MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3701
kylestratis
Enables creating and managing Spotify playlists using natural language with adv…
B 75 55 86 71 41 81 86
3702
KyrieTangSheng
National Park Service API integration providing latest information of park deta…
B 75 55 78 71 49 82 91
3703
FantomaSkaRus1
telegram-bot-mcp Claim
Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bo…
B 75 55 84 82 49 81 71
3704
iamjpsharma
MCP Memory Server Claim 1
A persistent local vector memory server that allows users to store and search p…
B 75 54 84 51 N/A 51 90 96
3705
VetCoders
MCP Server Semgrep Claim 1
A Model Context Protocol compliant server that integrates Semgrep static analys…
B 75 55 90 100 56 81 34
3706
silenceper
mcp-k8s Claim
MCP-K8S is an AI-driven Kubernetes resource management tool that allows users t…
B 75 55 72 53 76 80 100
3707
yoheimuta
protolint-mcp
B 75 55 96 25 79 81 95
3708
microkorg
Codecks MCP Server Claim 1
Enables AI assistants to interact with Codecks project management for querying …
B 75 55 90 65 27 82 96
3709
Hint-Services
MCP Trello Claim
Enables interaction with Trello boards through comprehensive card, list, and bo…
B 75 55 60 73 64 81 100
3710
BurtTheCoder
mcp-maigret Claim 2
MCP server for maigret, a powerful OSINT tool that collects user account inform…
B 75 55 75 65 61 82 92
3711
chennachandrika
A basic example of developing and running serverless Model Context Protocol (MC…
B 75 66 78 75 85 21 81 96
3712
overpod
mcp-telegram Claim
Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching …
B 75 55 76 58 N/A 75 76 92
3713
UBTCodeNinja
Reduces Claude's context window costs by automatically summarizing inactive fil…
B 75 54 90 57 N/A 30 92 93
3714
klara-research
MCP Log Reader Claim 1
A specialized MCP server that helps analyze and debug Model Context Protocol lo…
B 75 54 84 60 N/A 44 90 91
3715
zaeyasa
Access 30+ bioinformatics tools from 14 databases.
B 75 55 92 91 N/A 48 90 39
3716
keithah
Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 speci…
B 75 55 90 100 N/A 29 95 39
3717
jasonjmcghee
claude-debugs-for-you Claim 1
An MCP Server and VS Code Extension which enables (language agnostic) automatic…
B 75 54 75 58 N/A 81 84 82
3718
ajayamal
Weather MCP Server Claim
Provides weather forecasts and active alerts for US locations using the Nationa…
B 75 55 80 71 32 82 100
3719
MikelA92
Enables LLMs to interact with Metabase instances through 33 tools for querying …
B 75 55 92 68 28 81 93
3720
vzeman
Odoo MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with Odo…
B 75 55 75 70 45 80 97
3721
erichung9060
android-mobile-mcp Claim
B 75 55 60 82 N/A 38 90 98
3722
arkapravasinha
Groww MCP Claim
Enable seamless integration of Groww platform data and tools with language mode…
B 75 54 72 75 N/A 25 95 99
3723
antonorlov
MCP PostgreSQL Server Claim 1
Enables AI models to interact with PostgreSQL databases through a standardized …
B 75 55 92 58 40 80 96
3724
lucas-1000
Enables AI assistants to query glucose data from health storage APIs, providing…
B 75 55 100 66 22 81 90
3725
digitalxenon98
Tracks DB Schenker shipments by reference number, providing detailed shipment i…
B 75 55 78 55 55 83 100
3726
d3lta02
Prover MCP Claim 1
Enables AI assistants to control Succinct Prover Network operations on Sepolia …
B 75 54 84 68 N/A 21 90 98
3727
truaxki
MCP Variance Log Claim 1
Agentic tool that looks for statistical variations in conversation structure an…
B 75 54 90 57 N/A 39 87 94
3728
jchambless
Provides AI-powered tools for MonoGame development, including API documentation…
B 75 54 84 62 N/A 38 92 89
3729
crosstraffic
HCM-LLM MCP Server Claim
A FastAPI-based server that enables AI assistants to perform Highway Capacity M…
B 75 55 80 58 67 80 90
3730
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 55 88 38 76 81 94
3731
ciro-maciel
Enables AI assistants to interact with Self, a self-awareness framework that co…
B 75 55 88 60 47 82 92
3732
dynamicendpoints
Interact with Microsoft Bookings seamlessly through the Microsoft Graph API. Ac…
B 75 54 78 66 N/A 23 95 100
3733
darronz
Enables retrieval of electricity and gas consumption data from Octopus Energy a…
B 75 55 84 71 35 83 92
3734
burtthecoder
Shodan Server Claim 1
A Model Context Protocol server for querying the Shodan API and Shodan CVEDB, p…
B 75 54 73 53 N/A 61 95 93
3735
anyrxo
Proton Drive MCP Claim 2
A Model Context Protocol server that enables AI assistants to interact with Pro…
B 75 54 73 62 N/A 46 90 100
3736
hillaryTse
HackerNews MCP Server Claim 1
Enables AI agents and developers to search, retrieve, and analyze HackerNews co…
B 75 55 84 67 35 83 95
3737
garc33
Provides a secure, isolated JavaScript execution environment with configurable …
B 75 55 78 100 N/A 34 95 52
3738
boecht
Enables access to BitSight security rating data through company search and rati…
B 75 55 88 37 84 81 91
3739
420247jake
Session Forge Claim
Persistent memory and session intelligence for AI coding assistants. Zero confi…
B 75 54 78 55 N/A 50 95 93
3740
galacoder
Provides a standardized interface for LLMs to read, create, and manage Google C…
B 75 54 86 75 N/A 23 89 88
3741
amotivv
This MCP server provides email sending functionality using Protonmail's SMTP se…
B 75 55 90 61 N/A 39 81 92
3742
dnakov
Frida MCP Claim 1
An MCP-compliant server that enables AI systems to interact with mobile and des…
B 75 55 68 100 45 81 69
3743
Azure-Samples
The Architecture Review Agent is an open-source AI agent sample that reviews so…
B 75 54 76 61 N/A 52 90 90
3744
ivanbaha
Enables AI agents to fetch, search, and retrieve markdown content from remote G…
B 75 55 78 72 41 81 95
3745
For-Sunny
Hebbian Mind Claim 1
Associative memory via Hebbian learning. Connections strengthen through use, de…
B 75 54 96 28 N/A 71 90 88
3746
davidorex
Facilitates AI session handoffs and next steps tracking through project-based o…
B 75 55 90 100 N/A 22 95 46
3747
VikashLoomba
MCP Server Playwright Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
B 75 54 75 51 N/A 74 82 99
3748
nyxn-ai
NyxDocs Claim
Specialized MCP server for cryptocurrency project documentation management with…
B 75 55 88 62 41 82 94
3749
dozzman
A server that enables fetching and filtering SonarCloud issues related to pull …
B 75 55 96 100 48 81 34
3750
termau
SSH MCP Server Claim 1
Enables remote command execution and file management over SSH and SFTP, support…
B 75 54 78 65 N/A 28 92 100
Showing 3701–3750 of 59385 servers
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