MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12451
KatherLab
STAMP Claim
Solid Tumor Associative Modeling in Pathology
C 61 64 68 55 0 75 87 92
12452
anishadesai5
Pokemon MCP Server Claim
Enables users to fetch detailed Pokémon data, build tournament squads, and simu…
C 61 55 62 31 30 81 97
12453
armand0e
Enables AI-powered searches through a local Perplexica instance with multiple f…
C 61 64 78 52 0 59 95 88
12454
Kentaro121
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 61 55 48 68 24 81 78
12455
ahtishamdilawar
Connects AI assistants to the FAST-NUCES Flex Student Portal, enabling students…
C 61 54 54 38 N/A 24 91 96
12456
anvikasa
Enables interaction with Cisco network devices through the RADKit SDK, allowing…
C 61 55 54 35 45 81 93
12457
smhajimirzaei
An intelligent continuous integration server that provides automated Python cod…
C 61 55 60 31 37 81 93
12458
vjsr007
MCP Index Notes Claim
Enables indexing and retrieving notes with full-text search using SQLite, plus …
C 61 55 72 57 32 81 51
12459
Whitemarmot
markly Claim
Add text or logo watermarks to images via the Markly.cloud API. Batch supported.
C 61 64 72 66 0 51 83 94
12460
Ratnaditya-J
csvglow Claim 1
Generate beautiful self-contained HTML dashboards from CSV/Excel files with int…
C 61 54 64 0 N/A 66 89 95
12461
wpnbos
Buienradar MCP Server Claim 1
Fetches precipitation forecasts for any location using Buienradar and integrate…
C 61 55 60 40 23 83 94
12462
2022124030jc
Date-MCP Server Claim
A Model Context Protocol service that handles date and time conversions for Chi…
C 61 55 54 55 22 83 85
12463
scka-de
ecb-mcp Claim
ECB data for AI agents — rates, yields, inflation, money supply, and 100+ datas…
C 61 55 72 0 63 81 96
12464
jacewalker
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 61 55 48 66 24 81 80
12465
mrrobotke
A Model Context Protocol service that wraps Django's migration commands as MCP …
C 61 55 60 48 18 81 91
12466
lztrifunovic
A serverless implementation of Model Context Protocol on Cloudflare Workers tha…
C 61 55 48 68 21 81 80
12467
eluc1a
MCP News Server Claim
A server providing access to news articles from various categories including te…
C 61 55 78 26 22 81 88
12468
NitinUdasin
MCPServerDemo Claim
A demonstration server that implements JSON-RPC 2.0 methods for basic arithmeti…
C 61 54 54 30 30 89 100
12469
ACSGenUI
Enables access to AEM block metadata by reading structured information from blo…
C 61 54 56 25 N/A 28 95 100
12470
Praeses0
Lutris MCP Server Claim
Enables AI assistants to browse, search, and manage a Lutris Linux gaming libra…
C 61 54 68 0 N/A 56 91 97
12471
Yoshua-Carrera
Python MCP Server Claim
A demonstration MCP server built with fastmcp that provides basic utility tools…
C 61 54 60 30 N/A 26 95 91
12472
0xHashy
fathom-fyi Claim
Financial intelligence for AI agents. 31 tools across 8 data sources — regime, …
C 61 55 84 0 42 81 98
12473
ashley-ha
MCP Browser Agent Claim
A browser automation agent that enables Claude to interact with web browsers th…
C 61 54 54 31 N/A 42 87 90
12474
honeybluesky
Unipile MCP Server Claim 1
Enables AI models to interact with messages from various messaging platforms (M…
C 61 66 84 65 0 36 81 97
12475
curtis-d-williams
A deterministic, network-free MCP server for validating repository release hygi…
C 61 54 54 22 N/A 50 95 90
12476
ciJaein
Basic MCP Server Claim
A minimal template MCP server demonstrating basic tools, resources, and prompts…
C 61 55 54 66 27 81 71
12477
Luko248
This server integrates with Mozilla Developer Network (MDN) documentation to su…
C 61 66 78 62 0 53 81 93
12478
antfu
nuxt-mcp-dev Claim
MCP server helping models to understand your Vite/Nuxt app better.
C 61 64 62 50 0 79 95 93
12479
voxmenthe
Enables intelligent code analysis and search across repositories using the Code…
C 61 54 60 27 N/A 47 84 87
12480
marcinwyszynski
Enables interaction with Featurebase API to manage feature requests, feedback p…
C 61 66 90 63 0 41 81 88
12481
rkmonarch
SVM-MCP Claim 1
A Model Context Protocol server that connects Claude AI with SOON and other SVM…
C 61 55 39 55 27 81 100
12482
maplehilllabs
Enables Claude to search, retrieve, and analyze Lifelogs from Limitless AI thro…
C 61 66 73 70 0 54 80 93
12483
arebury
Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, …
C 61 66 78 72 0 51 81 86
12484
mcp-ag2
Giphy MCP Server Claim
This is an auto-generated Multi-Agent Conversation Protocol server that enables…
C 61 55 60 45 21 81 91
12485
Orchardxyz
Mammoth MCP Server Claim
Converts Microsoft Word DOCX files to clean, semantic HTML with support for pre…
C 61 64 66 60 0 56 95 91
12486
faizan45640
An MCP server that enables AI assistants to access and interact with Google Cla…
C 61 55 45 68 45 76 72
12487
baselab-me
Enables AI agents to create and post signal coins on the Base blockchain throug…
C 61 66 78 72 0 50 80 87
12488
ofryma
Enables AI assistants to perform penetration testing and security assessments b…
C 61 55 72 31 40 69 90
12489
tuncer-byte
Memory Bank MCP Claim 1
An MCP server that helps teams create, manage, and access structured project do…
C 61 54 55 62 N/A 35 90 57
12490
tomkingchen
A deployable authentication-free MCP (Model Context Protocol) server on Cloudfl…
C 61 55 48 65 22 81 82
12491
tizee
MCP-Server-IETF Claim 1
A Model Context Protocol server that enables Large Language Models to search an…
C 61 55 45 38 42 84 98
12492
piotrpalek
MCP Think Tool Claim 1
An MCP server implementation of Anthropic's Think Tool prompt engineering techn…
C 61 55 39 100 18 81 55
12493
notsedano
A Model Context Protocol server that provides comprehensive Formula One racing …
C 61 55 39 91 54 81 38
12494
mohamedaadhil96
Fetches real-time official documentation for LangChain, LlamaIndex, and OpenAI …
C 61 55 60 40 27 81 94
12495
mikeysrecipes
Logseq MCP Tools Claim 1
A Model Context Protocol server that enables AI agents to interact with a local…
C 61 54 39 37 N/A 41 95 95
12496
fedekrenn
Weather MCP Server Claim
Enables users to get current weather information for any city using the Open-Me…
C 61 55 48 50 30 81 93
12497
pl974
Enables interaction with the Internet Archive's Wayback Machine to save web pag…
C 61 66 78 66 0 47 81 97
12498
isakskogstad
KB MCP Server Claim
Provides access to Sweden's National Library (Kungliga biblioteket) open APIs, …
C 61 55 62 43 25 80 86
12499
gooapps
Integrates GitIngest to generate context files from public and private GitHub r…
C 61 55 48 57 25 81 88
12500
aadarshjain
Enables exploration and querying of PostgreSQL databases through natural langua…
C 61 55 68 33 34 81 83
Showing 12451–12500 of 56925 servers
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