MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8001
aYon1997
Sends periodic system notifications to remind users to take breaks and move aro…
C 69 55 74 87 N/A 57 95 21
8002
mitjaeichhorn
manus-mcp Claim 2
An MCP server that enables interaction with Google Drive through the Google Clo…
C 69 66 45 86 95 25 80 75
8003
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 69 54 72 73 N/A 32 92 66
8004
mdrafee03
Lokalise MCP Tool Claim 1
An MCP server that enables users to add translation keys to Lokalise projects u…
C 69 55 57 68 47 80 90
8005
JaxsonWang
Docs Query MCP Claim
Enables semantic search and retrieval over local Markdown/MDX documentation usi…
C 69 54 60 58 N/A 56 92 78
8006
90barricade93
A modern MCP server that provides fast, structured access to Microsoft Flight S…
C 69 55 72 66 26 81 92
8007
masseater
MCP Template Claim
A generic template for developing MCP servers with basic examples including ech…
C 69 54 60 60 N/A 40 95 84
8008
davise070893
A Python-based MCP server that extracts football match data from multiple globa…
C 69 55 80 56 22 82 94
8009
vinothvino42
Enables AI assistants to search and retrieve real-time job listings from the Te…
C 69 54 70 55 N/A 19 95 93
8010
lnfi-network
Enables AI assistants to interact with RGB assets, Lightning Network operations…
C 69 55 74 100 28 81 44
8011
hoium
Enables natural language interaction with JumpCloud environments to query users…
C 69 55 74 63 22 81 93
8012
BrowseAI-HQ
BrowserAI-Dev Claim
Evidence-backed web research for AI agents. Real-time search with cited claims,…
C 69 66 94 71 0 79 81 96
8013
aeon-seraph
A server that enables language models to perform web searches through SearXNG u…
C 69 55 72 100 38 81 38
8014
freestylefly
12306-MCP Claim 2
A Model Context Protocol server that allows large language models to search for…
C 69 55 37 100 43 81 80
8015
PratyayRajak
Integrates task management with the Pomodoro Technique, enabling AI assistants …
C 69 55 86 75 N/A 25 95 43
8016
MLValidationDebug
A minimal Model Context Protocol (MCP) server that uses streamable HTTP transpo…
C 69 55 74 57 22 82 100
8017
christophersutton
InstantDB MCP Server Claim 2
Provides a read-only interface for querying InstantDB data with tools to execut…
C 69 54 84 53 N/A 18 87 90
8018
GongRzhe
JSON MCP Server Claim 4
A Model Context Protocol server implementation that enables LLMs to query and m…
C 69 55 77 100 42 69 42
8019
JeremyNixon
MCP Fetch Claim 2
Model Context Protocol server that enables Claude Desktop (or any MCP client) t…
C 69 55 66 82 N/A 42 87 60
8020
Legolasan
Enables Claude to interact with Snowflake data warehouses through natural langu…
C 69 55 78 47 43 76 97
8021
umbra2728
CTFd MCP Server Claim
Enables interaction with CTFd platforms for Capture The Flag competitions, allo…
C 69 55 60 43 70 81 97
8022
bjoernbonk
Implements Solana blockchain functionality for the LetsBonk launchpad, enabling…
C 69 55 84 51 25 81 91
8023
j1c4b
Provides real-time stock data analysis, portfolio management, technical analysi…
C 69 55 84 53 19 81 94
8024
opsmill
infrahub-mcp Claim 1
An MCP server connects your AI assistants to Infrahub using the open MCP standa…
C 69 55 43 71 N/A 73 72 93
8025
Deploya-labs
Compose and send emails directly from your LLM applications without the hassle …
C 69 54 62 66 N/A 21 95 92
8026
Shameerpc5029
Trello MCP Server Claim
Enables seamless integration between Claude and Trello via Nango authentication…
C 69 55 72 62 21 81 100
8027
Angad-2002
Enables managing AI meeting bots that can join, record, transcribe meetings, sp…
C 69 55 78 75 N/A 43 95 43
8028
andy5566w
MCP E-commerce Server Claim 1
A Model Context Protocol server that enables full CRUD operations for e-commerc…
C 69 55 51 60 53 83 100
8029
hencydsouza24
A modular Model Context Protocol server implementation using Express.js that pr…
C 69 55 66 65 26 81 100
8030
TomokiIshimine
Enables seamless integration between Claude AI and Dify Workflow through the Mo…
C 69 55 78 68 32 82 73
8031
sarafina98
Gamma MCP Server Claim
Enables AI-powered generation of presentations, documents, and webpages through…
C 69 55 66 71 24 81 91
8032
openSVM
dflow-mcp Claim
Access real-time and historical https://kalshi.com prediction market data acros…
C 69 55 86 33 N/A 48 81 95
8033
samhyun
Apidog MCP Server Claim
Enables AI tools to search and explore API documentation from Apidog projects o…
C 69 55 90 42 27 81 91
8034
Melostack
Connects IDEs to the Framer and Framer Motion ecosystem by providing animation …
C 69 55 72 95 N/A 30 95 34
8035
NewAITees
Ollama MCP Server Claim 1
A server that enables seamless integration between local Ollama LLM instances a…
C 69 54 78 58 N/A 18 92 87
8036
griifth
Provides browser automation and web scraping capabilities including page naviga…
C 69 54 72 53 N/A 24 95 93
8037
variflight
Provides tools to query flight and train information including flight searches,…
C 69 55 76 63 19 81 93
8038
qso-graph
hamqth-mcp Claim
HamQTH.com MCP server. Free callsign lookup, DX spots, RBN data, SAVP verificat…
C 69 54 78 41 N/A 38 92 92
8039
go-delve
MCP server to communicate with DAP servers allowing AI Agents the ability to de…
C 69 54 84 33 N/A 58 92 75
8040
GuilhermeAumo
MCP Nano Banana Claim
Enables image generation using the Google Gemini API through a simple text prom…
C 69 55 78 47 33 81 100
8041
HaroldFinchIFT
A Model Context Protocol (MCP) server for querying NIST National Vulnerability …
C 69 55 80 36 45 87 92
8042
shrey4500
freshrelease Claim
C 69 54 62 61 N/A 16 95 99
8043
The-Focus-AI
Mastodon MCP Claim 1
A Model Context Protocol server that provides tools for interacting with Mastod…
C 69 55 53 72 50 78 93
8044
alesanabriav7
Enables users to retrieve current weather information for any city location. Pr…
C 69 54 72 47 N/A 22 95 100
8045
stucchi
Domain Check Claim
Check domain availability across 500+ TLDs. Single and bulk checks with UI.
C 69 54 72 41 N/A 34 94 100
8046
VikrantSingh01
adaptive-cards-mcp Claim
Generate, validate, and optimize Adaptive Cards for Teams, Outlook, and Copilot.
C 69 54 90 0 N/A 77 92 90
8047
saasus-platform
Enables searching and retrieving documentation content from SaaSus Platform thr…
C 69 55 66 100 38 81 45
8048
markswendsen-code
southwest Claim 1
MCP server for Southwest Airlines - search flights, manage bookings
C 69 55 79 82 N/A 30 95 40
8049
Lysander72
Playwright MCP Claim 1
Enables browser automation and web page interaction using Playwright's accessib…
C 69 55 54 100 56 81 46
8050
Ratnaditya-J
SpineFrame Claim 1
Governance runtime for AI agents with signed provenance, compliance audits, and…
C 69 55 96 0 N/A 78 81 96
Showing 8001–8050 of 30006 servers
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