MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11451
fgasparetto
MCP server for Italian electronic invoicing via the Invoicetronic API, enabling…
C 63 54 51 40 47 80 98
11452
Pimmetjeoss
A Docker-based MCP server that provides current weather information for cities …
C 63 55 78 45 19 81 79
11453
showjason
mcp-OpenSearch Claim
* Index Management Tools: * List all indices in OpenSearch cluster * Get inde…
C 63 55 60 38 44 81 93
11454
pavm035
Provides real-time and historical foreign exchange rates for 31+ currencies, en…
C 63 55 66 40 27 82 96
11455
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
11456
bobooooo
Exposes ASCIIFlow drawing primitives as tools to enable AI assistants to genera…
C 63 55 54 52 30 83 93
11457
jopsis
OCI MCP Server Claim
Enables LLMs like Claude to interact directly with Oracle Cloud Infrastructure …
C 63 55 72 38 27 81 91
11458
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
11459
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
11460
chris-schra
mcp-funnel Claim
MCP proxy that aggregates multiple servers with tool filtering and customization
C 63 54 66 37 N/A 61 95 57
11461
josuemj
Provides tools to retrieve and compare detailed information about countries, in…
C 63 55 48 56 28 82 100
11462
gomarble-ai
A FastMCP-powered server that connects Google Analytics 4 data to Claude Deskto…
C 63 55 60 40 38 80 95
11463
FaureAlexis
A TypeScript server that allows AI agents to access, retrieve, and analyze Sent…
C 63 55 58 57 19 82 91
11464
nikhilchintawar
An MCP server that enables searching for messages and listing channels within a…
C 63 55 57 63 35 82 74
11465
wannabidr
A local Retrieval-Augmented Generation system that enables users to ingest mark…
C 63 54 60 36 N/A 29 90 97
11466
shadyvb
Enables flight and airport search capabilities through Skyscanner, allowing use…
C 63 55 76 38 21 82 90
11467
ethanrosswomack
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 63 55 48 68 30 81 84
11468
ndjordjevic
pinrag Claim
RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query…
C 63 55 84 0 N/A 78 64 95
11469
ltcevil
mcp-use Claim
C 63 66 90 55 0 54 80 100
11470
rooking-oss
Provides Japanese postal code to address lookup functionality that can be integ…
C 63 55 54 40 39 81 100
11471
AdarshChaudhary03
A demonstration MCP server that provides a simple addition tool for learning ho…
C 63 55 62 82 N/A 23 95 39
11472
La-Palma-24
Search vacation rentals in La Palma, Canary Islands with real-time availability…
C 63 66 88 70 0 43 81 90
11473
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
11474
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
11475
rt0120-Ramco
Provides comprehensive utility tools including file operations, weather informa…
C 63 54 60 33 N/A 22 95 99
11476
brijr
meta-mcp Claim
MCP Server for connecting to the Meta Marketing API
C 63 66 88 72 0 40 81 90
11477
Rana-X
Enables booking cleaning services in San Francisco by collecting customer detai…
C 63 66 90 77 0 31 81 91
11478
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
11479
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
11480
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
11481
0xGval
A lightweight toolkit that enables Claude to search Twitter with natural langua…
C 63 55 88 82 19 81 23
11482
Manifest-Automation
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 63 55 48 67 24 81 87
11483
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
11484
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
11485
Yoosu-L
Enables benchmarking of Large Language Model APIs by measuring performance metr…
C 63 66 96 60 0 41 81 94
11486
FelagundFinrod
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 63 55 48 70 29 84 80
11487
09Tns
A humor-focused MCP server that delivers jokes through Microsoft Copilot Studio…
C 63 55 68 17 50 81 100
11488
sin4ch
Enables currency conversion between 161+ currencies using real-time exchange ra…
C 63 55 66 43 25 81 93
11489
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
11490
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
11491
niyabits
Creates a summary of photos from Apple Photos, generating a personalized year-i…
C 63 54 62 21 N/A 47 95 90
11492
finack
Provides aviation weather information through a Model Context Protocol server, …
C 63 55 68 82 40 81 30
11493
kodexArg
SyV MCP Tools Claim
Enables validation and retrieval of metadata from Markdown files in the Subordi…
C 63 54 60 36 N/A 29 94 94
11494
rabiauynk
Provide event recommendations based on city and date using the Ticketmaster API…
C 63 54 72 33 N/A 18 87 94
11495
dinghuazhou
TOS MCP Server Claim
Enables natural language exploration and management of Volcengine TOS storage, …
C 63 55 70 42 22 78 97
11496
Doctacon
Enables parallel implementation of tasks using git worktrees, allowing you to c…
C 63 54 72 31 N/A 15 95 91
11497
Ansvar-Systems
taiwanese-law-mcp Claim
Taiwanese legislation via MCP — full-text search across statutes and provisions
C 63 64 90 38 0 66 95 91
11498
compilotbv
Enables natural language interaction with PostgreSQL databases, supporting quer…
C 63 66 100 61 0 40 81 87
11499
sourcefuse
A Model Context Protocol server that enables generating and managing Robot Fram…
C 63 55 45 82 N/A 45 95 44
11500
mirodn
Public Transport Claim
Access real-time public transport across Europe with live departures, connectio…
C 63 66 72 76 0 54 82 94
Showing 11451–11500 of 57357 servers
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