MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
26705
Scored
1642
Verified
16957
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8101
coskun45
Enables searching and retrieving arXiv papers by topic, fetching abstracts by p…
C 69 54 84 41 N/A 21 95 93
8102
NitayRabi
FitBit MCP Claim
A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistant…
C 69 55 60 71 49 81 83
8103
igorbrasileiro
A full-stack template for building Model Context Protocol (MCP) servers with a …
C 69 55 84 57 18 81 91
8104
brandononchain
Enables automated Gmail lead nurturing campaigns with intelligent follow-ups, r…
C 69 55 80 57 21 81 91
8105
butterlatte-zhang
Remote-control Unity Editor from any AI IDE via file-based IPC. 62 tools, zero …
C 69 54 96 31 N/A 70 90 56
8106
4R9UN
MCP KQL Server Claim
Enables intelligent KQL query execution against Azure Data Explorer clusters wi…
C 69 55 82 20 77 81 90
8107
kongyo2
An MCP server for EVE Online that provides EVE Server Time (EST) information an…
C 69 55 45 87 43 81 87
8108
rnaga
WordPress MCP Server Claim 2
MCP server for WordPress. Manage posts, users, comments, terms, metadata, and s…
C 69 54 73 67 N/A 30 69 95
8109
Have-myn
SSH MCP Server Claim
Provides tools to manage SSH targets and generate one-time WebShell terminal se…
C 69 55 72 66 50 77 75
8110
boldcommerce
Magento 2 MCP Server Claim 1
A Model Context Protocol server that connects to a Magento 2 REST API, allowing…
C 69 55 53 68 45 81 99
8111
clpublic
mcp-server-cloudbrowser
C 69 55 72 67 15 81 99
8112
alexalexalex222
Design-first MCP for coding agents that improves websites with screenshot-groun…
C 69 54 78 27 N/A 59 95 84
8113
robertheadley
An MCP server to allow you to debug webpages using LLMs
C 69 54 75 46 N/A 31 95 92
8114
mfreeman451
JSON Logs MCP Server
C 69 55 86 87 34 81 37
8115
Docswrite
Generated content to Google Docs to WordPress while preserving formatting and s…
C 69 55 68 66 26 80 95
8116
rushikeshmore
CodeCortex Claim
Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases…
C 69 54 78 23 N/A 60 92 96
8117
lieyanqzu
ygocdb-mcp Claim
ygocdb-mcp
C 69 55 80 83 56 81 37
8118
linxule
Vox MCP Claim 3
Multi-model AI gateway — 8 providers plus local models, no system prompt inject…
C 69 54 96 41 N/A 75 62 69
8119
rachit1987
Browse and shop Wonderkraftz premium gifts. Recommendations, cart, and checkout…
C 69 55 72 62 N/A 41 70 95
8120
phpmac
Fetch MCP Server Claim
Provides functionality to fetch and transform web content in various formats (H…
C 69 55 78 52 25 82 100
8121
sn0w-Xue
A locally-run MCP server that enables downloading images, videos, and LivePhoto…
C 69 54 58 50 N/A 43 95 99
8122
zeromicro
mcp-zero Claim
Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC …
C 69 54 82 58 N/A 71 90 37
8123
ParasSolanki
Github MCP Server Claim 1
Provides integration with Github through the Model Context Protocol (MCP), allo…
C 69 55 74 60 29 80 92
8124
christophersutton
InstantDB MCP Server Claim 2
Provides a read-only interface for querying InstantDB data with tools to execut…
C 69 54 84 53 N/A 18 87 90
8125
JonasRackl
labmate-mcp Claim 2
81 chemistry tools — literature, calculations, retrosynthesis
C 69 55 84 70 N/A 58 78 48
8126
ghoshsoham71
Generates personalized music playlists based on mood analysis using AI sentimen…
C 69 55 76 45 42 81 98
8127
aliyun
ESA MCP Server Claim 1
An implementation of the Model Context Protocol server that enables AI models t…
C 69 55 84 78 54 80 40
8128
Captain-AI-Hub
IDA-MCP Claim
Enables interaction with multiple IDA Pro instances through MCP, allowing users…
C 69 54 54 43 N/A 66 95 93
8129
NandiniLReddy
A Model Context Protocol server that enables AI assistants to manage Gmail thro…
C 69 55 51 68 43 81 99
8130
dannymaaz
Enables AI agents to manage infrastructure and deploy Docker services through E…
C 69 55 88 33 35 83 99
8131
j5ik2o
This server enables AI assistants (CLINE, Cursor, Windsurf, Claude Desktop) to …
C 69 54 72 68 N/A 25 95 72
8132
arhgap11b
Provides an interactive decision menu that surfaces contextual choices on every…
C 69 55 66 56 47 81 92
8133
varaprasadreddy9676
huly-mcp Claim 1
MCP server for Huly — manage projects, issues, documents and more via natural l…
C 69 54 61 60 N/A 37 82 100
8134
SDILogin
Claude MCP server that enables secure access to browse and read Android project…
C 69 54 70 37 N/A 40 94 100
8135
ssossan
Enables Claude Desktop and other MCP clients to interact with any OAuth2-authen…
C 69 55 84 56 30 81 82
8136 C 69 54 52 71 N/A 28 92 98
8137
MoltyCel
MolTrust MCP Server Claim 1
Trust infrastructure for AI agents — DIDs, reputation, verifiable credentials, …
C 69 54 72 43 N/A 52 80 95
8138
cloudflare
Workers MCP Claim
A package that connects Claude Desktop and other MCP clients to Cloudflare Work…
C 69 55 86 32 57 81 87
8139
brunobenavent
Vercel MCP Adapter Claim
Enables real-time communication between applications and AI models using the Mo…
C 69 55 60 68 33 81 100
8140
ghubnerr
Notion MCP Server Claim 2
A Model Context Protocol server that provides a standardized interface for AI m…
C 69 55 63 72 39 80 86
8141
marcellodesales
Enables interaction with Palo Alto Networks APIs through a Model Context Protoc…
C 69 55 78 67 21 81 85
8142
zicez
MCP-PDF2MD Claim
Converts PDF files from local storage or URLs to structured Markdown format usi…
C 69 55 54 82 42 81 82
8143
alexhholmes
MCP Obsidian Claim
Enables semantic search across Obsidian vaults using vector embeddings and Chro…
C 69 54 88 25 N/A 42 89 97
8144
rmavuluri
A simple MCP server implementation that demonstrates streaming capabilities wit…
C 69 54 54 68 N/A 22 95 96
8145
lucad87
Enables migration of test automation projects from WebDriverIO to Playwright us…
C 69 55 78 58 31 81 89
8146
Ratnaditya-J
SpineFrame Claim 1
Governance runtime for AI agents with signed provenance, compliance audits, and…
C 69 55 96 0 N/A 78 81 96
8147
156554395
Enables interaction with Tencent Cloud Object Storage (COS) through MCP protoco…
C 69 55 72 53 52 81 85
8148
Krekun
Provides a bridge between AI assistants and VRChat, enabling AI-driven avatar c…
C 69 54 60 61 N/A 25 92 99
8149
diegofornalha
MCP Shell Server Claim 1
A secure server that implements the Model Context Protocol (MCP) to enable cont…
C 69 55 78 63 37 81 78
8150
Lorhlona
Utilizes Gemini API and Google Search to generate answers based on the latest i…
C 69 55 78 52 40 81 88
Showing 8101–8150 of 33537 servers
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