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
11551
vsaez
mcp-spotify-player Claim
MCP server to manage Spotify from MCP clients
C 63 64 96 41 0 64 89 94
11552
fitguypk
A template for deploying an unauthenticated Model Context Protocol server on Cl…
C 63 55 48 70 24 84 84
11553
shaikh3
GDrive MCP Server Claim
Enables Claude to perform comprehensive read and write operations on Google Doc…
C 63 64 90 68 0 30 95 90
11554
Doctacon
Enables parallel implementation of tasks using git worktrees, allowing you to c…
C 63 54 72 31 N/A 15 95 91
11555
liujiajia111
Enables deployment of MCP servers on Cloudflare Workers without authentication,…
C 63 55 48 70 26 84 82
11556
showjason
mcp-OpenSearch Claim
* Index Management Tools: * List all indices in OpenSearch cluster * Get inde…
C 63 55 60 38 44 81 93
11557
rainyuniverse
MCP WebScout Claim 3
A Model Context Protocol server that provides web search capabilities via DuckD…
C 63 55 69 66 30 80 56
11558
Avi-141
weft Claim
Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP…
C 63 54 66 28 N/A 27 95 92
11559
MarvelEyiosa
Enables AI systems to remember interactions, understand document context throug…
C 63 55 72 56 19 81 72
11560
Davad122
Enables AI-powered analysis and prediction of household energy consumption thro…
C 63 55 72 42 23 81 88
11561
NatalieCheong
Provides tools for stock data retrieval, historical analysis, and market compar…
C 63 54 72 28 N/A 21 95 93
11562
jrm-fusional
fusional Claim
Unified MCP gateway that loads 150+ AI tools via a single Docker command. Execu…
C 63 55 66 10 67 81 97
11563
Exspiravit
Weather MCP Claim
Enables users to get real-time weather information for any city in the world. P…
C 63 55 62 50 42 81 78
11564
akaiserg
MCP Memory Tracker Claim
A Model Context Protocol (MCP) server that provides persistent memory capabilit…
C 63 54 62 30 N/A 23 95 100
11565
fred-drake
Gmail MCP Server Claim
Provides access to Gmail functionalities including listing unread emails, searc…
C 63 55 60 43 27 81 99
11566
compilotbv
Enables natural language interaction with PostgreSQL databases, supporting quer…
C 63 66 100 61 0 40 81 87
11567
nathanschepers
Provides interactive Python REPL capabilities with persistent sessions, virtual…
C 63 55 60 82 N/A 21 84 56
11568
yihaoWang
ClickUp MCP Server Claim 1
Enables AI assistants to interact with ClickUp's project management platform. S…
C 63 55 84 41 19 80 80
11569
qy527145
Acemcp Claim
Enables semantic code search across codebases with automatic incremental indexi…
C 63 66 86 63 0 55 81 91
11570
jonmmease
Enables sending push notifications to your devices via Pushover, allowing you t…
C 63 55 60 48 24 81 94
11571
amornpan
Enables Language Models to interact with Microsoft SQL Server databases by insp…
C 63 55 78 36 18 81 93
11572
hu9
A deployable MCP (Model Context Protocol) server on Cloudflare Workers that doe…
C 63 55 48 68 26 84 85
11573
pancakesniperbot
A deployment solution for a remote Model Context Protocol server on Cloudflare …
C 63 55 48 65 26 84 85
11574
jseifeddine
NetBox MCP Server Claim
Enables read-only interaction with NetBox network documentation and infrastruct…
C 63 55 62 40 45 81 88
11575
jifrozen0110
MCP Riot Server Claim
A community-developed Model Context Protocol server that integrates with the Ri…
C 63 55 50 41 58 81 92
11576
zpg6
A serverless solution for deploying Model Context Protocol (MCP) servers on Clo…
C 63 55 48 67 26 84 86
11577
structured-world
GitLab MCP server with 44 tools for projects, MRs, pipelines, and more
C 63 64 92 42 0 87 83 86
11578
debanshd
Enables web search capabilities through the Tavily API via the Model Context Pr…
C 63 55 60 51 24 81 93
11579
desvert
otparse-mcp Claim
A containerized MCP server for parsing OT/ICS packet captures, specifically sup…
C 63 55 60 32 54 83 91
11580
maci0
A server that wraps the Wine Debugger (winedbg) and exposes its functionality t…
C 63 54 66 15 N/A 36 95 100
11581
KnightMode
A Model Context Protocol server that provides comprehensive YouTube search func…
C 63 54 55 48 N/A 18 95 89
11582
MorvanZhou
A server that integrates the MCP library with OpenAI's API, allowing users to i…
C 63 54 74 25 N/A 36 87 90
11583
leopold16
Enables users to search, browse, and retrieve AI prompts from the Tripleshot pu…
C 63 54 62 37 N/A 26 95 90
11584
marcusbai
彩云天气 Claim 1
查询实时天气数据、降水预报和天气预警信息。获取准确的天气信息,帮助您做出更好的出行和活动决策。支持多种语言和单位制选择,满足不同用户的需求。
C 63 55 57 58 N/A 23 81 88
11585
janwilmake
With-MCP Claim
Middleware that converts a serverless handler with OpenAPI spec into an MCP end…
C 63 54 82 42 N/A 48 95 39
11586
gomarble-ai
A FastMCP-powered server that connects Google Analytics 4 data to Claude Deskto…
C 63 55 60 40 38 80 95
11587
moeloubani
Provides access to VisiData functionality for data analysis, visualization, and…
C 63 54 54 33 N/A 52 89 89
11588
OctagonAI
Octagon VC Agents Claim 1
An MCP server that runs AI-driven venture capitalist agents whose thinking is c…
C 63 55 49 62 46 81 76
11589
slyfox1186
A Model Context Protocol server that provides unified access to 400+ AI models …
C 63 55 55 41 44 81 96
11590
jopsis
OCI MCP Server Claim
Enables LLMs like Claude to interact directly with Oracle Cloud Infrastructure …
C 63 55 72 38 27 81 91
11591
aidocx
mcp-server Claim
Create, upload, and manage contracts from AI assistants. AI analysis and e-sign…
C 63 64 88 68 0 47 75 98
11592
juancsanchez
Alegra MCP Server Claim 1
A Model Context Protocol server that enables LLMs to securely interact with Ale…
C 63 55 51 100 27 81 43
11593
KrishnaPramodParupudi
kaggle Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
C 63 54 56 30 N/A 37 90 100
11594
kolarova-ops
Rohlik MCP Server Claim 1
Enables AI assistants to interact with Rohlik Group's online grocery delivery s…
C 63 66 84 70 0 47 80 96
11595
curtis-d-williams
A deterministic, read-only MCP server that enforces license headers in tracked …
C 63 54 50 32 N/A 50 92 95
11596
carlosrm22
This MCP server provides comprehensive read and write access to Google Classroo…
C 63 55 66 45 25 80 89
11597
DevEnterpriseSoftware
scrapi-mcp Claim
Web scraping using ScrAPI. Extract website content that is difficult to access …
C 63 66 86 72 0 49 81 91
11598
takuya0206
A Model Context Protocol server that enables LLMs to understand BigQuery datase…
C 63 55 57 38 48 81 94
11599
thelabvenice
memdata Claim
Persistent memory for AI agents. Store context, retrieve it semantically.
C 63 64 72 72 0 52 83 100
11600
bornpresident
MISP-MCP-SERVER Claim
MISP-MCP-SERVER
C 63 55 78 43 12 81 90
Showing 11551–11600 of 30006 servers
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