MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14551
alexeydubinin
HH JIRA MCP Server Claim 3
A Model Context Protocol server that enables integration with JIRA, allowing us…
D 50 54 45 30 N/A 19 87 63
14552
richardadonnell
privacy-mcp Claim 1
An MCP server that enables users to manage Privacy.com virtual cards, track tra…
D 50 64 57 35 0 25 95 89
14553
noomgithub2020
A Model Context Protocol server that delivers various types of jokes (Chuck Nor…
D 50 66 33 55 0 41 81 100
14554
Brunwo
A remote MCP server implementation that integrates with Stripe, enabling AI ass…
D 50 66 48 67 0 21 81 83
14555
AiAgentKarl
eu-company-mcp-server Claim 1
MCP server for EU company and business data. 9 tools: company search (GLEIF, 2M…
D 50 55 49 0 27 83 94
14556
jeneen24
A multi-functional AI agent with an Arabic legal chatbot, Google search capabil…
D 50 54 44 22 N/A 16 95 67
14557
angrysky56
Memvid MCP Server Claim 1
A Model Context Protocol server that encodes text, PDFs, and other content into…
D 50 55 33 27 25 76 92
14558
grocco
Remote MCP Server Claim
A Cloudflare Workers-based implementation of the Model Context Protocol (MCP) s…
D 50 66 54 57 0 21 81 81
14559
eatenbywo1ves
Advanced server for simulating financial models and stochastic processes, offer…
D 50 55 46 22 21 81 77
14560
boluoyanshu
A server that integrates with Claude to merge facial images with ID photo backg…
D 50 55 48 17 16 81 82
14561
MSAdministrator
Enrichment MCP Server Claim 1
A Model Context Protocol server that enables users to perform third-party enric…
D 50 55 51 20 16 81 79
14562
davanstrien
An unofficial MCP server that provides semantic search capabilities for Hugging…
D 50 66 60 33 0 40 81 92
14563
adw1029
An MCP server hosted on AWS Lambda that provides tools for retrieving user prof…
D 50 55 27 20 25 81 100
14564
tonih23
Enables AI agents to search and analyze clinical trial data from ClinicalTrials…
D 50 55 38 22 19 81 91
14565
adi2355
ResumeTailor Claim 1
An MCP server that enables users to automatically tailor LibreOffice resumes by…
D 50 55 45 33 19 72 79
14566
squidlerio
@squidlerio/mcp Claim
An MCP proxy that connects AI clients to the remote Squidler MCP server while p…
D 50 66 78 10 0 32 80 98
14567
Isaac-theori
Character Counter Claim
Count occurrences of any character in text with precision. Quickly check freque…
D 50 54 50 31 N/A 27 95 42
14568
SlideSpeak
Slidespeak Claim
Generate PowerPoint presentations using the Slidespeak API
D 50 66 76 10 0 44 81 90
14569
langchain-ai
An MCP server that provides tools to load and fetch documentation from any llms…
D 50 66 53 25 0 66 81 90
14570
MShekow
Returns the latest package / dependency / tool versions for Python, NPM, Go, Do…
D 50 66 60 10 0 67 81 94
14571
xiaobenyang-com
Chess Claim 1
An MCP server that provides chess FEN (Forsyth Edwards Notation) symbol validat…
D 50 64 57 68 0 45 95 35
14572
Citedy
Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analy…
D 50 66 66 10 0 63 81 91
14573
davibauer
COTI MCP Server Claim
Enables AI applications to interact with the COTI blockchain for private token …
D 50 66 78 10 0 52 76 92
14574
stefanstranger
MCP Server for retrieving Signal messages using signal-export logic.
D 50 54 27 22 N/A 19 95 88
14575
wenjiazhu
Provides offline, high-accuracy OCR capabilities for images and PDFs using macO…
D 50 64 42 41 0 32 95 92
14576
aiwithbenefits
MCP Memory Claim 1
An MCP server that gives AI assistants the ability to remember user information…
D 50 66 51 58 0 24 81 82
14577
tmzmfldkqls
Test MCP Server Claim
A simple MCP server combining FastMCP and LangGraph that enables AI agent inter…
D 50 55 48 17 24 81 79
14578
wgong
Explore, query, and inspect SQLite databases with ease. List tables, preview re…
D 50 66 62 28 0 42 81 91
14579
sleipner42
MatMCP Claim
Enables AI assistants to interact with Mathem.se, a Swedish online grocery stor…
D 50 64 68 23 0 22 95 89
14580
132262B
Provides guidelines for writing proper apologies based on the situation, relati…
D 50 55 42 22 25 81 78
14581
allanhale
Enables read-only access to NORA dashboard data from Upstash Redis, covering OK…
D 50 55 48 0 25 80 98
14582
Attilio81
MCP Public APIs Claim 1
An MCP server that indexes the public-apis catalogue, allowing LLMs to search a…
D 50 55 45 0 27 82 99
14583
signnow
Enables developers to interact with SignNow API for document signing workflows,…
D 49 64 39 25 0 66 95 83
14584
answerlink
An all-in-one MCP server providing complete AI agent capabilities including fil…
D 49 66 54 42 0 36 80 86
14585
daniel8824-del
A Python-based MCP server that collects, analyzes, and visualizes forest fire o…
D 49 54 48 31 N/A 36 82 46
14586
asigdel29
Remote MCP Server Claim
A template for deploying MCP servers on Cloudflare Workers with OAuth authentic…
D 49 66 54 57 0 21 81 77
14587
torshepherd
Compiler Explorer MCP Claim 1
A Model Context Protocol server that connects LLMs to the Compiler Explorer API…
D 49 64 23 62 0 27 95 94
14588
demomagic
Explore blockchain data across addresses, tokens, blocks, and transactions. Inv…
D 49 66 68 31 0 26 81 87
14589
ahmadsl
ChartPane Claim
Renders interactive Chart.js charts and dashboards inline in AI conversations.
D 49 66 66 10 0 59 81 88
14590
Abhishek3689
Weather MCP Server Claim
Enables AI assistants to fetch real-time weather data, forecasts up to 10 days,…
D 49 66 48 33 0 39 82 98
14591
Amila-Deshan
Enables deploying MCP servers on Cloudflare Workers with OAuth authentication a…
D 49 66 54 60 0 26 80 70
14592
saurabhlalsaxena
Enables deploying a Model Context Protocol (MCP) server on Cloudflare Workers w…
D 49 66 54 60 0 21 81 77
14593
akarnik23
Enables access to GitHub repositories and data through the GitHub API. Supports…
D 49 66 48 46 0 22 81 96
14594
redaphid
MCP Memory Claim 1
An MCP server that enables clients like Cursor, Claude, and Windsurf to remembe…
D 49 66 39 58 0 29 81 93
14595
Verodat
Verodat MCP Server Claim 1
An MCP server that integrates Verodat's data management capabilities with AI sy…
D 49 64 77 0 0 41 95 85
14596
akarnik23
Enables interaction with Spotify's music catalog through natural language conve…
D 49 66 48 46 0 22 81 100
14597
gepappas98
mcprice ⚡ MCP Server for real-time stock & crypto prices in Claude Desktop / Cu…
D 49 55 42 0 27 81 98
14598
RelayPlane
RelayPlane Claim 1
Enables efficient AI workflow orchestration by chaining multi-step LLM operatio…
D 49 66 78 62 0 27 76 41
14599
motorboy1
Send friendly greetings by name. Discover the origin story of 'Hello, World' fo…
D 49 66 42 50 0 26 81 100
14600
mantrakp04
A template for deploying a Model Context Protocol server on Cloudflare Workers …
D 49 66 54 55 0 26 81 77
Showing 14551–14600 of 57357 servers
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