MCP Server Quality Scores

Independent quality analysis of 33790 public MCP servers

33790
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13251
Dalejan
Enables querying volleyball match, team, and tournament data from VolleyballWor…
C 58 54 48 37 N/A 25 95 83
13252
emi-dm
PubMed MCP Server Claim
Enables searching and retrieving detailed information from PubMed articles usin…
C 58 55 60 30 26 81 90
13253 C 58 64 78 45 0 48 88 88
13254
weiwarren
Provides comprehensive documentation about AWS AgentCore framework to GenAI too…
C 58 54 56 22 N/A 21 95 93
13255
SpringMT
A Model Context Protocol (MCP) compliant server that allows Large Language Mode…
C 58 55 48 35 41 81 86
13256
vanman2024
Enables AI assistants to interact with the Multilead platform for lead manageme…
C 58 66 90 47 0 36 81 92
13257
ish-joshi
A minimal server for controlling Canon cameras remotely via the Canon Camera Co…
C 58 54 54 36 N/A 16 89 89
13258
TheTailorRetailored
LaTeX MCP Server Claim
A server that enables compilation of LaTeX documents to PDF and management of r…
C 58 55 66 33 18 80 86
13259
Yuki10Kobayashi
A Model Context Protocol server that integrates with VOICEVOX engine to provide…
C 58 54 33 50 N/A 46 87 79
13260
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 54 60 0 N/A 45 89 99
13261
NguyenHuynhPhuVinh
GachaMCP Claim
A Python MCP server that helps AI interact with Gacha games through screenshot …
C 58 54 54 28 N/A 18 95 89
13262
mongodb-developer
MongoDB MCP Server Claim
Provides read-only access to MongoDB databases for LLMs to inspect collection s…
C 58 66 84 61 0 22 81 89
13263
AndreaRettaroli
Enables AI agents to autonomously request services from other specialized agent…
C 58 55 62 33 25 81 81
13264
nomi982
Stock-MCP Claim
Provides real-time A-share (Chinese stock market) data through AKShare integrat…
C 58 55 50 27 47 81 89
13265
MBratkowski
Koleo MCP Server Claim 1
An MCP server that provides access to the Koleo API for Polish train timetables…
C 58 55 45 42 30 80 93
13266
shwetalsoni
Provides tools for interacting with Jupyter notebooks, allowing users to read, …
C 58 54 48 33 N/A 21 95 89
13267
mayur11235
A testing environment for MCP server setup and client-server interactions, allo…
C 58 54 50 20 N/A 22 95 99
13268
theonlypal
Voice Loop MCP Claim
Enables hands-free voice conversations with Claude using real-time speech recog…
C 58 54 54 23 N/A 24 95 88
13269
BACH-AI-Tools
Ioc Search MCP Server Claim 1
Enables comprehensive threat analysis for Indicators of Compromise (IoCs) inclu…
C 58 55 54 60 45 78 48
13270
JunLovin
Said MCP Claim 1
A MCP server that provides real-time weather information for any city through a…
C 58 55 41 52 23 81 89
13271
datastax
astra-db Claim 1
An MCP server for Astra DB workloads
C 58 64 35 65 0 72 94 98
13272
yossi-lee
Md2svg-mcp Claim
Converts Markdown text into customizable SVG images, supporting elements like h…
C 58 54 54 45 N/A 23 95 63
13273
smatiolids
Astra MCP Server Claim
Enables interaction with DataStax Astra DB through the Model Context Protocol. …
C 58 55 72 58 71 81 4
13274
AgileLuminary
A Model Context Protocol server that connects AI clients to the Agile Luminary …
C 58 66 67 66 0 42 81 90
13275
skudskud
A proof-of-concept server implementing the Model Context Protocol that enables …
C 58 55 62 32 15 81 93
13276
leonwgc
Ant Design MCP Server Claim 1
Provides access to Ant Design component library documentation and information f…
C 58 66 80 50 0 37 84 98
13277
renyumeng1
mcp-scholar Claim
"mcp\_scholar" is a Python-based tool for searching and analyzing Google Schola…
C 58 54 50 31 N/A 28 91 89
13278
hollaugo
Analyze stocks with summaries, price targets, and analyst recommendations. Trac…
C 58 66 96 38 0 26 81 100
13279
mrchris2000
Enables work item management in DevOps Plan systems, allowing users to create, …
C 58 66 60 68 0 53 76 99
13280
Pablo-Davila
Provides Pokemon information from PokeAPI including stats, types, height, and w…
C 58 55 62 32 19 81 89
13281
nguyenlegravityglobal
A tool that integrates Figma with Cursor through the Model Context Protocol, al…
C 58 55 60 36 19 81 88
13282
lochgeo
kube-mcp Claim 1
An MCP server that enables interaction with Kubernetes/Minikube clusters throug…
C 58 55 35 68 38 81 64
13283
pollinations
An experimental MCP gateway that provides specialized LLM enhancement prompts b…
C 58 54 54 27 N/A 26 95 84
13284
skemacms
The official Model Context Protocol server for Skema CMS, enabling AI clients t…
C 58 66 78 50 0 41 82 100
13285
lethain
Systems MCP Claim 1
An MCP server that allows users to run and visualize systems models using the l…
C 58 54 37 30 N/A 47 90 90
13286
SpaceStation09
Provide a data feed of Blockbeats RSS to large language models, enabling them t…
C 58 54 52 27 N/A 13 95 95
13287
llanterme
Country MCP Server Claim
A modular MCP server that provides tools for looking up country and state infor…
C 58 54 48 27 N/A 18 95 100
13288
mkamranr
A demonstration MCP server that provides basic utility tools including hello wo…
C 58 55 54 20 36 81 100
13289
RBLPaul-coder
MCP Calculator Claim 1
A simple Model Context Protocol (MCP) server that provides basic calculation fu…
C 58 55 72 25 24 83 80
13290
kukapay
bitcoin-utxo-mcp Claim 1
An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and bloc…
C 58 55 45 27 38 83 100
13291
thisdot
Secure Docusign Navigator integration for AI assistants to access and analyze a…
C 58 66 94 10 0 75 80 100
13292
SYNTAAI
Enables AI assistants to perform real-time SAP security audits and risk assessm…
C 58 55 66 10 43 80 93
13293
koido
gnomAD MCP Server Claim
Provides a programmatic interface to the Genome Aggregation Database (gnomAD) A…
C 58 55 48 27 43 82 91
13294
lsfusion
lsfusion-mcp Claim
Enables RAG-powered documentation search using OpenAI embeddings and Pinecone v…
C 58 55 54 30 28 81 96
13295
upamune
human-mcp Claim 1
An MCP server that allows AI assistants to utilize human capabilities by sendin…
C 58 54 47 25 N/A 43 92 86
13296
TanukiMCP
Provides AI agents with simplified task management through a 4-step workflow (c…
C 58 55 66 25 25 81 85
13297
rprashar21
A demonstration server showcasing MCP capabilities with basic tools including a…
C 58 55 56 30 24 83 93
13298
rvkrishna13
A conversational AI server that enables users to search Wikipedia and retrieve …
C 58 54 44 38 N/A 18 95 89
13299
clipsense
Enables AI-powered analysis of mobile app bug videos through screen recordings.…
C 58 66 90 56 0 26 81 90
13300
whobcode
Provides a secure interface for AI assistants to interact with penetration test…
C 58 54 60 31 N/A 21 95 78
Showing 13251–13300 of 33790 servers
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