MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10351
donovan-jasper
sl-mcp Claim 2
MCP server for Sapling (sl) version control
C 65 54 47 60 N/A 37 90 90
10352
gregpriday
Memory MCP Claim 1
An MCP server that provides AI assistants with persistent, semantic memory usin…
C 65 55 45 100 35 81 56
10353
instructa
A Model Context Protocol implementation for managing and serving AI prompts wit…
C 65 54 68 50 N/A 22 95 82
10354
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 55 53 66 24 82 93
10355
ishaangupta-YB
A template for deploying custom MCP servers on Cloudflare Workers without authe…
C 65 55 56 70 24 81 83
10356
XiangWanggithub
Enables AI assistants to manage Gmail accounts through natural language for tas…
C 65 55 60 43 43 80 100
10357
kpetrovsky
Enables Claude to search and analyze Obsidian vault content using ripgrep with …
C 65 54 60 38 N/A 45 95 86
10358
saurabhsharma2u
search-console-mcp Claim 1
MCP server for Google Search Console. Includes sites, sitemaps, analytics, and …
C 65 54 49 38 N/A 80 83 87
10359
dreyfus92
An MCP server that provides AI assistants with access to Astro documentation, e…
C 65 54 63 40 N/A 20 95 100
10360
krzemienski
Shannon MCP Claim
A comprehensive Model Context Protocol server for Claude Code that provides pro…
C 65 55 66 100 24 81 38
10361
benhaotang
A server that provides access to Mathematica documentation through FastMCP, ena…
C 65 54 66 35 N/A 36 95 88
10362
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 54 54 72 N/A 41 92 58
10363
berlinbra
A Model Context Protocol server for reading and analyzing binary files, with in…
C 65 54 75 41 N/A 16 95 87
10364
xander557
A template for deploying unauthenticated MCP servers on Cloudflare Workers that…
C 65 54 48 68 N/A 27 95 82
10365
scarletlabs-ai
Votars MCP Claim
Votars is the world's smartest multilingual meeting assistant, designed for voi…
C 65 55 62 57 16 82 98
10366
prometheus-protocol
The trust layer for the open agentic web—giving AI agents a passport, a bank ac…
C 65 55 84 43 N/A 52 81 60
10367
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 54 57 41 N/A 39 95 90
10368
mohalmah
Provides integration with the Google Apps Script API, allowing management of sc…
C 65 55 78 82 25 81 40
10369
worbsmse1029-cpu
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 65 54 66 65 N/A 27 95 58
10370
tjackiet
Integrates bitbank's cryptocurrency market data with Claude to provide advanced…
C 65 55 72 55 35 81 74
10371
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10372
fnlearner
Fetches and structures Ant Design v4 component documentation into JSON format, …
C 65 54 42 51 N/A 46 95 94
10373
Coykto
Debug MCP Claim 1
A debugging gateway for distributed systems that provides 17 tools for interact…
C 65 55 72 33 49 78 93
10374
isaacgounton
A Model Context Protocol server that integrates with Brave Search API to provid…
C 65 55 57 66 23 81 88
10375
mohdhaji87
Exposes Nmap network scanning capabilities through a Model Context Protocol (MC…
C 65 55 66 82 N/A 29 95 40
10376
gotalab
A server that enables executing and validating SQL queries against Google BigQu…
C 65 55 60 100 20 81 47
10377
alDuncanson
Provides tools to query, search, and list Google Calendar events using the Mode…
C 65 55 54 40 66 76 99
10378
ravikant1918
Upstox MCP Server Claim 1
A MCP server exposing Upstox market, technical, and account data as MCP tools f…
C 65 55 57 43 N/A 61 80 88
10379
Yutarop
ros-mcp Claim
MCP server that supports ROS2 topics, services, and actions communication, and …
C 65 54 66 38 N/A 47 84 89
10380
stucchi
Italy OpenData Claim
Italian open data: municipalities, provinces, regions, postal codes, coordinate…
C 65 54 66 33 N/A 29 95 99
10381
BlackSand-Software
HubSpot MCP Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 55 62 82 53 81 42
10382
serkan-ozal
Driflyte MCP server which lets AI assistants query topic-specific knowledge fro…
C 65 66 82 70 0 64 81 100
10383
tadas-github
a2asearch-mcp Claim 1
Search 10,000+ AI agents, MCP servers, and CLI tools via A2ASearch from any MCP…
C 65 55 94 0 N/A 49 81 99
10384
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10385
basicbill
Provides real-time access to official aviation weather data including METARs, T…
C 65 55 72 41 25 82 96
10386
instructa
mcp-starter Claim
A super simple Starter to build your own MCP Server
C 65 55 66 100 N/A 45 95 2
10387
monteslu
vibe-eyes Claim
description: "An MCP server that enables LLMs to 'see' what's happening in br…
C 65 55 72 70 N/A 54 90 31
10388
awwaiid
An MCP server for basic local taskwarrior usage (add, update, remove tasks)
C 65 54 59 55 N/A 44 77 90
10389
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 55 45 62 35 82 98
10390
atilaahmettaner
Real-time crypto & stock screening, advanced technical indicators, Bollinger Ba…
C 65 54 66 33 N/A 55 84 89
10391
Xsaven
Vector Memory MCP Claim 1
A secure vector-based memory server that provides persistent semantic memory fo…
C 65 54 60 36 N/A 48 90 90
10392
juliengrelet
Enables interaction with the Wisembly API to fetch and manage event data, inclu…
C 65 55 54 100 23 81 53
10393
samson-art
transcriptor-mcp Claim 1
Transcriptor MCP is your choice when you need transcripts and metadata for AI, …
C 65 66 75 71 0 81 80 93
10394
vgnshiyer
Apple Books MCP Server
C 65 54 62 15 N/A 62 95 100
10395
JahidHasanCO
DeviceMCP Claim
Provides cross-platform device information including system specs, battery stat…
C 65 54 54 47 N/A 27 95 100
10396
tamago-labs
XRPL MCP Claim
Enables interaction with XRP Ledger blockchain for managing wallets, creating a…
C 65 55 54 68 28 76 95
10397
pwh-pwh
cal-mcp Claim 1
An MCP server for Mathematical expression calculation
C 65 54 51 47 N/A 41 90 95
10398
fatwang2
search1api-mcp Claim
Search via search1api (requires paid API key)
C 65 66 84 68 0 74 81 91
10399
abel9851
mcp-server-mariadb Claim 1
An mcp server that provides read-only access to MariaDB.
C 65 54 61 27 N/A 58 90 91
10400
Three-Little-Birds
Enables control system analysis and testing through PID controller evaluation a…
C 65 55 48 70 45 81 79
Showing 10351–10400 of 30006 servers
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