MCP Server Quality Scores

Independent quality analysis of 60909 public MCP servers

60909
Discovered
29967
Scored
2112
Verified
16953
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
26951
barflotek
Bellink MCP Server Claim
Connects AI assistants to over 30 business tools like Gmail, Slack, and Airtabl…
C 67 34 64 53 81
26952
AIDataNordic
Semantic search over 4.6 million text chunks from 20,000+ classical philosophy …
C 67 34 70 43 81
26953
nouzui2007
Enables natural language book searches using the Google Books API to retrieve d…
C 67 34 80 27 81
26954
DevinChen2014
Read-only MCP bridge for Xiaohongshu / XHS / RedNote social media insights: sea…
C 67 34 64 53 81
26955
brobin002
Create disposable email inboxes, extract OTP codes in 15 languages, and receive…
C 67 34 78 30 81
26956
frenoid
A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn …
C 67 34 64 53 81
26957
slideless-ai
Slideless Claim 1
List, share, upload, and manage Slideless HTML presentations from any MCP host.
C 67 34 78 30 81
26958
Zandiexoder
Enables CODESYS development assistance via MCP, including curated guidance, Str…
C 67 34 66 50 81
26959
xanderscannell
A GitHub template for packaging any Model Context Protocol (MCP) server as an i…
C 67 34 72 42 81
26960
manuelariasfz
soulprint Claim
Decentralized KYC identity protocol for AI agents. Proves there's a verified hu…
C 67 34 72 40 81
26961
paulplee
ppb-mcp Claim
Exposes queryable GPU inference benchmark data (quantization, throughput, VRAM,…
C 67 34 64 53 81
26962
BarackNdenga
AI Optimizer MCP Claim 1
A multi-task MCP server for AI code optimization and testing that integrates wi…
C 67 34 66 50 81
26963
andreahlert
flyte-mcp Claim 1
Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin i…
C 67 34 66 49 81
26964
mitchmolstad
Household-aware kitchen brain for AI agents: manage pantry inventory with fresh…
C 67 34 54 69 81
26965
ClawHub-core
5min BTC trading signals for polymarket and other prediction markets
C 67 34 72 39 81
26966
boranesn
devflow-mcp Claim
A production-ready MCP server that provides AI assistants with comprehensive Gi…
C 67 34 72 40 81
26967
Thezenmonster
mcp-trust-guard Claim
Security middleware for MCP servers. Trust-based access control, rate limiting,…
C 66 34 64 51 81
26968
akkilesh-a
A self-hosted Model Context Protocol server for Microsoft To Do. The key proble…
C 66 34 72 38 81
26969
CodeDreamer06
Unstop MCP Server Claim
Enables users to discover and search for Unstop hackathons through features lik…
C 66 34 76 29 81
26970
luis-dominguez-stori
Enables querying OpenTelemetry logs stored in OpenSearch across development and…
C 66 34 72 35 81
26971
joeseesun
An MCP server that automates converting diverse content sources like WeChat art…
C 66 34 55 66 81
26972
arrivets
Arkiv MCP Server Claim
Enables AI agents to query entities from Arkiv database chains using a SQL-like…
C 66 34 72 35 81
26973
GRChetanReddy
Exposes internal employee directories and project management systems to AI mode…
C 66 34 78 27 81
26974
vidursharma202-del
threadline-mcp Claim 2
MCP server for Threadline — persistent memory and context layer for AI agents. …
C 66 34 75 30 81
26975
aymanshaikh
stackadapt-mcp Claim 1
An MCP server for querying StackAdapt's GraphQL API. Gives AI assistants like C…
C 66 34 61 53 81
26976
mbeauv
mcp-trello Claim 2
MCP server for Trello integration, enabling management of workspaces, boards, l…
C 66 34 65 47 81
26977
lumishoang
OpenRouter MCP Server Claim 1
An MCP server for discovering and querying over 300 AI models available on Open…
C 66 34 67 45 81
26978
TETRA-2023
open-webui-mcp Claim
Exposes OpenWebUI's admin REST API as an MCP server, enabling administrative op…
C 66 34 54 68 81
26979
formforai
FormFor MCP Server Claim
Enables AI clients to create multi-field forms, send approval requests via emai…
C 66 34 72 35 81
26980
magnusquest
Provides access to the Start.gg GraphQL API for querying tournament information…
C 66 34 60 55 81
26981
MeteorGeminy
Docs Vector MCP Claim
Enables AI agents to semantically search GitHub repository documentation by aut…
C 66 34 72 38 81
26982
VedAstro
World's first Vedic Astrology MCP Server — connect Claude, ChatGPT, Cursor, or …
C 66 34 76 29 81
26983
carlosalvite
featuriq Claim
Connect your AI assistant to Featuriq — the product feedback and roadmap tool f…
C 66 34 72 35 81
26984
thenutritrackerapp-creator
NutriBalance Claim
Calculate TDEE & macro targets, look up food nutrition data, generate meal plan…
C 66 34 72 35 81
26985
dtjohnson83
Enables AI assistants to analyze weld photos for quality scoring and identify c…
C 66 34 72 35 81
26986
aliivaezii
KPI-Lens Claim 2
An MCP server for supply chain intelligence that enables conversational queryin…
C 66 34 61 56 81
26987
windborne
zulipmcp Claim
Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real…
C 66 34 66 48 81
26988
Dexter-DAO
opendexter Claim 1
An MCP server that enables AI agents to search, pay for, and call paid APIs usi…
C 66 34 61 53 81
26989
GeiserX
Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables …
C 66 34 60 55 81
26990
weatherapicom
WeatherAPI MCP Server Claim 1
Real-time weather, forecasts, astronomy, marine data for 200+ countries
C 66 34 78 27 81
26991
paulieb89
PyP6Xer MCP Server Claim
Enables AI assistants to analyze Primavera P6 XER files for insights into criti…
C 66 34 72 36 81
26992
TerminallyLazy
sharp-on-fhir-mcp Claim
A clean-room SHARP-on-MCP compliant FHIR R4 MCP server that enables AI agents t…
C 66 34 78 27 81
26993
NarukeAlpha
research-publish Claim 1
MCP server for publishing markdown AI research entries to a Convex database. Su…
C 66 34 61 53 81
26994
locomotive-agency
MCP server for Google Search Console API that enables querying search analytics…
C 66 34 51 70 81
26995
Alishark14
dutch-gov-mcp Claim
An unofficial MCP server providing access to Dutch government open data from da…
C 66 34 60 55 81
26996
moxiespirit
curistat-mcp Claim
Futures volatility intelligence MCP server for ES, NQ, and related products. Pr…
C 66 34 66 48 81
26997
virtuowhizsalesforce-tech
A FastAPI-based MCP server designed for Salesforce Agentforce Registry integrat…
C 66 34 78 25 81
26998
ComputeGauge
Provides cost intelligence and a reputation scoring system to help AI agents op…
C 66 34 66 46 81
26999
roilanrodriguez55
An extensible MCP server for database operations that supports PostgreSQL for m…
C 66 34 72 35 81
27000
deepgram
Deepgram MCP Claim 1
Provides AI editors with access to Deepgram's speech-to-text transcription and …
C 66 34 48 78 81
Showing 26951–27000 of 60909 servers
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