MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14951
RihardsJ
Gmail MCP Server Claim 1
Enables AI assistants to interact with Gmail accounts for reading unread emails…
F 30 54 84 68 N/A 39 87 100
14952
UniVoucher
UniVoucher MCP Server Claim 1 2
Enables interaction with UniVoucher's decentralized crypto gift card protocol a…
F 30 55 78 71 33 74 94
14953
aliyun
MCP service for Tablestore, features include adding documents, semantic search …
F 30 55 58 35 51 76 92
14954
chenningling
A Playwright-based tool that automates Xiaohongshu (Little Red Book) interactio…
F 30 54 60 36 N/A 19 82 76
14955
ferdousbhai
wsb-analyst-mcp Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 55 62 58 47 76 92
14956
TristanLib
MCP MySQL Server Claim 1 2
Facilitates interaction with a local MySQL database via a RESTful API, supporti…
F 30 54 48 68 N/A 22 87 91
14957
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
14958
unixlamadev-spec
lightningprox-mcp Claim 1
MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning.…
F 30 55 76 41 N/A 51 80 93
14959
ruifung
Code Mode Bridge Claim 1 2
An MCP server that aggregates multiple upstream MCP tools into a single 'codemo…
F 30 55 81 41 76 80 99
14960
haakco
MCP Utils Claim 1
A comprehensive utilities library for building Model Context Protocol servers, …
F 30 54 90 66 N/A 49 90 59
14961
fengyinxia
fengyinxia-jimeng-mcp Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 66 54 66 0 40 76 78
14962
ai-zerolab
Yourware MCP Claim 1 2
An MCP server that allows users to upload projects (single files or directories…
F 30 66 47 66 0 73 80 91
14963
Intina47
context-sync Claim 1 2
Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Win…
F 30 54 90 58 N/A 76 90 92
14964
StevenFengLi
Haiguitang MCP Server Claim 1
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
F 30 54 50 50 N/A 23 87 76
14965
kirtiapte
Petclinic MCP Server Claim 1
Enables interaction with the Swagger Petstore API (Petclinic v2) to fetch and m…
F 30 55 50 22 29 78 70
14966
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
14967
milisp
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
F 30 54 84 57 N/A 65 88 99
14968
fayazara
docs-to-mcp Claim 1
A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances in…
F 30 55 60 61 30 80 94
14969
Synohara
supercollider-mcp Claim 1 2
supercollider-mcp
F 30 55 54 100 N/A 59 87 19
14970
FradSer
An intelligent MCP server that automatically generates Conventional Commits sty…
F 30 55 72 35 41 76 78
14971
iOSDevSK
mcp-for-woocommerce Claim 1
WooCommerce MCP Server — WordPress community plugin implementing the Model Cont…
F 30 54 90 60 N/A 66 87 91
14972
RafalWilinski
aws-mcp Claim 1 2
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
F 30 54 90 65 N/A 30 84 89
14973
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
14974
MarkusPfundstein
mcp-obsidian Claim 1
Interacting with Obsidian via REST API
F 30 55 90 67 50 80 98
14975
Hajime-Y
An agent-based tool that provides web search and advanced research capabilities…
F 30 55 60 55 43 80 75
14976
kamath
scrapegraph-mcp Claim 1
F 30 54 68 63 N/A 48 90 95
14977
EBonura
PICO-8 MCP Server Claim 1 2
An MCP server for analyzing, manipulating, and documenting PICO-8 game carts us…
F 30 54 75 53 N/A 32 87 100
14978
jageenshukla
A demonstration server that implements the Model Context Protocol (MCP) SDK, pr…
F 30 54 62 65 N/A 44 89 64
14979
gogabrielordonez
mcp-ragchat Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 54 72 61 N/A 54 90 90
14980
Cool-Coder174
UMLmcp Claim 1
Enables users to generate PlantUML code for UML Class and Sequence diagrams usi…
F 30 55 68 52 43 80 91
14981
iridite
Provides free Bing search capabilities without an API key, with smart language …
F 30 54 88 41 50 90 81
14982
alperenkocyigit
dictionary-mcp Claim 1
F 30 54 32 22 N/A 9 94 97
14983
clanker-lover
SPICEBridge Claim 1
AI-powered circuit design through simulation — an MCP server that gives languag…
F 30 54 82 46 67 90 91
14984
romainsantoli-web
firm-mcp-server Claim 1
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
F 30 54 84 75 N/A 61 87 98
14985
NetanelBollag
A template project for building custom MCP servers that enables direct access t…
F 30 55 70 55 45 80 98
14986
aaronsb
A personality-based MCP server that enables AI assistants to manage WordPress c…
F 30 55 100 51 31 77 86
14987
ongjin
Security Scanner MCP Claim 1 3
Automatically detects security vulnerabilities in AI-generated code, scanning f…
F 30 55 60 82 57 76 11
14988
pimisael
Analyzes DevOps findings to automatically recommend and generate AWS Fault Inje…
F 30 55 72 35 45 74 64
14989
GopherSecurity
gopher-mcp Claim 1
MCP C++ SDK - Model Context Protocol implementation in CPP with enterprise-grad…
F 30 54 100 31 N/A 81 90 96 C
14990
baonpNexle
AI_SYNC MCP Server Claim 1
Connects GPT-4 to a merchant store API, allowing users to query and manage stor…
F 30 54 66 53 N/A 21 87 99
14991
DrDroidLab
Signoz MCP Server Claim 1 2
An MCP server that enables AI assistants to interact with Signoz observability …
F 30 55 79 61 50 77 93
14992
situ2001
unplugin-mcp Claim 1
A unified plugin for developers integrating MCP servers into modern JavaScript …
F 30 54 72 40 N/A 59 89 88
14993
ferrislucas
iterm-mcp Claim 1 3
A Model Context Protocol server that provides access to iTerm. You can run comm…
F 30 54 75 47 N/A 68 87 98
14994
mustafa-can
Node.js MCP Server Claim 1 2
A basic MCP server that provides arithmetic calculation tools and system inform…
F 30 54 84 55 N/A 29 84 83
14995
juhemcp
A Model Context Protocol server that provides real-time global currency exchang…
F 30 55 45 62 36 76 42
14996
alexbakers
mcp-ipfs Claim 1
upload and manipulation of IPFS storage
F 30 55 60 71 52 77 81
14997
runbookai
Runbook Claim 1
Run your own runbooks from Claude Desktop. You can create your runbooks and ex…
F 30 55 48 22 49 74 83
14998
AlvaroRamirezCastillo
greeting-mcp-server Claim 1 2
An MCP server greeting
F 30 54 15 63 N/A 26 94 100
14999
crawlab-team
Crawlab MCP Server Claim 1 2
A Model Context Protocol server that allows AI applications to interact with Cr…
F 30 55 69 43 20 78 97
15000
chrisbrickey
greenroom Claim 1
An entertainment recommender MCP server that integrates with TMDB to help agent…
F 30 55 90 51 32 77 97
Showing 14951–15000 of 66502 servers
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