MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57251
marius-cetanas
An MCP server for Apple Mail that enables Claude to read, search, manage, and c…
N/A N/A
57252
found402
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
81
57253
faithabiodun
MCP server for managing verifiable LangGraph agent state on Walrus, enabling ex…
57254
ag2-mcp-servers
jellyfin-api Claim
Provides interaction with Jellyfin media server via the Jellyfin REST API, enab…
57255
c0x12c
@uselink/mcp Claim
MCP server to publish HTML/Markdown docs, upload assets, and reply to stakehold…
57256
pipeworx-io
mcp-figshare Claim
Enables searching Figshare research articles, datasets, papers, and posters thr…
57257
Ppp111ppp111
Enables creditworthiness analysis for non-traditional borrowers using rule-base…
57258
bioanywhere
Connects AI assistants to GitLab projects, enabling users to query merge reques…
81
57259
Paul-Orlando
Enables AI agents to search a Pinecone knowledge base of 4,128 ArXiv research p…
57260
hosanxiv
KiasuMiles Claim
MCP server that recommends the best credit card for miles based on your card st…
N/A N/A
57261
petersutarik
sonar Claim
ASO tools for AI agents: keyword research, rank tracking, competitor analysis (…
N/A N/A 83
57262
colinfrisch
Enables AI assistants to access Strava running data, route planning, and weathe…
N/A N/A
57263
isaamthalhath07
forsale-mcp Claim
Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching…
57264
RosenAdvertising
MCP server for Bill4Time providing API coverage for legal billing and time trac…
N/A N/A
57265
falconaipro
Enables MCP hosts like Claude and Cursor to query Polymarket data via Falcon AI…
57266
SpartanLabsXyz
Simmer Claim
Trade prediction markets with AI agents — skill discovery, autoresearch, and ex…
N/A N/A
57267
QalaLabs
Enables sending WhatsApp, SMS, and Email messages via the Convertway API, with …
57268
one710
ComputerMate Claim
Enables AI to control a computer through mouse, keyboard, and screen capture to…
N/A N/A
57269
lvyimu
Enables AI-assisted penetration testing by connecting MCP clients to execute te…
N/A N/A
57270
schwarztim
Enables AI assistants to perform domain reconnaissance using theHarvester OSINT…
57271
Marsmanleo
MarsNMe Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
N/A N/A
57272
halby24
Enables AI assistants to access RenderDoc capture data and assist in graphics d…
N/A N/A
57273
fastmcp-me
MCP server providing seamless integration with Trino and Iceberg for advanced d…
57274
prismicio
Deprecated MCP server for Prismic; users are advised to use the new Prismic CLI…
57275
jakobwennberg
fortnox Claim 1
MCP server for Fortnox Swedish accounting API integration
N/A N/A 75
57276
rev2ret
Model Context Protocol (MCP) server for static C/C++ memory-safety scanning and…
N/A N/A
57277
VisualSentinel
Six-layer website monitoring (uptime, performance, SSL, DNS, visual regression,…
57278
yasg1988
tuvio-vacuum Claim
Enables control of Tuvio/Tuya robot vacuum cleaners via a local hub, supporting…
N/A N/A
57279
fullstackdegen
Converts Lighthouse audits into prioritized implementation backlogs with eviden…
N/A N/A
57280
dick571
suna Claim
N/A N/A 95
57281
Invompt
Invompt MCP Claim
Enables users to interact with Invompt's public invoice API to draft and create…
81
57282
danielrz
investbuddy Claim
LSTM stock predictions with +15.92% alpha over S&P 500. 10-day forecasts & port…
N/A N/A 83
57283
hyperpolymath
Unified MCP for 20 databases: SurrealDB, ArangoDB, Virtuoso, CouchDB, Cassandra…
N/A N/A 95
57284
matsengrp
Provides PDF reading, text search, navigation, and form filling capabilities th…
N/A N/A
57285
fieldcure
outbox Claim
Multi-channel messaging MCP server for Slack, Telegram, Email, KakaoTalk, and D…
N/A N/A
57286
pubspro
Medical Writer's AI Toolkit — 33 expert prompts for pharma medical writing as M…
N/A N/A
57287
AnujF1005
A Windows MCP server that enables AI agents to capture screenshots of open wind…
57288
CerebroChain
The first logistics/WMS MCP server for AI agents. Connect Claude, Cursor, or an…
57289
ikido
Enables fetching and analyzing Toggl time tracking data with intelligent parsin…
81
57290
lkiesow
Provides web search and page fetching capabilities using Ollama's API.
57291
azhang
An MCP server for querying and managing LlamaIndex documents stored in Qdrant v…
57292
SheinbergStudio-Dev
Enables AI assistants to control Adobe After Effects through a standardized MCP…
N/A N/A
57293
mechatronic-solutions-llc
WeatherForensics is a Data as a Service (DaaS) that provides comprehensive hist…
N/A N/A 95
57294
ifmelate
Universal MCP server for extracting text from various document formats includin…
N/A N/A
57295
duvoai
Duvo MCP Claim
Governed retail, FMCG, and CPG operational tools: runs, cases, approvals, audit…
57296
abstractwebunit
Enables AI to search, retrieve, list notes, and get backlinks from a published …
57297
WW-AI-Lab
Enables AI assistants to generate and edit images using Azure OpenAI's gpt-imag…
57298
investbuddy-mcp
Professional-grade stock market analysis and predictions powered by AI, accessi…
N/A N/A 95
57299
elliot-esimdog
Provision global eSIM data plans and real mobile phone numbers for AI agents. 2…
N/A N/A 95
57300
CariotInc
Enables querying Cariot APIs for fleet management data, including alcohol check…
Showing 57251–57300 of 57357 servers