MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9851
dealfluence
adeu Claim
Automated DOCX Redlining Engine
C 66 54 60 23 N/A 70 95 90
9852
steveswain14
This MCP server verifies that an agent’s claimed tool output matches the actual…
C 66 54 68 35 N/A 44 95 85
9853
Alec2435
Provides an interactive Python REPL environment that maintains persistent sessi…
C 66 54 86 22 N/A 23 95 93
9854
mateusdata
A TypeScript-based MCP server that enables users to interact with Prometheus me…
C 66 55 66 60 28 80 90
9855
teddylee777
An open-source MCP server that provides applications like Cursor, Windsurf, and…
C 66 54 68 31 N/A 46 95 91
9856
alanedavis
A Model Context Protocol server for Marketing Connect AI integrations that prov…
C 66 55 63 58 24 81 94
9857
HeshamFS
Provides AI assistants with access to materials science databases, enabling sea…
C 66 55 60 41 47 82 100
9858
khgs2411
Memvid MCP Server Claim
Enables AI agents to use persistent, file-based memory through Memvid, supporti…
C 66 54 54 60 N/A 32 89 92
9859
yw449
Enables interaction with Cloudera Machine Learning to manage projects, files, a…
C 66 55 84 40 18 80 95
9860
isaacwasserman
mcp-vegalite-server Claim 1
Generate visualizations from fetched data using the VegaLite format and rendere…
C 66 54 78 45 N/A 26 77 96
9861
hedera-dev
A server that interfaces with the Hedera Testnet Mirror Node API, converting it…
C 66 55 72 56 19 80 89
9862
vitaliiivanovspryker
An MCP server that enables natural language search capabilities for Spryker pac…
C 66 55 55 100 43 83 39
9863
openSVM
An MCP server implementation that enables access to DexScreener API data, provi…
C 66 55 69 83 42 81 42
9864
Khushi-c-sharma
Enables AI assistants to manage personal expenses through natural conversation,…
C 66 54 76 30 N/A 24 95 96
9865
rhein1
Agent-to-agent marketplace where AI agents discover, invoke, and pay for servic…
C 66 64 90 70 0 62 83 91
9866
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
9867
atlanhq
atlan-mcp-server Claim 1
MCP server for interacting with Atlan services including asset search, updates,…
C 66 55 59 41 73 84 81
9868
kozokaAI
AS400 MCP Server Claim
Enables development support for AS400/IBM i systems by providing read-only acce…
C 66 55 66 41 67 80 78
9869
sidharthrajaram
MCP Weather Server Claim 1
This SSE-based MCP server allows users to connect and interact with National We…
C 66 55 84 36 28 81 92
9870
scriptstar
Provides personalized Data Engineering learning updates by fetching recent news…
C 66 55 70 100 21 81 38
9871
rfdez
Retrieve daily PVPC electricity tariffs for 2.0 TD consumers, published by Red …
C 66 66 76 75 0 83 82 91
9872
joe-watkins
magentaa11y Claim
MCP server providing accessibility criteria from MagentaA11y
C 66 64 78 72 0 54 95 99
9873
BACH-AI-Tools
NASA MCP Server Claim 1
Provides standardized access to 20+ NASA data sources including astronomy pictu…
C 66 55 62 83 55 81 40
9874
mapdevsaikat
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
C 66 64 86 73 0 60 83 93
9875
deeppath-ai
mcp-crew-risk Claim
Performs comprehensive crawler compliance risk assessment for webpages, evaluat…
C 66 55 50 57 48 82 93
9876
mcfredrick
tenkai-mcp Claim
Search Tenkai Daily AI news for open-source releases, papers, and tools. Update…
C 66 54 48 61 N/A 24 92 98
9877
alvii147
piston-mcp Claim
MCP server that lets LLMs execute code through the Piston remote code execution…
C 66 55 70 27 53 81 100
9878
RusianHu
Enables high-quality conversion of SVG files to PNG, ICO, and JPG formats with …
C 66 55 62 100 N/A 39 92 23
9879
Mtar786
Example MCP Server Claim
A minimal Node.js Model Context Protocol server that exposes two simple tools (…
C 66 55 60 82 N/A 23 95 59
9880
neeraj15022001
Curl MCP Server Claim 2
A Model Context Protocol server that provides secure curl command execution cap…
C 66 55 63 65 22 77 96
9881
alexesom
Enables AI agents to search the web, crawl websites, and perform intelligent RA…
C 66 55 88 27 42 81 84
9882
ChristianKowalczyk
Weather MCP Server Claim
Provides real-time weather updates and city geocoding by integrating the Nomina…
C 66 55 54 60 26 83 100
9883
convertguru
File Convert MCP Server
C 66 55 72 41 39 81 92
9884
khushiiagrawal
MCP Research Server Claim 1
A Model Context Protocol server that provides tools for searching arXiv papers …
C 66 55 73 55 24 81 85
9885
markgregg
Analyzes runtime data objects to suggest optimal UI component instructions for …
C 66 54 60 52 N/A 32 95 83
9886
cloud-aspect
Config MCP Server Claim
Enables AI assistants to search documentation, read and update configuration fi…
C 66 55 54 100 N/A 26 95 43
9887
cyberbalsa
A Model Context Protocol server that enables querying and analyzing Wazuh secur…
C 66 55 57 100 22 81 53
9888
designly1
MCP Medium Server Claim
Enables AI assistants to publish posts to Medium with support for drafts, tags,…
C 66 55 56 82 23 81 75
9889
ExactDoug
Fetch MCP Server Claim 1
Enables retrieval and processing of web page content for LLMs by converting HTM…
C 66 55 64 58 31 81 88
9890
serima
Twitter MCP Server Claim
Provides tools for accurate Twitter/X post character counting, validation, and …
C 66 55 78 47 31 83 82
9891
mskim8717
Dooray MCP Server Claim
A server that enables management of schedules through the Dooray API, allowing …
C 66 55 68 60 36 81 79
9892
harish-anandaramanujam
Python based with all 29 tools that's available to developers from National Par…
C 66 54 60 52 N/A 37 95 82
9893
luxiaolei
Tiger MCP Claim
Enables trading and market analysis through Tiger Brokers API integration. Prov…
C 66 55 72 38 46 81 93
9894
baranwang
Trends Hub Claim 3
A MCP server that aggregates hot trends and rankings from various Chinese websi…
C 66 55 53 74 67 80 58
9895
tengmmvp
Enables AI image generation through Volcano Engine's Seedream 4.0 API, supporti…
C 66 55 62 46 72 81 75
9896
PetrefiedThunder
mcp-census Claim 1
Provides access to the US Census Bureau API, allowing AI agents to retrieve dem…
C 66 55 54 63 32 82 93
9897
kkjdaniel
BGG MCP provides access to the BoardGameGeek API through the Model Context Prot…
C 66 66 94 66 0 74 70 100
9898
gongjiaben
A powerful speech-to-text MCP server that supports multiple audio formats and r…
C 66 54 54 68 N/A 22 95 82
9899
securityfortech
secops-mcp Claim
All-in-one security testing toolbox that brings together popular open source to…
C 66 54 76 27 N/A 48 89 86
9900
cornelcroi
Enables AI assistants to calculate French individual income tax and retrieve cu…
C 66 55 78 82 35 81 41
Showing 9851–9900 of 57580 servers
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