MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3201
ankit8volt
Enables users to analyze AWS costs, track spending trends, and detect anomalies…
B 76 55 90 73 32 81 92
3202
KeyID-AI
KeyID Agent Kit Claim
Provides AI agents with a free, functional email address via the Model Context …
B 76 55 94 57 50 80 91
3203
jlromano
Bitbucket MCP Server Claim 1
Enables LLMs to interact with Bitbucket repositories to manage pull requests, b…
B 76 55 94 52 47 81 100
3204
jen6
ticktick-mcp Claim
[TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py librar…
B 76 55 90 72 33 82 91
3205
jackyckma
Medium MCP Server Claim 1
A browser-based solution that enables programmatic interaction with Medium's co…
B 76 54 76 62 N/A 55 90 94
3206
IzumiSy
MCP Memory Server with DuckDB backend
B 76 54 62 56 N/A 86 94 89
3207
nahmanmate
Facilitates searching and accessing programming resources across platforms like…
B 76 55 78 73 38 82 100
3208
es6kr
Claude Code Session Manager
B 76 54 90 51 N/A 37 92 100
3209
mk965
A server that provides tools for retrieving real-time price information for var…
B 76 55 62 100 N/A 44 95 70
3210
paschmaria
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
B 76 55 82 74 35 82 99
3211
amotivv
This MCP server provides tools for interacting with Cloudflare Browser Renderin…
B 76 55 96 53 45 80 99
3212
jwingnut
Enables AI assistants to create, read, edit, and manipulate LibreOffice documen…
B 76 54 84 58 N/A 51 95 88
3213
disler
Aider MCP Server Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 54 92 58 N/A 29 95 91
3214
caiotk
Enables comprehensive integration with Azure AI services including OpenAI, Cogn…
B 76 55 78 72 39 81 100
3215
gitskyflux
An interface for interacting with Google Firestore databases directly through C…
B 76 55 90 60 44 80 99
3216
WangYihang
Provides stateful, interactive terminal access for LLMs to spawn and maintain p…
B 76 55 70 82 N/A 36 95 90
3217
fringemonkey
NetBox MCP Server Claim 2
Enables interaction with NetBox infrastructure management platform to query and…
B 76 55 100 91 36 81 53
3218
CryptoAPIs-io
mcp-address-history Claim 3
MCP server for full transaction and token history on EVM and UTXO addresses via…
B 76 64 81 76 93 37 83 72
3219
Blazemeter
bzm-mcp Claim
Official BlazeMeter MCP Server for AI-driven performance testing
B 76 54 90 40 N/A 72 95 81
3220
blue-yard
Provides access to Harmonic.ai's API for searching and retrieving detailed info…
B 76 55 96 63 28 80 100
3221
powerstar13
A Node.js-based remote Model Context Protocol (MCP) server that runs on Azure C…
B 76 55 86 56 55 83 98
3222
hadv
wisdomforge Claim
A powerful knowledge management system that forges wisdom from experiences, ins…
B 76 55 94 56 51 81 88
3223
j3k0
Enables interaction with Gmail and Google Calendar using the MCP protocol, supp…
B 76 55 86 66 49 76 99
3224
kadreio
A transport-agnostic MCP server that integrates multiple AI coding agents (Clau…
B 76 55 96 51 49 82 95
3225
ComputingVictor
MCP-BOE Claim 2
MCP server para el BOE 🇪🇸 — Acceso a legislación consolidada, sumarios diarios …
B 76 55 84 91 N/A 47 92 53
3226
skydeckai
Enables interaction with Rememberizer.ai knowledge repositories to search, retr…
B 76 55 84 70 37 81 96
3227
drdee
Memory MCP Claim 2
A Model Context Protocol server that allows users to store, retrieve, update, a…
B 76 55 85 100 N/A 40 90 47
3228
KazKozDev
Provides semantic editing tools for Markdown files, allowing structured manipul…
B 76 54 96 30 N/A 70 90 94
3229
nunolima
Searchable access to GitLab documentation from multiple repositories with full-…
B 76 55 62 82 N/A 45 95 92
3230
ethanjyx
OpenBrand Claim
Extract brand assets (logos, colors, backdrop images, brand name) from any webs…
B 76 55 84 70 N/A 50 72 97
3231
Beerspitnight
MCP server for Spotify playlist curation and management. 18 tools for song anal…
B 76 54 79 47 N/A 57 95 100
3232
gaiborjosue
NiiVue MCP Server Claim
Provides fast lexical and optional semantic search over NiiVue neuroimaging vis…
B 76 54 78 57 N/A 47 95 100
3233
mattiasw
BrowserLoop Claim 1
A Model Context Protocol (MCP) server for taking screenshots of web pages using…
B 76 55 78 75 70 81 71
3234
alfonsograziano
node-code-sandbox-mcp Claim 1
A Node.js MCP server that spins up isolated Docker-based sandboxes for executin…
B 76 54 90 61 N/A 48 87 88
3235
yerbymatey
Opentrons MCP Server Claim 1
A server that provides both comprehensive API documentation and direct robot co…
B 76 55 96 82 42 81 64
3236
haixyeh
Automates the creation of application user manuals by capturing screenshots and…
B 76 54 80 63 N/A 44 95 92
3237
SnotacusNexus
Enables automated web research and intelligence gathering through recursive web…
B 76 54 88 55 N/A 46 95 90
3238
MohamedElashri
An MCP server that connects LLMs to CERN GitLab to discover and analyze High En…
B 76 55 77 67 52 83 96
3239
ceorkm
reactbits-mcp-server Claim 1
MCP server providing access to 135+ animated React components from ReactBits.de…
B 76 55 79 57 N/A 73 82 93
3240
DIMO-Network
Enables AI assistants to access vehicle data from the DIMO Network, including q…
B 76 55 84 72 46 81 91
3241
mrafaeldie12
Enables AI agents to generate, edit, and analyze images using Google's Gemini i…
B 76 55 90 72 33 81 92
3242
Mazchoo
Enables semantic search across documents and code repositories using RAG (Retri…
B 76 54 96 52 N/A 25 95 96
3243
Himanshu-Agg12
mcp-mysql-lens Claim
MCP server to connect MySQL DB for read-only queries. It offers accurate query …
B 76 55 90 56 47 81 98
3244
blazickjp
Enables web browsing capabilities using BeautifulSoup4
B 76 54 90 56 N/A 41 92 91
3245
Garoth
Sleep MCP Server Claim 2
A Model Context Protocol (MCP) server that provides a simple sleep/wait tool, u…
B 76 54 90 58 N/A 22 95 100
3246
danieltyukov
Allows users to search and retrieve academic papers, metadata, and citation cou…
B 76 55 84 72 37 82 95
3247
conorbronsdon
substack-mcp Claim 1
MCP server for Substack — read posts, manage drafts, publish Notes, get comment…
B 76 55 61 71 72 80 100
3248
billlzzz10
notion-mcp-server Claim
B 76 54 66 66 N/A 67 95 89
3249
pto-agi
PTO MCP Server Claim 1
Exposes PTOAi user context to Agent Builder by connecting to a Supabase databas…
B 76 66 84 66 90 30 80 95
3250
M-Pineapple
msty-admin-mcp Claim 1
AI-powered administration for Msty Studio Desktop. 24 MCP tools for database in…
B 76 54 90 46 N/A 71 84 87
Showing 3201–3250 of 30006 servers
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