MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9701
Cicatriiz
Enables seamless content conversion between multiple formats including Markdown…
C 67 54 66 47 N/A 28 89 98
9702
meinzeug
MCP AI Bug Helper Claim
Provides emergency coding assistance by querying three AI coding models simulta…
C 67 55 60 71 31 81 82
9703
momer17
Enables AI assistants to manage calendars and tasks through natural language, s…
C 67 55 78 43 24 81 100
9704
DAWNCR0W
affine-mcp-server Claim
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE works…
C 67 66 78 68 0 88 81 97
9705
jonathan-politzki
Official Substack MCP Server
C 66 55 72 46 22 80 100
9706
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
9707
JeongSuKwak
A starter kit for quickly building Model Context Protocol (MCP) servers using t…
C 66 54 66 72 N/A 32 90 59
9708
vitaliiivanovspryker
An MCP server that enables natural language search capabilities for Spryker pac…
C 66 55 55 100 43 83 39
9709
mcgiverdev
A modular MCP server that connects to external APIs, providing tools for weathe…
C 66 55 72 82 25 81 56
9710
randyandrade
AGI MCP Server Claim 1
Enables persistent memory for AI systems by providing tools for episodic, seman…
C 66 55 78 82 33 78 41
9711
kukapay
crypto-indicators-mcp Claim 2
An MCP server providing a range of cryptocurrency technical analysis indicators…
C 66 55 51 100 52 83 39
9712
kshern
image-tools-mcp Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 55 66 87 50 80 40
9713
convertguru
File Convert MCP Server
C 66 55 72 41 39 81 92
9714
kmwebnet
CO2 Sensor MCP Server Claim 1
A Node.js application that provides a JSON-RPC interface to interact with CO2 s…
C 66 54 94 26 N/A 20 95 80
9715
pickstar-2002
MinIO Storage MCP Claim
Enables AI assistants to manage MinIO object storage through comprehensive buck…
C 66 55 72 100 40 81 21
9716
physictim
THSRC MCP Server Claim
Enables real-time Taiwan High Speed Rail (THSRC) information queries including …
C 66 55 54 82 42 81 64
9717
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
9718
BhanuTJ93
Playwright MCP Server Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 66 55 63 83 53 83 40
9719
fancyboi999
A server that allows interfacing with the Chinese social media platform Xiaohon…
C 66 54 62 43 N/A 38 95 88
9720
lourencomaciel
sift-gateway Claim
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-…
C 66 64 90 42 0 86 87 100
9721
GitGuardian
ggmcp Claim
MCP server for scanning and remediating hardcoded secrets using GitGuardian’s A…
C 66 55 84 33 N/A 61 82 67
9722
SunmaiLee
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 66 54 66 70 N/A 26 95 58
9723
l1806858547
TiDB MCP Server Claim 1
A Model Context Protocol server that allows executing SELECT queries on TiDB da…
C 66 55 63 55 25 81 100
9724
Kirandawadi
Connects LLMs like Claude Desktop with Volatility3 forensics framework, enablin…
C 66 54 78 33 N/A 23 95 93
9725
lt012071
Enables secure, read-only access to Firebase Firestore collections and Storage …
C 66 55 76 41 46 82 79
9726
yw449
Enables interaction with Cloudera Machine Learning to manage projects, files, a…
C 66 55 84 40 18 80 95
9727
shengchao73
Meme MCP Server Claim 2
A Model Context Protocol server for managing, searching, and retrieving local m…
C 66 54 65 56 N/A 42 90 71
9728
nishide-dev
ML Research MCP Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 55 72 41 48 83 83
9729
hew
An MCP server that evaluates product designs against Dieter Rams' 10 principles…
C 66 55 39 82 N/A 18 95 90
9730
v9rt3x
CS2 RCON MCP Server Claim 1
A Model Context Protocol server that allows management of Counter-Strike 2 game…
C 66 55 61 41 48 81 100
9731
mapdevsaikat
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
C 66 64 86 73 0 60 83 93
9732
arnaldo-delisio
Engagio MCP Claim
Enables Twitter engagement intelligence by monitoring accounts and topics to id…
C 66 55 72 38 37 78 99
9733
kukapay
whoami-mcp Claim
A lightweight MCP server that tells you exactly who you are.
C 66 54 60 37 N/A 40 90 100
9734
openpoem
spec-score-mcp Claim
Score your specs before feeding them to an LLM. MCP server with radar chart vis…
C 66 64 90 58 0 54 95 100
9735
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
9736
tengmmvp
Enables AI image generation through Volcano Engine's Seedream 4.0 API, supporti…
C 66 55 62 46 72 81 75
9737
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
9738
hassansaadfr
Log Reader MCP Claim 2
An MCP server that provides AI assistants with direct access to application log…
C 66 54 33 60 N/A 60 94 91
9739
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
9740
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
9741
dbhavery
mcplex Claim 2
An MCP server that bridges local Ollama models and ChromaDB vector memory to MC…
C 66 54 57 40 N/A 48 94 93
9742
Mars23003
A streamlined MCP server designed for querying on-call runbooks through an opti…
C 66 55 72 53 24 80 93
9743
ridrisa
Odoo-MCP Claim 1
Enables interaction with Odoo ERP systems through XML-RPC, providing access to …
C 66 55 72 38 45 78 95
9744
EbonyLouis
Fetches and tracks content from YouTube channels, RSS feeds, and GitHub release…
C 66 55 66 82 N/A 24 95 50
9745
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 55 60 100 22 81 54
9746
T1Trit
Enables comprehensive control and automation of Yandex Browser, including tab m…
C 66 55 84 100 N/A 26 87 11
9747
beekmarks
WASM MCP Server Claim 1
This server enables running a Model Context Protocol in a web browser with func…
C 66 55 78 60 21 77 83
9748
siddhantbajaj
Shopify MCP Server Claim 1
This MCP server connects clients with Shopify store data, enabling retrieval of…
C 66 55 78 41 35 81 87
9749
punkpeye
mcp-animal-of-the-day Claim 1
Explore a new amazing animal every single day!
C 66 55 36 87 N/A 45 95 65
9750
Hroerkr
A fully self-hosted MCP server that integrates the Mem0 framework to provide pe…
C 66 54 68 32 N/A 34 90 100
Showing 9701–9750 of 66484 servers
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