MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12851
cloudera
Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to …
C 60 55 54 25 49 76 98
12852
jasonlcs
Enables interaction with Waferlock Robot services through a public REST API bri…
C 60 66 78 70 0 29 81 100
12853
arjunprabhulal
mcp-flight-search Claim 1
MCP Server implementation for the Model Context Protocol (MCP) enabling AI tool…
C 60 55 67 21 N/A 44 81 89
12854
script-dragonmkop8t
Provides AI agents with real-time cryptocurrency news and media updates sourced…
C 60 55 42 40 44 80 100
12855
DevAdalat
Colab MCP Claim 1
A Model Context Protocol server that enables users to control and interact with…
C 60 55 39 57 42 81 81
12856
VaishnaviK23
Trading MCP Server Claim
Enables fetching real-time stock prices from Yahoo Finance through Claude AI's …
C 60 55 60 22 36 82 100
12857
luziadev
luzia Claim
Real-time crypto prices from Binance, Coinbase, Kraken, OKX, and Bybit
C 60 66 67 75 0 56 69 99
12858
mengbi-super
A FastMCP-based tool for analyzing logback log files to detect code defects and…
C 60 54 48 42 N/A 27 95 84
12859
Won-ahamada
keris_edumcp Claim 1
C 60 66 78 68 0 56 80 77
12860
ZohaibCodez
Comprehensive tools for discrete mathematics: logic, algorithms, number theory,…
C 60 54 72 61 N/A 33 92 30
12861
lopisan
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools fo…
C 60 55 66 31 28 80 90
12862
pinion05
Claude Code can't do everything well. This MCP covers Claude Code's weaknesses …
C 60 54 42 50 N/A 20 87 100
12863
DekaCube
A minimal, dockerized template for creating HTTP-based Model Context Protocol s…
C 60 55 60 35 16 81 100
12864
henrysouchien
EdgarParser MCP Claim
MCP stdio server for source-backed SEC EDGAR financial data from the hosted Edg…
C 60 55 72 42 N/A 33 80 63
12865
rfteles97
Enables fetching jokes from multiple APIs including Chuck Norris jokes, Dad jok…
C 60 55 60 17 47 81 100
12866
mrwan84
WinCC Unified MCP XT Claim 1
An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via Grap…
C 60 55 33 71 24 76 95
12867
ali-bouali
Enables interaction with Saudi government services through the Absher platform,…
C 60 55 60 33 19 80 100
12868
BrockReece
Enables programmatic creation of Whimsical diagrams from Mermaid markup generat…
C 60 55 66 82 28 81 28
12869
king-of-the-grackles
AI-powered Reddit intelligence for market research and competitive analysis. Di…
C 60 66 88 43 0 57 80 94
12870
coffee-fuelled-code
mcp-pageshot Claim
Paste a URL to see exactly how it renders as a social card on Twitter, LinkedIn…
C 60 55 72 0 53 81 96
12871
LiusCraft
A Model Context Protocol server that enables large language models to interact …
C 60 55 39 68 22 76 88
12872
tmstack
A secure database query service built on FastMCP framework that allows users to…
C 60 55 56 46 23 81 89
12873
kdkiss
Enables searching for job listings on the German job portal Stepstone.de with m…
C 60 66 100 58 0 22 80 86
12874
itsablabla
Personal home automation server integrating unified messaging (Beeper), home se…
C 60 66 84 67 0 30 81 91
12875
Ansvar-Systems
spanish-law-mcp Claim
Spanish legislation via MCP — full-text search across statutes and provisions
C 60 64 90 36 0 45 95 91
12876
simplifier-ag
simplifier-mcp Claim 2
MCP Server for Simplifier - manage Connectors, BusinessObjects, Datatypes and l…
C 60 54 81 40 N/A 62 83 29
12877
thoughtspot
mcp-server Claim 1
MCP Server for ThoughtSpot - provides OAuth authentication and tools for queryi…
C 60 66 77 68 0 40 81 92
12878
Traia-IO
Enables AI agents and LLMs to interact with the TEST MCP USDT API through stand…
C 60 55 68 41 24 80 76
12879
gvfullstack
Enables interaction with the hosted PacedLoop API to manage workflows and monit…
C 60 55 86 0 27 81 98
12880
JackKuo666
medRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…
C 60 55 70 30 16 83 93
12881
rhamsagar-sf
Enables semantic search and question-answering over FAQ documents using RAG (Re…
C 60 55 54 51 22 81 88
12882
arjunkmrm
Get real-time bus arrival times for any Singapore bus stop by code, with option…
C 60 66 72 70 0 31 83 100
12883
arnstarn
mcp-server-spotinst Claim 1
MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters…
C 60 55 69 0 63 81 96
12884
yugabyte
YugabyteDB MCP Server Claim 1
An MCP server implementation that allows Large Language Models to directly inte…
C 60 55 53 28 51 81 90
12885
hamchowderr
Enables interaction with AITable workspaces through comprehensive API access, s…
C 60 66 78 72 0 43 81 86
12886
SunZhi-Will
Fetches website content and converts it to Markdown format with AI-powered cont…
C 60 66 90 65 0 20 80 96
12887
zzenonn
A Python-based template for creating modular command center servers using the M…
C 60 55 62 35 18 81 98
12888
DecisionsDev
Enables AI assistants to access and execute automated decision services from IB…
C 60 66 96 38 0 80 78 77
12889
tmhr1850
Backlog MCP Server Claim
Provides access to Backlog API for project management, issue tracking, and file…
C 60 55 54 87 42 81 26
12890
pfldy2850
Naver MCP Server Claim 1
An MCP server that provides access to Naver OpenAPI services, enabling users to…
C 60 55 39 32 66 80 94
12891
whdghk1907
A Model Context Protocol server providing comprehensive Korean stock market ana…
C 60 55 69 33 34 81 80
12892
yzfly
FullScope-MCP Claim
A comprehensive Model Context Protocol server for content summarization that su…
C 60 55 56 45 22 81 90
12893
ag2-mcp-servers
Sakari MCP Server Claim
A Multi-Agent Conversation Protocol server that enables interaction with the Sa…
C 60 55 60 52 21 80 76
12894
dynamicendpoints
*Updated December 9th 2025** Manage your Microsoft 365 services effortlessly. C…
C 60 54 78 41 N/A 51 90 32
12895
hngkr
MCP Releases Server Claim 1
An MCP server that provides GitHub release information through the Model Contex…
C 60 55 47 46 29 82 93
12896
ref-tools
Provide your AI coding tools with token-efficient access to up-to-date technica…
C 60 66 90 40 0 59 86 88
12897
Totalsolutionsync
Kynver Claim
Unverified AI agents are a growing security risk. Kynver's MCP server brings ag…
C 60 66 78 70 0 28 81 95
12898
re-bruce-wayne
trade-router-mcp Claim 2
Non-custodial Solana swap & limit order engine for AI agents.
C 60 55 78 57 N/A 29 75 45
12899
liguelead
Integrates the LigueLead API to enable sending SMS, Flash SMS, and voice campai…
C 60 55 72 0 53 81 96
12900
R3verseIN
HackerMCP Claim
A module that enables AI assistants to access and utilize common penetration te…
C 60 54 48 25 N/A 42 95 94
Showing 12851–12900 of 67226 servers
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