MCP Server Benchmarks
MCP Server Finder benchmarks MCP servers by installability, startup reliability, capability discovery, documentation quality, configuration clarity, and safety signals.
Servers tested
121
Install pass rate
0%
Startup pass rate
0%
Discovery pass rate
19%
Avg score
23
Last run
Sep 7, 2026
Top benchmarked servers
| Server | Install | Startup | Discovery | Score | Docs | Safety | Last tested |
|---|---|---|---|---|---|---|---|
| Filesystem MCP filesystem | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| Google Drive MCP google-drive | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| Exa MCP exa-mcp | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| adeu adeu | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| codescene-mcp-server codescene-mcp-server | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| Nekzus-npm-sentinel-mcp nekzus-npm-sentinel-mcp | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| dossier dossier | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| Raven raven | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| TensorFeed tensorfeed | unknown | unknown | passed | 37 | 0 | 0 | Sep 7, 2026 |
| Playwright MCP playwright-mcp | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| pinkpixel-dev-web-scout-mcp pinkpixel-dev-web-scout-mcp | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| kirbah-mcp-youtube kirbah-mcp-youtube | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| serkan-ozal-driflyte-mcp-server serkan-ozal-driflyte-mcp-server | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| CryptoCultCurt-appfolio-mcp-server cryptocultcurt-appfolio-mcp-server | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| mason mason | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| kwp-lab-rss-reader-mcp kwp-lab-rss-reader-mcp | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| cityparity — Cost-of-Living & Quality-of-Life Comparison cityparity-cost-of-living-quality-of-life-comparison | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| TensorFeed x402 Base Reader tensorfeed-x402-base-reader | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| bellwether-mcp bellwether-mcp | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| Law.AI — Lawyer Search law-ai-lawyer-search | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| renCosta2025-context7fork rencosta2025-context7fork | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| rfdez-pvpc-mcp-server rfdez-pvpc-mcp-server | unknown | unknown | passed | 32 | 0 | 0 | Sep 7, 2026 |
| 3dstreet 3dstreet | unknown | unknown | passed | 27 | 0 | 0 | Sep 7, 2026 |
| Context7 context7 | unknown | unknown | skipped | 25 | 0 | 0 | Sep 7, 2026 |
| Firecrawl MCP firecrawl-mcp | unknown | unknown | skipped missing env | 25 | 0 | 0 | Unknown |
Recently failed tests
| Server | Install | Startup | Discovery | Last tested |
|---|---|---|---|---|
| hustcc-mcp-mermaid | unknown | unknown | timeout | Sep 7, 2026 |
| docfork-mcp | unknown | unknown | timeout | Sep 7, 2026 |
| docfork-mcp | unknown | unknown | timeout | Sep 7, 2026 |
| docs-mcp | unknown | unknown | timeout | Sep 7, 2026 |
| Leghis-smart-thinking | unknown | unknown | failed | Sep 7, 2026 |
| SpriteCook | unknown | unknown | timeout | Sep 7, 2026 |
| anirbanbasu-pymcp | unknown | unknown | timeout | Sep 7, 2026 |
| zeta-chain-cli | unknown | unknown | timeout | Sep 7, 2026 |
Frequently asked questions
What is MCP Server Finder benchmarking?
It benchmarks MCP servers across installability, startup reliability, MCP capability discovery, documentation quality, configuration clarity, and safety signals.
Does safe mode execute third-party tools?
By default BENCHMARK_SAFE_MODE=true avoids destructive or uncertain execution. Unsafe or underconfigured checks are recorded as skipped rather than treated as successful.
What does benchmark_score mean?
benchmark_score is a 0-100 weighted score: install 20%, startup 20%, capability discovery 25%, docs 15%, config 10%, and safety 10%.
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