MCP Server Quality Scores

Independent quality analysis of 50330 public MCP servers

50330
Discovered
29743
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
16801
vishalsachdev
canvas-mcp Claim 1 2
Canvas LMS integration for students and educators with FERPA-compliant analytic…
F 25 66 96 86 90 84 80 82
16802
raoulbia-ai
An MCP-compliant server that enables AI assistants like Claude Desktop to acces…
F 25 55 84 72 42 80 95
16803
pidanmeng
mcp-md2poster Claim 1 2
An MCP server built with FastMCP that currently provides a simple mathematical …
F 25 55 45 52 21 78 91
16804
kritsxxxiva-sudo
Mureka MCP Server Claim 2
Enables interaction with Mureka's AI music generation APIs to create lyrics, so…
F 25 55 78 41 44 76 94
16805
MemTensor
MemOS Claim 1 2
MemOS (Memory Operating System) is a memory management operating system designe…
F 25 54 84 68 N/A 49 89 85
16806
neo4j
neo4j Claim 1
Official MCP server for Neo4j. Interact with Neo4j using Cypher graph queries.
F 25 55 86 46 78 81 91
16807
handaas
Provides comprehensive tools for enterprise searching, channel statistical anal…
F 25 55 60 40 18 76 41
16808
oshimayoan
Tokopedia MCP Server Claim 1
Enables AI assistants to search for products and manage order history on Tokope…
F 25 55 76 70 26 80 89
16809
clssck
Dataiku MCP Claim 1 2
MCP server for Dataiku DSS project, flow, and operations APIs.
F 25 54 65 68 N/A 86 77 86
16810
Henry-Workshop
Tempo MCP Server Claim 1 2
Enables time tracking in Tempo with automatic timesheet generation from git com…
F 25 55 78 68 30 76 99
16811
Pramod-Potti-Krishnan
Enables AI agents to search and retrieve relevant document content from existin…
F 25 66 78 68 0 40 74 90
16812
playcanvas
editor-mcp-server Claim 1 3
MCP Server for AI automation of the PlayCanvas Editor
F 25 55 69 82 N/A 80 88 38
16813
ibrahimsaleem
encoderthinking Claim 2
F 25 54 84 60 N/A 44 84 88
16814
devjoaocastro
Continuum Claim 1
Automatically extracts architectural decisions, patterns, and insights from Git…
F 25 54 90 32 N/A 55 92 93
16815
AidenYangX
mapbox-mcp-server Claim 1 4
MCP Server for the Mapbox API.
F 25 55 77 62 39 76 90
16816
MatthewDailey
Figma MCP Server Claim 1 3
Enables AI assistants to interact with Figma files through the ModelContextProt…
F 25 55 86 100 29 82 36
16817
zwwz22
Xiaobai Print MCP Claim 1 2
An MCP server and local HTTP bridge designed to integrate remote upstream MCP t…
F 25 55 57 67 58 80 79
16818
angrysky56
AST MCP Server Claim 1
Provides advanced code structure and semantic analysis through Abstract Syntax …
F 25 54 88 41 N/A 59 90 89
16819
SomeiLam
NewsDigest MCP Claim 1
A TypeScript-based Model Context Protocol server that fetches, searches, and fo…
F 25 55 60 57 30 76 69
16820
agentic-box
memora Claim 2 3
Give your AI agents persistent memory.
F 25 54 90 41 N/A 69 87 96
16821
file-kiwi
filekiwi-mcp-server Claim 2 3
Upload files to file.kiwi and get shareable links instantly.
F 25 54 60 0 N/A 70 84 94
16822
Nexo-Agent
PlotMCP Server Claim 2 3
An MCP server that enables LLMs to generate high-quality SVG charts using matpl…
F 25 55 45 50 27 80 91
16823
AaroYazilim
AARO ERP MCP Server Claim 2 5
A Model Context Protocol server that enables Claude Desktop integration with AA…
F 25 55 45 100 49 74 40
16824
quentintou
agent-board Claim 1
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MC…
F 25 55 72 67 N/A 54 80 99
16825
honeybluesky
A simple MCP server that recalls and saves memories from and to Apple Notes.
F 25 54 100 56 N/A 43 82 73
16826
SaM-92
This repository demonstrates how to use AutoGen to integrate local and remote M…
F 25 55 54 35 N/A 16 76 100
16827
titan-alpha
CTP MCP Server Claim 2 4
Enables AI-powered generation of production-ready CTP (ConveniencePro Tool Prot…
F 25 55 96 75 51 76 43
16828
joeseesun
A server that enables uploading files to Qiniu Cloud Storage through a standard…
F 25 55 50 35 18 71 89
16829
emiliobool
MCP Relay Server Claim 1 2
This server allows integration with Discord, enabling message exchanges between…
F 25 54 60 61 N/A 17 90 91
16830
CSteenkamp
Searchclaw Claim 2
Description: An MCP server with 15 tools covering web search, scraping, extract…
F 25 55 76 70 52 78 96
16831
elijahdev0
mcp-runware Claim 1
Create high-quality images and videos fast from text or reference images. Perso…
F 25 66 84 10 0 27 80 83
16832
MissionSquad
mcp-helper-tools Claim 1
Fork of @cyanheads toolkit MCP server. Added encoding functions, removed system…
F 25 55 78 61 37 80 100
16833
Yorick-Ryu
md2doc Claim 1 3
An MCP server that converts Markdown text to DOCX format using an external conv…
F 25 55 63 82 34 80 93
16834
BitePro
Chrome Debugger MCP Claim 2
Chrome breakpoint debugging MCP server for inspecting runtime values and steppi…
F 25 54 60 67 N/A 55 90 98
16835
googlemaps
platform-ai Claim 2
Google Maps Platform Code Assist MCP
F 25 54 78 70 N/A 51 87 92
16836
SmartManoj
Count occurrences of any character in your text instantly. Toggle case sensitiv…
F 25 54 60 40 N/A 24 90 97
16837
Jemo69
Enables interaction with the AppFlowy Cloud API to manage workspaces, databases…
F 25 55 60 0 30 71 86
16838
TeXmeijin
Manalink MCP Server Claim 1 3
A Model Context Protocol server implementation that enables AI assistants to se…
F 25 54 51 57 N/A 28 89 75
16839
algtools
A template for deploying custom MCP servers on Cloudflare Workers without authe…
F 25 55 78 70 29 78 93
16840
sriramnatrajhen
humsana-mcp Claim 1 2
Detect developer stress, focus, fatigue from typing. Block dangerous commands w…
F 25 54 84 41 N/A 32 87 97
16841
rishabh17081
Provides integration with PayPal's Account Updater service, enabling merchants …
F 25 55 70 35 40 74 79
16842
andrewmoshu
diagram-mcp-server Claim 1 2
An MCP server that seamlessly creates infrastructure diagrams for AWS, Azure, G…
F 25 54 73 53 N/A 63 84 90
16843
calumjs
TimePRO MCP Server Claim 1 3
An MCP server that wraps the TimePRO API, enabling AI assistants to automatical…
F 25 55 75 68 30 80 93
16844
s3cr1z
jina-ai-mcp Claim 1 2
mcp.jina.ai/sse
F 25 66 92 92 100 50 80 100
16845
juanisidoro
securecode-mcp Claim 1 2
Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 en…
F 25 55 76 0 47 74 94
16846
concierge-hq
concierge Claim 1 2
🚀 Universal SDK for building next-gen MCP servers
F 25 54 92 32 N/A 67 90 96
16847
MOHAMAD-ZUBI
Enables AI assistants to search for business leads using FlashLeads' web harves…
F 25 55 84 66 39 80 93
16848
EgzonArifi
Povio Worklog MCP Server Claim 1 2
Automates the generation of professional worklogs by analyzing git commits with…
F 25 55 90 57 53 80 95
16849
spie-mkroehn
Baby-SkyNet Claim 1 4
Provides Claude AI with persistent, searchable memory management across session…
F 25 55 94 75 27 77 43
16850
newbpydev
VS Code extension that exposes diagnostic problems via Model Context Protocol (…
F 25 54 84 68 N/A 80 90 92
Showing 16801–16850 of 50330 servers
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