MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11301
jefferythewind
Provides GPU-accelerated gradient boosting model training and inference through…
C 63 66 94 67 0 32 81 96
11302
DevEnterpriseSoftware
ScrAPI MCP Server Claim
A server that enables web scraping of difficult-to-access websites affected by …
C 63 66 86 72 0 49 81 91
11303
mchlkim
Enables users to monitor and query Zabbix infrastructure through natural langua…
C 63 55 66 73 24 81 58
11304
abuzo
Graylog MCP Server Claim
Enables AI assistants to search and analyze logs in Graylog using three powerfu…
C 63 55 60 51 31 81 87
11305
gbti-network
A Node.js-based MCP server implementing JSON-RPC 2.0, allowing users to generat…
C 63 54 96 30 N/A 17 94 61
11306
info-rbp
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 55 48 68 27 84 80
11307
iitsmedongz
A tool that deploys a remote Model Context Protocol (MCP) server on Cloudflare …
C 63 55 48 68 26 84 84
11308
jabelk
Enables fuzzy lookup of Magic: The Gathering cards by name using the Scryfall A…
C 63 55 66 33 24 84 100
11309
09Tns
A humor-focused MCP server that delivers jokes through Microsoft Copilot Studio…
C 63 55 68 17 50 81 100
11310
ProgramComputer
NASA MCP Server Claim 3
A Model Context Protocol server that provides a standardized interface for AI m…
C 63 55 51 83 58 83 39
11311
Manifest-Automation
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 63 55 48 67 24 81 87
11312
lichman0405
PDF2ZH MCP Server Claim 1
An MCP server that translates scientific PDF documents while preserving origina…
C 63 54 51 32 N/A 50 92 95
11313
OctagonAI
Octagon VC Agents Claim 1
An MCP server that runs AI-driven venture capitalist agents whose thinking is c…
C 63 55 49 62 46 81 76
11314
kolarova-ops
Rohlik MCP Server Claim 1
Enables AI assistants to interact with Rohlik Group's online grocery delivery s…
C 63 66 84 70 0 47 80 96
11315
rt0120-Ramco
Provides comprehensive utility tools including file operations, weather informa…
C 63 54 60 33 N/A 22 95 99
11316
rooking-oss
Provides Japanese postal code to address lookup functionality that can be integ…
C 63 55 54 40 39 81 100
11317
ltcevil
mcp-use Claim
C 63 66 90 55 0 54 80 100
11318
ethanrosswomack
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 63 55 48 68 30 81 84
11319
wannabidr
A local Retrieval-Augmented Generation system that enables users to ingest mark…
C 63 54 60 36 N/A 29 90 97
11320
nikhilchintawar
An MCP server that enables searching for messages and listing channels within a…
C 63 55 57 63 35 82 74
11321
FaureAlexis
A TypeScript server that allows AI agents to access, retrieve, and analyze Sent…
C 63 55 58 57 19 82 91
11322
gomarble-ai
A FastMCP-powered server that connects Google Analytics 4 data to Claude Deskto…
C 63 55 60 40 38 80 95
11323
josuemj
Provides tools to retrieve and compare detailed information about countries, in…
C 63 55 48 56 28 82 100
11324
dannySubsense
YouTube MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to access YouTube da…
C 63 55 55 42 37 81 100
11325
sunsetcoder
A Claude Desktop MCP server that helps you track flights in real-time using Fli…
C 63 66 92 68 0 48 76 88
11326
jopsis
OCI MCP Server Claim
Enables LLMs like Claude to interact directly with Oracle Cloud Infrastructure …
C 63 55 72 38 27 81 91
11327
bobooooo
Exposes ASCIIFlow drawing primitives as tools to enable AI assistants to genera…
C 63 55 54 52 30 83 93
11328
laplus-x
Weather MCP Server Claim
Enables users to get real-time weather data for any city and generate broadcast…
C 63 55 54 57 19 81 97
11329
showjason
mcp-OpenSearch Claim
* Index Management Tools: * List all indices in OpenSearch cluster * Get inde…
C 63 55 60 38 44 81 93
11330
pavm035
Provides real-time and historical foreign exchange rates for 31+ currencies, en…
C 63 55 66 40 27 82 96
11331
shadyvb
Enables flight and airport search capabilities through Skyscanner, allowing use…
C 63 55 76 38 21 82 90
11332
AdarshChaudhary03
A demonstration MCP server that provides a simple addition tool for learning ho…
C 63 55 62 82 N/A 23 95 39
11333
BACH-AI-Tools
jieba-mcp Claim
Enables Chinese text segmentation using the jieba library with support for prec…
C 63 55 42 57 42 84 90
11334
bamchi
scrapi Claim
Web scraping for AI agents. Converts URLs to clean, LLM-ready Markdown with ant…
C 63 66 72 72 0 74 69 97
11335
brijr
meta-mcp Claim
MCP Server for connecting to the Meta Marketing API
C 63 66 88 72 0 40 81 90
11336
Rana-X
Enables booking cleaning services in San Francisco by collecting customer detai…
C 63 66 90 77 0 31 81 91
11337
Osseni94
oyemi-mcp Claim 1
Deterministic semantic word encoding and valence/sentiment analysis using 145K+…
C 63 54 68 32 N/A 24 92 91
11338
Traia-IO
ICON mcp v105 Claim
Enables AI agents and LLMs to interact with the ICON mcp v105 API through stand…
C 63 55 68 46 24 80 91
11339
kakao-yanoo-kim
A tool that lets users access Prometheus metrics data through a Model Context P…
C 63 55 72 43 18 82 91
11340
niyabits
Creates a summary of photos from Apple Photos, generating a personalized year-i…
C 63 54 62 21 N/A 47 95 90
11341
ExposureGuard
ExposureGuard Claim 1
Domain security scanning for AI agents. A-F grades, 8 checks, fix snippets.
C 63 55 90 10 29 81 100
11342
sheyboy
A template for deploying a remote Model Context Protocol server on Cloudflare W…
C 63 55 48 67 29 84 82
11343
cnych
Backlinks MCP Claim 1
A MCP server for retrieving backlink information for any domain(SEO).
C 63 55 57 37 47 80 97
11344
walkingzzzy
Office MCP Server Claim
AI-powered Office automation server that enables creating, editing, and process…
C 63 55 78 30 40 81 78
11345
Kushagra-Dutta
FHIR Careplan Claim
A comprehensive Model Context Protocol server that provides universal access to…
C 63 55 72 41 21 81 93
11346
stefanstranger
mcp-server-vanmoof Claim
The VanMoof MCP Server implements the MCP specification to create a seamless co…
C 63 55 56 40 42 81 96
11347
goonoo
Enables uploading files to Notion with complete workflow support including file…
C 63 55 62 47 25 81 91
11348
zongmin-yu
literateMCP Claim
Server for managing academic literature with structured note-taking and organiz…
C 63 54 72 23 N/A 34 95 87
11349
ecosyste-ms
Enables querying package ecosystem data from ecosyste.ms, including package met…
C 63 66 86 61 0 52 80 100
11350
hteek
Serverless MCP Claim
A serverless implementation of the Model Context Protocol that provides AWS Cos…
C 63 64 86 67 0 32 95 89
Showing 11301–11350 of 57357 servers
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