MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25863
Scored
1565
Verified
16957
Complete

Last updated 2 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7401
avarant
A server that enables vector and keyword search capabilities in Typesense datab…
B 70 55 74 52 41 80 98
7402
JexinSam
MSSQL MCP Server Claim 1
A Model Context Protocol server that enables secure and structured interaction …
B 70 55 75 48 64 69 96
7403
rakeshgangwar
Provides Formula One data and statistics through a Model Context Protocol inter…
B 70 55 78 100 46 78 35
7404
ArtixZ
MCP Google Maps Claim
Provides access to Google Maps functionality including places search, geocoding…
B 70 55 78 61 25 81 95
7405
rodrigoai
Enables creating and managing customer records via an external API with Bearer …
B 70 55 84 58 24 80 92
7406
kukapay
bridge-rates-mcp Claim
Delivering real-time cross-chain bridge rates and optimal transfer routes to on…
B 70 55 66 58 43 83 97
7407
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 55 71 60 36 81 95
7408
DibyaRanjan1
A remote Model Context Protocol server that extracts YouTube video transcripts …
B 70 55 62 66 48 80 90
7409
MissionSquad
MCP server for fetching, parsing, and managing RSS feeds. Features Fetch and p…
B 70 55 63 100 57 81 40
7410
egoughnour
code-firewall-mcp Claim
Structural similarity-based code filter. Stops malicious code pattern reaching …
B 70 54 72 30 N/A 71 84 98
7411
anhkhoa289
MCP Playground Claim 1
A demonstration MCP server supporting both Stdio and SSE transports, providing …
B 70 55 72 83 47 81 55
7412
amornpan
Model Context Protocol server that provides seamless access to Google Calendar …
B 70 55 78 72 15 81 90
7413
m-siles
An MCP server for navigating thought processes using branches, supporting thoug…
B 70 55 71 57 50 80 87
7414
mytechnotalent
An AI-driven MCP server that autonomously interfaces with Malware Bazaar, deliv…
B 70 54 64 42 N/A 55 95 94
7415
qingpengchen2011
Enables compilation and serving of Manim animations through natural language. S…
B 70 54 78 56 N/A 19 95 90
7416
genieincodebottle
rag-app-on-aws Claim
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Ge…
B 70 54 70 46 N/A 47 89 94
7417
Amit-Lakhani
An MCP-compatible server that provides tools for integrating selected Postman A…
B 70 55 78 67 23 81 89
7418
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7419
sangokp
mcp-toolselect Claim 1
An MCP server that recommends specific tools for tasks by learning from usage p…
B 70 54 71 47 N/A 42 92 92
7420
JamesUnlocked
A template/boilerplate MCP server for building custom tools and integrations th…
B 70 54 66 65 N/A 19 95 92
7421
Magic-Sauce
Enables generation of various chart types (bar, line, pie, radar, etc.) using Q…
B 70 55 94 82 42 81 32
7422
satomic
Enables text-to-image generation and image editing using Azure AI Foundry model…
B 70 55 96 46 22 80 93
7423
deso-protocol
A comprehensive Model Context Protocol server that transforms Cursor's AI assis…
B 70 55 86 60 23 81 88
7424
Tikous
Controls a real Chrome browser to navigate web pages and extract text content w…
B 70 54 72 62 N/A 21 91 93
7425
Solvro
Enables querying a Neo4j knowledge graph about Wroclaw University of Science an…
B 70 55 68 67 34 81 94
7426
wopal-cn
A Model Context Protocol server that provides real-time hot trending topics fro…
B 70 55 75 87 43 82 51
7427
LeomaiaJr
WOL MCP Server Claim
Provides read-only access to the Watchtower Online Library (WOL) with advanced …
B 70 55 76 51 53 82 84
7428
semihbugrasezer
Etsy SEO Generator Claim
Generates complete SEO-optimized Etsy product listings including titles, descri…
B 70 55 88 38 43 81 91
7429
knmurphy
Facilitates secure and type-safe interactions with both v1 and v2 of the Glide …
B 70 55 90 100 17 81 37
7430
wallacetju
Stock Data MCP Server Claim 3
Provides comprehensive stock market data across US, Hong Kong, and Chinese mark…
B 70 55 84 91 28 82 44
7431
warrenzhu25
Enables AI assistants to manage Google Cloud Dataproc clusters and jobs through…
B 70 55 78 37 55 81 97
7432
flagify-com
Integrates Security Orchestration, Automation and Response (SOAR) platform capa…
B 70 55 90 40 50 81 85
7433
MarySuneela
Provides AI tools with access to Visa's Product Design System resources, includ…
B 70 55 78 91 N/A 23 95 44
7434
aaearon
A production-ready Model Context Protocol (MCP) server for CyberArk Privilege C…
B 70 54 94 41 N/A 36 92 77
7435
2389-research
Provides social media functionality for AI agents, enabling them to login with …
B 70 55 84 46 38 81 95
7436
zkyko
A FastAPI-based server that provides a web UI for uploading, processing, and an…
B 70 54 78 56 N/A 18 95 91
7437
AnisurRahman06046
Enables e-commerce shop owners to query their business data using natural langu…
B 70 55 72 71 N/A 24 80 90
7438
abdqum
Manage Supabase projects end to end across database, auth, storage, and realtim…
B 70 54 86 41 N/A 29 95 88
7439
aliiqbal208
Medium MCP Server Claim
Enables AI assistants to interact with Medium's platform for publishing, updati…
B 70 55 68 68 24 81 98
7440
dkpoulsen
Enables interaction with the Flutter SDK by providing tools to analyze and appl…
B 70 55 78 100 N/A 18 95 36
7441
pablof7z
MCP-NOSTR Claim
A bridge that enables AI language models to publish content to the Nostr networ…
B 70 55 60 70 46 76 94
7442
michaelwaves
Enables access to the Hugging Face Hub API to search and retrieve information a…
B 70 55 84 91 28 80 49
7443
SailFish-Finance
An MCP server that provides tools for interacting with EDUCHAIN, allowing Claud…
B 70 55 75 100 48 69 48
7444
NightTrek
Facilitates interactive software development planning by managing tasks, tracki…
B 70 55 86 83 47 81 41
7445
binalyze
A Node.js server implementing Model Context Protocol (MCP) that enables natural…
B 70 55 62 82 51 77 73
7446
doronaviguy
Provides real-time information about Ethereum addresses across multiple chains …
B 70 55 80 62 23 81 92
7447
YeomYuJun
Tibero MCP Server Claim 1
Enables AI applications to securely connect to and interact with Tibero databas…
B 70 55 80 53 39 74 100
7448
qso-graph
wspr-mcp Claim
WSPR beacon analytics MCP server. Band openings, path analysis, solar correlati…
B 70 54 66 55 N/A 38 92 92
7449
fjing1
Enables AI-powered natural language stock market queries with real-time data fr…
B 70 55 86 51 19 81 99
7450
whbfxy
Enables fetching, searching, and summarizing WeChat public account articles thr…
B 70 54 72 61 N/A 33 90 84
Showing 7401–7450 of 33449 servers
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