MCP Server Quality Scores

Independent quality analysis of 46593 public MCP servers

46593
Discovered
29552
Scored
2112
Verified
16952
Complete

Last updated 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5951
MiguelAlvRed
Store Scraper MCP Claim 1
Enables querying and retrieving data from App Store and Google Play Store, incl…
B 72 55 84 100 35 81 41
5952
axelterrier
Plex Assistant MCP Claim
Enables users to manage and control their Plex media library through natural la…
B 72 55 78 66 21 81 100
5953
hotjoebq
MCP Stdio Server Claim 1
A Model Context Protocol server that provides tools for mathematical calculatio…
B 72 54 77 53 N/A 24 95 100
5954
satinath-nit
AI assistant application that integrates FastMCP server with MongoDB Atlas know…
B 72 54 72 60 N/A 21 95 99
5955
K02D
Enables comprehensive analysis of CSV files and SQLite databases through tools …
B 72 55 60 82 N/A 22 95 90
5956
KazKozDev
Web search, content extraction, PDF parsing, plus datetime and geolocation tool…
B 72 54 100 30 N/A 75 95 58
5957
jschoemaker
driftguard-mcp Claim 1
MCP server for DriftGuard — exposes AI conversation drift scores and session he…
B 72 55 69 75 N/A 30 95 80
5958
iamkhanwasim
Enables AI applications to perform basic mathematical operations like addition …
B 72 55 84 51 37 81 100
5959
liorfranko
mcp-chain-of-thought Claim 1
mcp-chain-of-thought
B 72 55 88 75 54 81 54
5960
mlaugharn
cli-mcp Claim 1
Enables adding and running arbitrary CLI commands through natural language, wit…
B 72 54 86 56 N/A 18 95 87
5961
dili414
ControlAPI-MCP Claim 2
An MCP server that dynamically converts any OpenAPI or REST API into MCP tools,…
B 72 55 77 55 48 82 95
5962
thesammykins
notify_me_mcp Claim
Enables sending rich notifications to Discord and/or Slack webhooks with automa…
B 72 55 66 82 41 81 82
5963
scald
A Model Context Protocol server that connects to the Tesla Fleet API, allowing …
B 72 55 81 67 53 74 80
5964
vinnividivicci
Integrates Claude with Wave Accounting to automate expense tracking and income …
B 72 54 86 40 N/A 34 95 94
5965
dennypradipta
Enables date and time operations including formatting, arithmetic, comparisons,…
B 72 55 74 60 45 81 96
5966
BretMeraki
Extracts and summarizes learning content from YouTube videos, PDFs, and web art…
B 72 55 78 100 N/A 21 95 44
5967
ClawPact
Connects AI agents to the ClawPact marketplace, enabling them to discover tasks…
B 72 55 72 72 32 77 97
5968
kitan23
Enables AI-powered querying and management of documentation through markdown fi…
B 72 55 60 74 47 81 94
5969
gpartin
CryptoGuardClient Claim 1
Per-transaction deterministic crypto validator for AI trading agents. Validate …
B 72 66 84 66 42 74 80 87
5970
sudenurozturkk
Provides real-time weather data from Open-Meteo API, mathematical calculations,…
B 72 55 78 73 24 81 89
5971
lundgrenalex
Provides access to FishBase marine biology data including species information, …
B 72 55 86 100 23 81 46
5972
pipethedev
Connects AI assistants to Supabase projects, enabling them to manage tables, qu…
B 72 55 84 65 44 81 79
5973
RSS3-Network
RSS3 MCP Server Claim 2
An MCP server implementation that integrates the RSS3 API, allowing users to qu…
B 72 55 65 100 60 81 47
5974
Phenomenai-org
Phenomenai Claim 1
Look up, search, cite, and contribute to Phenomenai — a living glossary of AI p…
B 72 54 76 33 66 90 98
5975
Lokiec752
Enables automatic discovery and fast searching of translation files in projects…
B 72 54 78 58 N/A 30 92 94
5976
naki0227
auto-cm-director Claim
An autonomous video director that generates promotional videos for software pro…
B 72 54 84 52 N/A 33 90 90
5977
PranshuSrivastava
inspect-logs-mcp Claim
Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation lo…
B 72 55 68 74 N/A 24 95 90
5978
Cleversoft-IT
This TypeScript-based MCP server implements a simple notes system, allowing the…
B 72 55 94 58 20 80 94
5979
rock913
An MCP server that enables large language models to interact directly with Mong…
B 72 55 75 58 43 81 98
5980
gto1seoul
MCP OpenAI Server Claim 1
Enables Claude to directly invoke OpenAI's chat models (GPT-4o, GPT-4o-mini, o1…
B 72 55 96 33 49 80 96
5981
serranom
My MCP Server Claim 1
An extensible TypeScript-based MCP server designed for Claude Code with a modul…
B 72 54 78 66 N/A 29 87 86
5982
stefanoshea
RLM Tools Claim
Persistent Python sandbox for token-efficient codebase exploration in MCP clien…
B 72 54 66 60 N/A 53 88 92
5983
GuoChen-thlg
iconfont-mcp Claim
Enables searching, downloading, and managing SVG icons from iconfont.cn, China'…
B 72 55 72 72 38 80 89
5984
Tobarrientos2
Neo4j MCP Server Claim 1
An implementation for managing Neo4j graph database operations through the Mode…
B 72 55 96 67 17 69 96
5985
firetix
A Model Context Protocol server providing security vulnerability intelligence t…
B 72 55 75 55 48 82 98
5986
HZYAI
RAGScore Claim
Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.
B 72 54 82 40 N/A 79 75 89
5987
rishipradeep-think41
This MCP server integrates with Google Drive to allow listing, reading, and sea…
B 72 55 78 66 36 80 92
5988
lostspace003
Connects Microsoft Copilot Studio to Azure SQL Databases, enabling natural lang…
B 72 55 88 62 25 77 94
5989
Janus-06
An MCP server implementation for interacting with self-hosted Confluence Data C…
B 72 54 71 66 27 95 91
5990
sandriaas
Provides comprehensive access to Google Search Console data with enhanced analy…
B 72 55 88 58 27 81 96
5991
karthiknarayankotha
MarkLogic MCP Server Claim 2
A Model Context Protocol server for MarkLogic that enables CRUD operations and …
B 72 55 71 82 42 74 84
5992
ethereumfollowprotocol
Enables comprehensive GitHub project management automation including creating/m…
B 72 55 82 68 31 76 89
5993
vdmeu
registrum-mcp Claim 2
UK Companies House data via the Registrum API — search companies, get enriched …
B 72 55 74 100 39 83 50
5994
armanzeroeight
A server that enables interaction with Octopus Deploy through the Model Context…
B 72 55 80 43 53 81 100
5995
DynamicEndpoints
Enables interaction with Microsoft Bookings through the Microsoft Graph API to …
B 72 55 78 66 23 81 100
5996
awee1453
RSS-MCP Claim
Professional RSS/Atom feed management system with AI-powered analytics includin…
B 72 55 66 60 64 81 88
5997
shanyang-me
Publish, search, and manage Xiaohongshu (Little Red Book) content via MCP tools.
B 72 54 76 41 N/A 47 95 99
5998
GongRzhe
Quickchart-MCP-Server Claim 2
An MCP server for generating customizable data visualizations using QuickChart.…
B 72 55 79 63 47 80 84
5999
microsoft
mcp-for-beginners Claim
This open-source curriculum introduces the fundamentals of Model Context Protoc…
B 72 54 90 25 N/A 57 90 95 JU
6000
tuanpham197
Enables LLMs to search and read files in local and GitHub repositories, analyze…
B 72 55 84 100 29 81 45
Showing 5951–6000 of 46593 servers
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