MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
26518
Scored
1628
Verified
16957
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7801
goldk3y
Enables interaction with Google Calendar through OAuth2 authentication, support…
B 70 55 72 71 23 81 94
7802
kurror
A server that enables communication with multiple unichat-based MCP servers sim…
B 70 55 84 61 20 81 89
7803
FlameZerg
Playwright MCP Claim 1
Enables browser automation and web page interaction using Playwright's accessib…
B 70 55 62 100 50 81 48
7804
xiaolaa2
MIDI File MCP Claim 1
A powerful MCP tool for parsing and manipulating MIDI files that allows users t…
B 70 55 70 82 67 76 51
7805
sworddut
MCP FFmpeg Helper Claim 2
A lightweight server that exposes FFmpeg's video processing capabilities to AI …
B 70 55 84 75 N/A 51 87 39
7806
radup
MCP Sigmund Claim
Enables AI assistants to analyze personal financial data from Open Banking sour…
B 70 55 66 67 47 81 87
7807
neno-is-ooo
@mcp/openverse Claim 1
An MCP server that enables searching and fetching openly-licensed images from O…
B 70 55 73 100 39 81 43
7808
Juzisuan965
Apifox MCP Server Claim
Enables AI assistants to fetch and understand API endpoint definitions from Api…
B 70 55 60 70 64 78 80
7809
shaun888
Enables intelligent workflow automation for JD's FOP platform, supporting PRD a…
B 70 55 84 51 33 81 89
7810
JosueSay
Enables validation and PDF rendering of Guatemalan FEL invoices from XML files.…
B 70 54 72 57 N/A 21 95 95
7811
kablewy
salesforce-mcp-server Claim 2
A Model Context Protocol server implementation for interacting with Salesforce …
B 70 55 75 67 28 76 92
7812
parthashirolkar
Gmail MCP Server Claim
Enables AI applications to send emails, manage drafts, and compose professional…
B 70 54 60 65 N/A 23 95 98
7813
dflatline
HopperPyMCP Claim
A FastMCP server plugin for the Hopper disassembler that enables AI assistants …
B 70 54 80 36 N/A 34 95 98
7814
dswillden
Digital Brain MCP Claim 1
A persistent long-term memory system that enables AI clients to store and recal…
B 70 55 72 70 27 80 90
7815
RamboRogers
High-performance MCP server that enables generation of images and videos using …
B 70 55 90 82 42 81 39
7816
rdwj
A production-ready MCP server template that enables developers to quickly build…
B 70 55 84 51 38 80 89
7817
wubbyweb
A simple server that enables AI models to send WhatsApp messages via the Twilio…
B 70 55 78 71 16 80 92
7818
jjikky
A server that enables LLMs like Claude to query AWS DynamoDB databases through …
B 70 55 62 62 53 80 94
7819
klei30
mcp-google-sheets Claim
B 70 54 72 41 N/A 45 90 98
7820
seabassgonzalez
Enables AI assistants to capture screenshots of web pages using automated brows…
B 70 55 78 100 28 71 55
7821
glenngunnarsson-spp
Enables AI assistants to interact with Jira by executing commands through the A…
B 70 54 78 52 N/A 30 84 97
7822
wso2-attic
Authentication and Authorization Proxy for MCP Servers
B 70 54 60 35 N/A 77 95 94
7823
mlobo2012
A server that enables Claude Desktop users to access the Claude API directly, a…
B 70 54 94 33 N/A 19 95 95
7824
disler
Just Prompt Claim
A lightweight MCP server that provides a unified interface to various LLM provi…
B 70 55 78 91 31 81 54
7825
Jktfe
serveMyAPI Claim
A personal MCP (Model Context Protocol) server for securely storing and accessi…
B 70 54 60 60 N/A 34 89 100
7826
th3nolo
Provides access to 400+ AI models from OpenRouter, enabling users to chat with …
B 70 55 90 75 28 81 58
7827
AnthonyAlcaraz
Skill Retriever Claim
A graph-based MCP server that discovers, resolves dependencies, and installs th…
B 70 55 84 55 31 78 89
7828
ibm-ecm
Enables AI agents to interact with IBM FileNet Content Manager for document and…
B 70 55 78 36 73 81 86
7829
kukapay
bridge-rates-mcp Claim
Delivering real-time cross-chain bridge rates and optimal transfer routes to on…
B 70 55 66 58 43 83 97
7830
voidbox-ai
RhinoCommon MCP Claim
Enables Claude to access Rhino 8 RhinoCommon API documentation for accurate cod…
B 70 55 80 53 41 81 89
7831
nicholasrubright
MCPatterns Claim 1
An MCP server that enables users to store and retrieve personalized coding patt…
B 70 54 79 50 N/A 28 90 94
7832
OpenLinkSoftware
mcp-server-odbc Claim 2
An MCP server for generic Database Management System (DBMS) Connectivity via th…
B 70 54 67 65 N/A 45 87 83
7833
amcharts
amcharts5 Claim
On-demand access to amCharts 5 docs, code examples, and API reference
B 70 54 60 56 N/A 39 92 100
7834
Go-555
Note Post MCP Claim
Enables automated publishing and draft saving to note.com platform using Playwr…
B 70 55 78 100 N/A 33 95 25
7835
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7836
erniebrodeur
MCP-Grep Claim
A server implementation that exposes grep functionality through the Model Conte…
B 70 54 72 33 N/A 63 92 91
7837
semihbugrasezer
Etsy SEO Generator Claim
Generates complete SEO-optimized Etsy product listings including titles, descri…
B 70 55 88 38 43 81 91
7838
jpospychala
Provides tools for managing wallet operations, transfers, and currency exchange…
B 70 55 78 62 26 76 98
7839
Ankluna72
Provides advanced mathematical utilities including basic arithmetic, statistica…
B 70 55 72 55 43 83 92
7840
dvillegastech
Flutter MCP Service Claim 1
Provides advanced Flutter development tools via Model Context Protocol with fea…
B 70 55 84 57 25 80 91
7841
Agoric
Provides AI assistants with a comprehensive toolkit for developing, testing, an…
B 70 55 72 62 40 76 93
7842
lamemind
A utility toolkit that enhances Claude's code interaction capabilities by provi…
B 70 54 68 62 N/A 16 95 98
7843
RealDealCPA-VR
Streamline client management, compliance deadlines, and core bookkeeping for yo…
B 70 54 80 53 N/A 21 90 95
7844
nanameru
The URL-Context-MCP MCP Server provides a tool to analyze and summarize the con…
B 70 55 78 82 24 81 67
7845
lfdantoni
Provides AI assistants with access to personal best practice skills and coding …
B 70 55 80 52 29 81 97
7846
Forge-Space
ui-mcp Claim
Forge Space MCP server for UI and backend generation via stdio transport.
B 70 54 64 25 N/A 90 92 89
7847
consigcody94
Pythia MCP Claim 3
An MCP server that interfaces with the Lilith library to analyze Higgs boson ph…
B 70 55 81 82 57 78 43
7848
nipoppy
Nipoppy MCP Server Claim
An interface for the Nipoppy neuroimaging framework that enables AI agents to l…
B 70 54 80 36 N/A 50 94 89
7849
smithery-ai
Shopify Update MCP Server
B 70 55 60 70 37 78 98
7850
jiushan-test
Markmap MCP Server Claim
Enables conversion of plain text descriptions and Markdown content into interac…
B 70 55 60 60 55 81 93
Showing 7801–7850 of 33449 servers
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