MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 10 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2601
aledlie
Doppler MCP Server ⚡ Claim 1
Enables secure secrets management through the Doppler CLI via natural language …
B 77 5⁄5 ◉ ⏳ 94 100 N/A 26 95 49
2602
apolosan
Provides intelligent design pattern recommendations using semantic search throu…
B 77 5⁄4 ◉ ⏳ 100 38 N/A 55 95 92
2603
yuriyo
Enables accessing and extracting files from remote zip archives over HTTP, HTTP…
B 77 5⁄5 ◉ ⏳ 62 82 — 60 81 99
2604
promplate
hmr ⚡ Claim
Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
B 77 6⁄6 ◉ ⏳ 84 90 52 56 81 92
2605
miroslawfranek
Provides access to Open-E JovianDSS REST API documentation for intelligent sear…
B 77 5⁄5 ◉ ⏳ 90 57 — 61 81 92
2606
namanxajmera
Reddit Scraper ⚡ Claim
Scrapes and queries Reddit posts, comments, and media from subreddits and user …
B 77 5⁄4 ◉ ⏳ 78 51 N/A 68 95 94
2607
suchitad1950
Enables managing employee records by providing tools to list directories, retri…
B 77 5⁄4 ◉ ⏳ 84 71 N/A 21 95 100
2608
spre-sre
lumino-mcp-server ⚡ Claim
AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Te…
B 77 5⁄4 ◉ ⏳ 88 31 — 75 95 100
2609
skydeckai
Enables semantic search and retrieval of information from personal and team kno…
B 77 5⁄5 ◉ ⏳ 92 66 — 40 81 96
2610
rishijatia
fantasy-pl-mcp ⚡ Claim 1
An MCP server for real-time Fantasy Premier League data and analysis tools.
B 77 5⁄5 ◉ ⏳ 65 68 — 76 82 100
2611
robertn702
Enables Model Context Protocol tools for automating web browsers and Electron d…
B 77 5⁄5 ◉ ⏳ 86 57 — 61 82 94
2612
ohqay
Enables AI assistants to send native macOS notifications for task completion al…
B 77 5⁄4 ◉ ⏳ 90 61 N/A 41 92 93
2613
ie3jp
Read, manipulate, and export Adobe Illustrator design data. 26 tools. macOS | W…
B 77 4⁄4 ◉ ⏳ 67 N/A N/A 49 95 93
2614
ktanaka101
mcp-server-duckdb ⚡ Claim
DuckDB database integration with schema inspection and query capabilities
B 77 5⁄4 ◉ ⏳ 96 30 N/A 69 90 100
2615
ucesys
Provides a standardized way to interact with MinIO object storage, allowing acc…
B 77 5⁄5 ◉ ⏳ 92 68 — 39 81 94
2616
kushal45
Gmail MCP Server ⚡ Claim
Provides comprehensive Gmail integration with 25+ tools for intelligent email m…
B 77 5⁄5 ◉ ⏳ 90 63 — 51 81 94
2617
florianwittkamp
Enables interaction with Bring! shopping lists through natural language, allowi…
B 77 5⁄5 ◉ ⏳ 62 72 — 76 80 98
2618
Abinesh0206
Enables comprehensive Kubernetes cluster management through kubectl operations,…
B 77 5⁄4 ◉ ⏳ 84 58 N/A 58 95 86
2619
ashenud
MySQL MCP Server ⚡ Claim 1
Enables connecting to and querying MySQL databases directly from Cursor IDE, wi…
B 77 5⁄5 ◉ ⏳ 84 100 — 47 81 58
2620
brunoprela
Enables AI assistants to interact with TimescaleDB time-series databases throug…
B 77 5⁄5 ◉ ⏳ 84 61 — 62 81 96
2621
cloudbring
Run NRQL, NerdGraph, and REST v2 operations to query data, manage incidents, cr…
B 77 5⁄5 ◉ ⏳ 90 46 — 76 81 95
2622
niyogi
render-mcp Claim
Interact with Render (https://render.com) and easily deploy your services
B 77 5⁄5 ◉ ⏳ 90 66 — 40 81 100
2623
ofershap
Docker operations — manage containers, images, volumes, networks, and compose s…
B 77 5⁄5 ◉ ⏳ 55 100 N/A 53 95 77
2624
philogicae
transmission-mcp ⚡ Claim
Python wrapper & MCP server for transmission
B 77 5⁄5 ◉ ⏳ 68 68 — 68 81 100
2625
dan1d
cobroya ⚡ Claim
Mercado Pago payments for AI agents — create payment links, search payments, an…
B 77 5⁄5 ◉ ⏳ 76 70 — 76 72 94
2626
ravikant1918
neurodev-mcp ⚡ Claim 2
NeuroDev MCP is a smart Model Context Protocol server for Python development. I…
B 77 5⁄5 ◉ ⏳ 94 91 N/A 58 89 40
2627
lmanchu
Weather MCP Server ⚡ Claim 1
Enables AI assistants to retrieve real-time weather data and 5-day forecasts fo…
B 77 5⁄5 ◉ ⏳ 90 100 — 57 81 46
2628
Infisical
Infisical MCP Server ⚡ Claim 1
A Model Context Protocol server that enables interaction with Infisical APIs fo…
B 77 5⁄5 ◉ ⏳ 71 70 — 66 81 99
2629
shlok-lgtm
Stablecoin risk scores, wallet risk profiles, and transaction risk assessment.
B 77 4⁄4 ◉ ⏳ 72 N/A N/A 35 95 98
2630
pskill9
hn-server ⚡ Claim 2
📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provid…
B 77 5⁄4 ◉ ⏳ 80 63 N/A 41 94 100
2631
open-feature
Provides OpenFeature SDK installation guidance for various programming language…
B 77 5⁄5 ◉ ⏳ 78 82 N/A 79 95 48
2632
luarss
openroad-mcp ⚡ Claim
A Model Context Protocol (MCP) server that provides tools for interacting with …
B 77 5⁄4 ◉ ⏳ 72 58 N/A 73 92 93
2633
ssdeanx
An MCP server that performs iterative deep research using Google Gemini 2.5 Fla…
B 77 5⁄4 ◉ ⏳ 82 61 — 55 92 91
2634
desk3
Desk3 MCP Server ⚡ Claim
Cryptocurrency MCP Server! Free! This powerful tool is designed for blockchain …
B 77 5⁄5 ◉ ⏳ 96 66 — 46 71 99
2635
elgentos
Enables AI agents to interact with Magento 2 development environments through c…
B 77 5⁄4 ◉ ⏳ 74 58 N/A 77 87 95
2636
Enreign
Freshdesk MCP Server ⚡ Claim 1
Enables interaction with Freshdesk API v2 to manage support tickets, contacts, …
B 77 5⁄5 ◉ ⏳ 96 68 — 55 80 76
2637
hongsw
An intelligent MCP server that analyzes projects and recommends team compositio…
B 77 5⁄4 ◉ ⏳ 90 56 N/A 57 95 81
2638
cryptograss
Enables LLM clients to interact with any MediaWiki wiki, supporting page creati…
B 77 5⁄5 ◉ ⏳ 84 61 — 57 81 96
2639
Mnehmos
arXiv MCP Server ⚡ Claim 1
Enables searching and retrieving academic papers from arXiv by various criteria…
B 77 5⁄5 ◉ ⏳ 96 100 — 48 81 45
2640
cmillstead
Basalt MCP ⚡ Claim
A security-hardened MCP server that enables AI models to safely interact with O…
B 77 5⁄4 ◉ ⏳ 60 70 N/A 59 95 100
2641
tech-sushant
Calculator MCP Server ⚡ Claim 1
Provides basic mathematical calculation functionality through MCP tools includi…
B 77 5⁄4 ◉ ⏳ 78 71 — 31 94 100
2642
kumarprobeops
MCP server for running infrastructure diagnostics from 6 global regions. It pro…
B 77 5⁄4 ◉ ⏳ 72 72 — 57 82 100
2643
Purple-Horizons
Connects Printful's print-on-demand API to AI assistants like Claude and Cursor…
B 77 5⁄5 ◉ ⏳ 82 72 — 45 82 95
2644
markacianfrani
An MCP server that allows coding agents to look up contextual rules and pattern…
B 77 6⁄6 ◉ ⏳ 69 100 85 22 81 93
2645
norandom
Integrates RAGFlow's knowledge base API with Claude Desktop for document retrie…
B 77 5⁄5 ◉ ⏳ 100 91 — 37 81 55
2646
gangadharrr
AWS S3 MCP Server ⚡ Claim
Enables interaction with AWS S3 storage through bucket operations (create, dele…
B 77 5⁄5 ◉ ⏳ 84 61 — 56 80 98
2647
Lee-Becky
mcp-google-ads ⚡ Claim
B 77 5⁄4 ◉ ⏳ 76 66 N/A 44 95 95
2648
he-yang
The Excel to JSON MCP provides a standardized interface for converting Excel an…
B 77 5⁄5 ◉ ⏳ 78 100 — 31 81 79
2649
qpd-v
The MCP Web Research Server enables real-time web research with Claude by integ…
B 77 5⁄5 ◉ ⏳ 96 100 — 46 81 45
2650
bbusenius
FI-MCP ⚡ Claim 2
Provides AI assistants with access to 30+ validated financial independence calc…
B 77 5⁄5 ◉ ⏳ 96 100 N/A 42 95 30
Showing 2601–2650 of 68965 servers
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