MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13301
LaraArias
MCP-Saptiva Claim 1
An MCP server for interacting with Saptiva AI's suite of models, offering capab…
C 58 6⁄6 ◉ ⏳ 69 70 0 30 81 93
13302
PONMANIAN-SA
WhatsApp MCP Claim 1
A Model Context Protocol server that enables interaction with WhatsApp through …
C 58 5⁄5 ◉ ⏳ 73 0 — 37 81 100
13303
emi-dm
PubMed MCP Server ⚡ Claim
Enables searching and retrieving detailed information from PubMed articles usin…
C 58 5⁄5 ◉ ⏳ 60 30 — 26 81 90
13304
JunLovin
Said MCP ⚡ Claim 1
A MCP server that provides real-time weather information for any city through a…
C 58 5⁄5 ◉ ⏳ 41 52 — 23 81 89
13305
ryaker
appstore-connect-mcp ⚡ Claim 3
MCP server for Apple Store Connect API integration with OAuth authentication su…
C 58 6⁄4 ◉ ⏳ 85 66 0 45 50 99
13306
koido
gnomAD MCP Server ⚡ Claim
Provides a programmatic interface to the Genome Aggregation Database (gnomAD) A…
C 58 5⁄5 ◉ ⏳ 48 27 — 43 82 91
13307
yvain13
Enables interaction with ServiceNow CMDB tables through a Model Context Protoco…
C 58 5⁄4 ◉ ⏳ 56 33 N/A 16 95 85
13308
Search-Atlas-Group
SearchAtlas ⚡ Claim
SEO, content generation, PPC, keyword research, site auditing, authority buildi…
C 58 6⁄4 ◉ ⏳ 60 72 0 54 75 91
13309
ctvidic
Strava MCP Server ⚡ Claim 2
A Model Context Protocol server that enables language models to interact with S…
C 58 5⁄5 ◉ ⏳ 45 43 — 31 78 92
13310
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 5⁄5 ◉ ⏳ 64 27 — 16 80 98
13311
a-ddollar-cs
An educational example demonstrating how to build MCP servers in Python using F…
C 58 5⁄4 ◉ ⏳ 48 22 N/A 29 95 98
13312
leonwgc
Ant Design MCP Server ⚡ Claim 1
Provides access to Ant Design component library documentation and information f…
C 58 6⁄6 ◉ ⏳ 80 50 0 37 84 98
13313
xjxjin
A database query service that enables users to search and retrieve data from Po…
C 58 5⁄5 ◉ ⏳ 54 47 — 22 80 82
13314
SupenBysz
Gitea MCP Tool ⚡ Claim 1
Enables AI assistants to interact with Gitea repositories through intelligent t…
C 58 6⁄6 ◉ ⏳ 78 55 0 51 82 83
13315
brkhrdt
tidbits-memory ⚡ Claim
Enables AI agents to record and rank learnings, facts, and methods through a co…
C 58 5⁄5 ◉ ⏳ 62 22 — 27 83 90
13316
llanterme
Country MCP Server ⚡ Claim
A modular MCP server that provides tools for looking up country and state infor…
C 58 5⁄4 ◉ ⏳ 48 27 N/A 18 95 100
13317
Sreedeep-SS
An MCP server that enables AI assistants to access up-to-date documentation for…
C 58 5⁄5 ◉ ⏳ 41 41 — 40 81 89
13318
joedank
Enables web scraping, crawling, and content extraction through Crawl4AI Docker …
C 58 5⁄5 ◉ ⏳ 54 38 — 22 81 89
13319
mkamranr
A demonstration MCP server that provides basic utility tools including hello wo…
C 58 5⁄5 ◉ ⏳ 54 20 — 36 81 100
13320
SMYB5431
Enables interaction with Bilibili (哔哩哔哩) through its API, supporting video sear…
C 58 5⁄5 ◉ ⏳ 62 32 — 21 82 86
13321
arrrggghhh
Enables AI assistants to fetch and analyze transcripts from YouTube videos usin…
C 58 5⁄5 ◉ ⏳ 60 25 — 23 84 94
13322
Yuki10Kobayashi
A Model Context Protocol server that integrates with VOICEVOX engine to provide…
C 58 5⁄4 ◉ ⏳ 33 50 N/A 46 87 79
13323
mohsenil85
restic-mcp ⚡ Claim 1
An MCP server that enables AI assistants to manage restic backups, including li…
C 58 5⁄4 ◉ ⏳ 45 30 N/A 30 90 94
13324
jincai
RootData MCP Server ⚡ Claim 1
A Model Context Protocol server that allows AI assistants like Claude to direct…
C 58 5⁄4 ◉ ⏳ 41 41 N/A 19 92 94
13325
IgorGanapolsky
rlhf-feedback-loop ⚡ Claim
RLHF feedback loop for AI agents. Capture feedback, block mistakes, export DPO …
C 58 6⁄4 ◉ ⏳ 90 0 0 87 95 89
13326
narinzar
Handles SQL query execution for a natural language interface to SQLite database…
C 58 5⁄4 ◉ ⏳ 72 25 N/A 34 88 65
13327
im-knots
the-academy Claim
A Socratic dialogue engine for AI agents.
C 58 6⁄4 ◉ ⏳ 92 30 0 42 90 91
13328
shwetalsoni
Provides tools for interacting with Jupyter notebooks, allowing users to read, …
C 58 5⁄4 ◉ ⏳ 48 33 N/A 21 95 89
13329
burningion
Geoapify MCP Server ⚡ Claim 1
Converts addresses to GPS coordinates and creates map visualizations using the …
C 58 5⁄5 ◉ ⏳ 60 32 — 19 81 92
13330
TanukiMCP
Provides AI agents with simplified task management through a 4-step workflow (c…
C 58 5⁄5 ◉ ⏳ 66 25 — 25 81 85
13331
JoseGarayar
Enables AI assistants to manage employee data through a REST API with full CRUD…
C 58 5⁄4 ◉ ⏳ 48 25 N/A 24 95 94
13332
zlatanpham
Anki MCP Server ⚡ Claim
Enables AI assistants to manage Anki flashcard decks and cards through natural …
C 58 6⁄6 ◉ ⏳ 66 66 0 55 81 87
13333
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 5⁄4 ◉ ⏳ 60 0 N/A 45 89 99
13334
renyumeng1
mcp-scholar ⚡ Claim
"mcp\_scholar" is a Python-based tool for searching and analyzing Google Schola…
C 58 5⁄4 ◉ ⏳ 50 31 N/A 28 91 89
13335
RBLPaul-coder
MCP Calculator ⚡ Claim 1
A simple Model Context Protocol (MCP) server that provides basic calculation fu…
C 58 5⁄5 ◉ ⏳ 72 25 — 24 83 80
13336
EdenYavin
Garak-MCP ⚡ Claim 1
MCP Server For Garak LLM Vulnerability Scanner https://github.com/EdenYavin/Gar…
C 58 5⁄5 ◉ ⏳ 51 20 — 49 76 100
13337
mayur11235
A testing environment for MCP server setup and client-server interactions, allo…
C 58 5⁄4 ◉ ⏳ 50 20 N/A 22 95 99
13338
StepanCooleague
file-finder-mcp ⚡ Claim 2
A MCP server that allows searching for files in the filesystem based on path fr…
C 58 5⁄4 ◉ ⏳ 63 56 N/A 20 92 46
13339
netologist
Bear Notes MCP Server ⚡ Claim 1
A Model Context Protocol server that provides Claude with access to search, ret…
C 58 5⁄4 ◉ ⏳ 47 31 N/A 21 95 92
13340
HyprerNova
An MCP server that integrates with the Zerodha KiteConnect API to facilitate pr…
C 58 5⁄5 ◉ ⏳ 29 70 — 29 71 92
13341
hirofumitorato
Discover anime and manga titles through keyword searches to find your next favo…
C 58 6⁄6 ◉ ⏳ 90 74 0 30 81 60
13342
woyaxnini
mcp-max-messenger ⚡ Claim 1
An MCP server for MAX Messenger (Russia's national messenger by VK) that enable…
C 58 5⁄4 ◉ ⏳ 69 0 — 41 82 99
13343
Warnes-Innovations
obo-mcp ⚡ Claim 1
An MCP server designed for managing One-By-One (OBO) review sessions through sp…
C 58 5⁄4 ◉ ⏳ 45 31 N/A 30 92 92
13344
nguyenlegravityglobal
A tool that integrates Figma with Cursor through the Model Context Protocol, al…
C 58 5⁄5 ◉ ⏳ 60 36 — 19 81 88
13345
ch1nhpd
An MCP server that integrates various penetration testing tools, enabling secur…
C 58 5⁄4 ◉ ⏳ 59 26 N/A 16 95 88
13346
kickflow
Enables interaction with the kickflow workflow management API through MCP, supp…
C 58 6⁄6 ◉ ⏳ 50 65 0 80 80 87
13347
taciturnaxolotl
traverse ⚡ Claim
Enables AI models to generate interactive, clickable code walkthrough diagrams …
C 58 6⁄6 ◉ ⏳ 78 57 0 46 80 85
13348
ish-joshi
A minimal server for controlling Canon cameras remotely via the Canon Camera Co…
C 58 5⁄4 ◉ ⏳ 54 36 N/A 16 89 89
13349
mrchris2000
Enables work item management in DevOps Plan systems, allowing users to create, …
C 58 6⁄6 ◉ ⏳ 60 68 0 53 76 99
13350
Luis-CJr
A Model Context Protocol server that provides a variety of jokes and humorous c…
C 58 5⁄5 ◉ ⏳ 45 17 — 55 83 100
Showing 13301–13350 of 69135 servers
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