 9.1 | 9.2 | 9.4 | 8.4 | 8.9 | 9.0 | 344 |
| #23 | Slack MCP Server | 9.0 | 8.6 | 8.7 | 9.4 | 9.7 | 9.6 | 3,600 |
| #24 | Exa MCP ServerOfficial | 9.0 | 9.0 | 9.5 | 8.2 | 8.7 | 9.0 | 4,576 |
| #25 | Terraform MCPOfficial | 8.9 | 9.6 | 9.6 | 6.9 | 8.2 | 9.1 | 1,423 |
| #26 | Figma Context MCP | 8.9 | 9.0 | 9.1 | 8.7 | 8.7 | 8.7 | 15,101 |
| #27 | Tavily MCPOfficial | 8.9 | 8.8 | 8.9 | 8.4 | 8.9 | 9.5 | 2,101 |
| #28 | Kubernetes MCP | 8.8 | 8.8 | 8.9 | 8.2 | 8.8 | 9.5 | 1,300 |
| #29 | Atlassian MCP | 8.8 | 8.6 | 9.4 | 8.5 | 8.5 | 8.8 | 5,393 |
| #30 | BambooHR MCP Server | 8.8 | 8.6 | 9.2 | 8.6 | 9.8 | 7.5 | 190 |
| #31 | Brave Search MCPOfficial | 8.8 | 9.0 | 8.5 | 8.2 | 8.8 | 9.4 | 87,217 |
| #32 | Salesforce MCP | 8.7 | 8.8 | 8.7 | 8.5 | 8.9 | 8.6 | 1,100 |
| #33 | QuickBooks MCP Server | 8.7 | 8.6 | 9.4 | 7.8 | 9.3 | 7.5 | 280 |
| #34 | Perplexity MCP ServerOfficial | 8.6 | 8.9 | 8.6 | 8.2 | 8.8 | 8.1 | 2,304 |
| #35 | Context7Official | 8.6 | 8.2 | 8.8 | 8.3 | 8.7 | 10.0 | 57,354 |
| #36 | Puppeteer MCPOfficial | 8.6 | 8.9 | 8.8 | 6.9 | 8.8 | 9.6 | 87,217 |
| #37 | Clearbit MCP | 8.6 | 7.5 | 9.1 | 8.8 | 9.0 | 10.0 | 450 |
| #38 | GitHub MCP ServerOfficial | 8.6 | 8.3 | 9.0 | 8.1 | 8.7 | 8.8 | 30,673 |
| #39 | Docker MCP | 8.5 | 7.3 | 9.4 | 7.6 | 9.9 | 10.0 | 1,100 |
| #40 | GenAI ToolboxOfficial | 8.5 | 8.2 | 8.4 | 8.3 | 8.5 | 9.9 | 15,614 |
| #41 | HubSpot MCP | 8.5 | 8.4 | 8.2 | 8.0 | 8.8 | 9.6 | 1,400 |
| #42 | Firecrawl MCPOfficial | 8.4 | 8.8 | 9.3 | 7.1 | 7.1 | 8.7 | 6,574 |
| #43 | Browserbase MCPOfficial | 8.3 | 8.8 | 8.7 | 6.8 | 7.5 | 9.1 | 3,373 |
| #44 | SEMrush MCP Server | 8.3 | 7.7 | 9.7 | 7.4 | 8.9 | 7.5 | 320 |
| #45 | Notion MCP ServerOfficial | 8.3 | 8.0 | 8.4 | 7.9 | 8.6 | 9.1 | 4,422 |
| #46 | Amazon Seller MCP | 8.3 | 7.5 | 9.3 | 7.6 | 9.3 | 7.5 | 420 |
| #47 | LegalForce MCP Server | 8.2 | 7.6 | 9.5 | 7.0 | 9.0 | 7.5 | 180 |
| #48 | Vercel MCP | 8.1 | 6.6 | 9.7 | 8.4 | 7.0 | 10.0 | 3,200 |
| #49 | Playwright MCPOfficial | 8.0 | 8.4 | 8.8 | 6.6 | 6.3 | 9.3 | 33,911 |
| #50 | n8n MCP | 8.0 | 6.6 | 9.4 | 8.6 | 7.0 | 10.0 | 2,400 |
| #51 | OpenAI MCPOfficial | 7.8 | 6.6 | 9.8 | 6.8 | 7.0 | 10.0 | 8,500 |
| #52 | Anthropic MCPOfficial | 7.8 | 6.6 | 9.5 | 6.8 | 7.0 | 10.0 | 6,200 |
| #53 | AWS MCPOfficial | 7.7 | 7.2 | 7.3 | 8.0 | 8.4 | 9.0 | 9,266 |
| #54 | dbt MCP | 6.9 | 6.6 | 6.7 | 6.5 | 6.9 | 9.0 | 578 |
| #55 | ClickHouse MCPOfficial | 6.8 | 6.6 | 6.5 | 6.7 | 6.2 | 9.0 | 802 |
| #56 | Stagehand MCPOfficial | 6.7 | 6.6 | 6.4 | 6.4 | 6.5 | 9.0 | 23,105 |
| #57 | Pinecone MCPOfficial | 6.7 | 6.7 | 6.9 | 6.5 | 5.5 | 8.7 | 68 |
| #58 | Elasticsearch MCP | 6.7 | 6.6 | 6.8 | 6.6 | 6.7 | 7.0 | 2,600 |
| #59 | Sanity MCPOfficial | 6.6 | 6.7 | 6.6 | 6.5 | 6.5 | 7.0 | 74 |
| #60 | Weaviate MCP | 6.6 | 6.5 | 6.7 | 6.6 | 6.9 | 6.8 | 1,700 |
| #61 | Perplexity Ask MCP | 6.6 | 6.5 | 6.2 | 6.4 | 6.2 | 9.0 | 2,304 |
| #62 | Grafana MCP | 6.6 | 6.4 | 6.7 | 6.5 | 7.0 | 6.9 | 2,200 |
| #63 | AWS Lambda MCPOfficial | 6.5 | 6.6 | 6.9 | 6.5 | 5.7 | 7.1 | 2,900 |
| #64 | VS Code MCP | 6.5 | 6.2 | 6.4 | 6.6 | 7.2 | 7.0 | 2,800 |
| #65 | HIPAA Audit MCP | 6.5 | 6.3 | 6.7 | 6.2 | 6.7 | 7.1 | 350 |
| #66 | BigQuery MCPOfficial | 6.5 | 6.7 | 6.9 | 6.5 | 5.3 | 7.1 | 2,400 |
| #67 | Mem0 MCPOfficial | 6.5 | 6.7 | 6.6 | 6.5 | 6.5 | 5.5 | 655 |
| #68 | Snowflake MCPOfficial | 6.5 | 6.7 | 7.0 | 6.4 | 5.0 | 7.1 | 1,800 |
| #69 | Google Cloud MCPOfficial | 6.5 | 6.6 | 6.8 | 6.5 | 5.5 | 7.0 | 2,200 |
| #70 | Square MCPOfficial | 6.5 | 6.4 | 6.7 | 6.4 | 6.0 | 7.0 | 1,100 |
| #71 | Metabase MCP | 6.5 | 6.3 | 6.4 | 6.4 | 7.1 | 6.6 | 1,400 |
| #72 | SendGrid MCPOfficial | 6.5 | 6.5 | 6.7 | 6.5 | 5.7 | 6.9 | 1,400 |
| #73 | Tableau MCPOfficial | 6.5 | 6.4 | 6.5 | 6.1 | 5.3 | 9.0 | 291 |
| #74 | Discord MCP | 6.4 | 6.1 | 6.4 | 6.5 | 7.2 | 6.5 | 3,500 |
| #75 | Datadog MCPOfficial | 6.4 | 6.6 | 6.9 | 6.2 | 5.3 | 7.1 | 1,500 |
| #76 | Postman MCPOfficial | 6.4 | 6.6 | 6.6 | 6.3 | 5.7 | 6.8 | 1,900 |
| #77 | Twilio MCPOfficial | 6.4 | 6.6 | 6.8 | 6.4 | 5.3 | 7.0 | 1,800 |
| #78 | DuckDB MCP | 6.4 | 6.2 | 6.2 | 6.7 | 7.2 | 6.0 | 900 |
| #79 | Azure MCPOfficial | 6.4 | 6.5 | 6.7 | 6.4 | 5.5 | 7.0 | 2,100 |
| #80 | Google Classroom MCPOfficial | 6.4 | 6.2 | 6.5 | 6.4 | 6.7 | 6.8 | 800 |
| #81 | Epic FHIR MCPOfficial | 6.4 | 6.5 | 6.9 | 6.1 | 5.3 | 7.2 | 450 |
| #82 | Zapier MCPOfficial | 6.4 | 6.4 | 6.6 | 6.3 | 5.0 | 8.0 | 299 |
| #83 | Xero MCPOfficial | 6.3 | 6.3 | 6.7 | 6.3 | 5.7 | 6.9 | 700 |
| #84 | WordPress MCP | 6.3 | 6.4 | 6.2 | 6.2 | 6.7 | 6.0 | 1,200 |
| #85 | Jenkins MCP | 6.3 | 6.1 | 6.3 | 6.2 | 7.1 | 6.5 | 900 |
| #86 | CircleCI MCPOfficial | 6.3 | 6.3 | 6.5 | 6.4 | 5.7 | 6.7 | 1,100 |
| #87 | Canvas LMS MCPOfficial | 6.3 | 6.1 | 6.4 | 6.3 | 6.5 | 6.6 | 550 |
| #88 | Outreach MCPOfficial | 6.3 | 6.4 | 6.6 | 6.2 | 5.3 | 6.8 | 750 |
| #89 | Pipedrive MCPOfficial | 6.3 | 6.3 | 6.5 | 6.2 | 5.7 | 6.7 | 650 |
| #90 | Todoist MCPOfficial | 6.3 | 6.0 | 6.3 | 6.4 | 6.7 | 6.5 | 800 |
| #91 | Microsoft Teams MCPOfficial | 6.3 | 6.2 | 6.5 | 6.2 | 5.7 | 6.9 | 1,200 |
| #92 | Bitbucket MCPOfficial | 6.3 | 6.2 | 6.4 | 6.3 | 6.0 | 6.7 | 1,300 |
| #93 | Make MCPOfficial | 6.3 | 6.3 | 6.5 | 6.4 | 5.5 | 6.6 | 900 |
| #94 | Zendesk MCP | 6.2 | 6.2 | 6.4 | 6.2 | 6.0 | 6.2 | 1,100 |
| #95 | Brex MCPOfficial | 6.2 | 6.2 | 6.6 | 6.1 | 5.5 | 6.9 | 500 |
| #96 | Stability AI MCPOfficial | 6.2 | 6.6 | 6.3 | 6.1 | 5.3 | 6.6 | 2,800 |
| #97 | Calendly MCPOfficial | 6.2 | 6.1 | 6.4 | 6.3 | 6.0 | 6.6 | 600 |
| #98 | Medium MCPOfficial | 6.2 | 6.0 | 6.1 | 6.2 | 7.0 | 6.2 | 400 |
| #99 | YouTube MCPOfficial | 6.2 | 6.1 | 6.3 | 6.3 | 6.0 | 6.5 | 1,100 |
| #100 | TailwindCSS MCP | 6.2 | 6.0 | 6.0 | 6.5 | 7.0 | 5.7 | 750 |
| #101 | Canva MCPOfficial | 6.2 | 6.4 | 6.3 | 6.0 | 5.5 | 6.6 | 700 |
| #102 | Zoom MCPOfficial | 6.2 | 6.2 | 6.4 | 6.1 | 5.5 | 6.8 | 900 |
| #103 | PagerDuty MCP | 6.2 | 6.1 | 6.2 | 6.2 | 6.2 | 6.0 | 750 |
| #104 | Zillow MCPOfficial | 6.2 | 6.1 | 6.3 | 6.2 | 6.0 | 6.4 | 300 |
| #105 | Freshsales MCPOfficial | 6.2 | 6.2 | 6.4 | 6.2 | 5.5 | 6.6 | 500 |
| #106 | ZoomInfo MCPOfficial | 6.2 | 6.4 | 6.5 | 6.1 | 5.0 | 6.7 | 600 |
| #107 | Markdown MCP | 6.1 | 5.7 | 6.0 | 6.5 | 7.2 | 5.5 | 400 |
| #108 | Ghost MCP | 6.1 | 6.0 | 5.9 | 6.2 | 6.7 | 5.7 | 550 |
| #109 | Vercel v0 MCP | 6.1 | 6.2 | 6.0 | 6.0 | 6.2 | 5.7 | 900 |
| #110 | Selenium MCP | 6.1 | 6.1 | 6.0 | 6.0 | 6.5 | 5.7 | 800 |
| #111 | Contentful MCP | 6.1 | 6.1 | 6.0 | 6.0 | 6.2 | 6.0 | 700 |
| #112 | Confluence MCP | 6.1 | 6.1 | 6.0 | 6.0 | 6.2 | 6.0 | 800 |
| #113 | Storybook MCP | 6.0 | 6.0 | 5.9 | 6.2 | 6.5 | 5.7 | 600 |
| #114 | MLS Data MCPOfficial | 6.0 | 6.0 | 6.2 | 6.1 | 5.7 | 6.3 | 250 |
| #115 | Intercom MCP | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.7 | 650 |
| #116 | Freshdesk MCP | 5.9 | 5.9 | 5.9 | 6.0 | 6.2 | 5.7 | 500 |
| #117 | Apollo MCP | 5.9 | 6.0 | 5.9 | 6.0 | 6.0 | 5.7 | 600 |
| #118 | ReadMe MCP | 5.9 | 5.9 | 5.7 | 6.0 | 6.5 | 5.5 | 400 |
| #119 | Framer MCP | 5.9 | 6.0 | 5.7 | 6.0 | 6.2 | 5.5 | 500 |
| #120 | Clay MCP | 5.8 | 6.0 | 5.7 | 6.0 | 5.7 | 5.5 | 350 |
💡
Why Google Calendar MCP is #1
Google Calendar MCP leads Gmail MCP Server by +0.1 in Output Quality, and also wins in Efficiency.
Output Quality
9.7
vs 9.5
Reliability
9.7
vs 9.8
Efficiency
9.2
vs 9.1
Cost
9.9
vs 9.9
Trust
10.0
vs 10.0
Score Guide:9+ Exceptional8+ Excellent7+ Good6+ Fair<6 Below Avg
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.