MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29804
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13651
robuno
Enables querying and comparing product prices across different marketplaces wit…
C 57 55 54 37 21 81 86
13652
MisterSandFR
Manage Supabase projects end to end across database, auth, storage, realtime, a…
C 57 66 86 41 0 31 81 99
13653
adamrtalbot
A Model Context Protocol server designed to facilitate Nextflow development and…
C 57 54 45 28 N/A 20 95 93
13654
waldzellai
Enables AI assistants to create and manage content collections, perform web sea…
C 57 66 88 71 0 62 81 37
13655
tddt
Stock Info Service Claim
A FastMCP-based service that provides stock data including historical prices, f…
C 57 55 54 32 20 84 89
13656
gsmethells
preflight-mcp Claim
TrustPilot for APIs — independent reliability ratings for APIs and MCP servers,…
C 57 55 66 0 46 81 94
13657
Nikhil-Patil-RI
Facilitates authentication with GitHub using OAuth protocol, allowing secure ac…
C 57 54 42 36 N/A 22 87 96
13658
chatmcp
mcp-server-collector Claim 2
A MCP Server used to collect MCP Servers over the internet.
C 57 66 75 68 0 19 81 90
13659
joheiss
An HTTP-based Model Context Protocol server that provides tools and resources f…
C 57 55 74 0 35 78 99
13660
zaq2989
Agent-net Claim
Agent to Agent network
C 57 66 60 71 0 32 81 99
13661
svgnew
svg.new MCP Server Claim 1
Enables AI-powered image to SVG vectorization, background removal, and SVG mani…
C 57 55 72 0 34 81 98
13662
softvoyagers
fakturka-api-mcp Claim
Free Polish VAT invoice generation MCP server with PDF output and preview. No A…
C 57 55 70 0 40 81 93
13663
ParthSharma1197
A template and demonstration project for building, testing, and deploying remot…
C 57 55 54 30 27 83 90
13664
apiarya
wemo Claim
Control WeMo smart home devices - discover, toggle, adjust brightness, and mana…
C 57 66 84 10 0 87 84 94
13665
papunoko
Enables interaction with Redmine projects and issues via the Cline VS Code exte…
C 57 55 78 0 19 81 98
13666
Abu-BakarYasir
mcp_slack Claim
fetch the latest channels messages chat
C 57 55 42 41 23 81 98
13667
y0zg
Enables Claude Desktop to connect directly to Elasticsearch clusters for intell…
C 57 55 60 38 16 81 84
13668
DaniloBlancoMotta
Enables intelligent search through FastMCP documentation using TF-IDF indexing,…
C 57 54 42 25 N/A 29 89 100
13669
ScrapeGraphAI
scrapegraph-mcp Claim
AI-powered web scraping and data extraction capabilities through ScrapeGraph API
C 57 66 86 41 0 57 73 90
13670
TusharShahi
MCP Jira Claim
Model Context Protocol server that allows AI assistants to interact with Jira, …
C 57 55 60 20 24 81 97
13671
MKhalusova
A Model Context Protocol server that enables LLMs to extract and use content fr…
C 57 54 41 36 N/A 23 95 90
13672
putput-io
@putput/mcp Claim
File uploads for AI agents. Upload, list, and manage files from AI coding assis…
C 57 66 72 71 0 29 69 99
13673
Shreshtthh
A Windows-based MCP server that provides real-time hardware telemetry and syste…
C 57 54 48 20 N/A 25 94 97
13674
MadMando
A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and…
C 57 54 54 25 N/A 22 95 82
13675
jrmlhermitte
Greeter MCP Server Claim
A simple demonstration MCP server that provides a greeting functionality when i…
C 57 55 50 25 41 81 91
13676
Tooflex
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 57 54 45 28 N/A 24 95 93
13677
bscarberry
A production-ready MCP server built with Node.js and Express that supports remo…
C 57 55 66 0 35 83 100
13678
lulzasaur9192
Enables AI agents to play games like Chess, Go, and Trading against each other …
C 57 55 72 0 29 81 98
13679
zhaobu
Enables AI assistants to collect interactive user feedback through a modern GUI…
C 57 54 48 31 N/A 42 89 76
13680
kenta-ja8
A minimal MCP server that enables searching through pre-scraped React documenta…
C 57 54 48 55 N/A 21 95 58
13681
teilomillet
jiki Claim
C 57 64 72 28 0 54 95 98
13682
WindoC
EasyOCR MCP Server Claim 1
An MCP server that provides OCR capabilities using the EasyOCR library, support…
C 57 55 45 26 47 80 92
13683
hungson175
Provides access to Federal Reserve Economic Data (FRED) through Claude and othe…
C 57 55 54 27 22 83 94
13684
PStryder
TablaCognita Claim
MCP-native collaborative markdown editor with real-time AI document editing
C 56 66 90 10 0 60 81 100
13685
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 55 48 32 21 81 96
13686
Miles0sage
Provides AI-powered tools for searching Polymarket prediction markets and calcu…
C 56 55 70 0 28 81 98
13687
sankethsura
Triggers predefined functions based on specific usecases including data analysi…
C 56 55 54 31 22 83 88
13688
Readify-App
Instagram MCP Server Claim 1
Enables access to Instagram data through EnsembleData API, allowing retrieval o…
C 56 55 48 43 29 80 75
13689
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13690
kusbr
An MCP server that enables Microsoft Copilot Studio to retrieve random jokes fr…
C 56 55 45 17 43 81 100
13691
yuyao1999
RT-Prompt-MCP Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 55 45 82 N/A 22 95 24
13692
kukapay
crypto-portfolio-mcp Claim 1
An MCP server for tracking and managing cryptocurrency portfolio allocations.
C 56 55 45 22 39 77 99
13693
boleyn
FS-MCP Server Claim 1
A Model Context Protocol server that provides intelligent file reading and sema…
C 56 55 39 36 45 81 84
13694
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13695
robertdcurrier
ERDDAP MCP Server Claim
Access oceanographic and environmental data from 63+ ERDDAP servers worldwide t…
C 56 66 86 42 0 24 82 98
13696
CodeByWaqas
Weather MCP Server Claim 1
An MCP server that provides real-time weather information including temperature…
C 56 55 45 22 41 82 94
13697
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 55 45 27 26 80 100
13698
fairyming
Suricata MCP Claim 2
An MCP server for validating Suricata rule syntax and testing rules against pca…
C 56 54 63 0 N/A 27 89 98
13699
Stauffacher
An example Model Context Protocol (MCP) server that provides basic mathematical…
C 56 54 48 16 N/A 27 94 97
13700
lclpedro
MySQL Managing MCP Claim
Enables interaction with MySQL databases through tools for listing tables, quer…
C 56 55 48 27 25 81 100
Showing 13651–13700 of 57160 servers
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