MCP Server Quality Scores

Independent quality analysis of 44526 public MCP servers

44526
Discovered
29494
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2101
Cosmostima
MUSTer MCP Server Claim
Enables LLM interaction with the Macau University of Science and Technology (M.…
B 78 54 90 53 N/A 47 95 100
2102
jsebgiraldo
Enables AI agents to manage OpenWRT routers remotely via SSH, supporting system…
B 78 55 84 71 49 80 98
2103
jeswin
Enables remote file system operations (read/write files, manage directories, se…
B 78 55 90 72 47 81 93
2104
jonashertner
Swiss Case Law Claim 1
956k Swiss court decisions: full-text search, citation graph, statute lookup (D…
B 78 66 84 73 77 50 81 93
2105
jerryliu816
GlassCloud Claim
A cloud relay server that bridges the GlassBridge smart glasses app with Google…
B 78 55 90 63 50 80 98
2106
Octodet
Advanced Keycloak MCP server
B 78 55 78 75 61 76 99
2107
az9713
Enables AI assistants to access Hacker News content through 9 comprehensive too…
B 78 55 94 75 23 81 100
2108
Njengah
Reads README files from the file system and automatically generates structured …
B 78 55 90 100 N/A 33 95 51
2109
farukgaric
SpinupWP MCP Server Claim 1
Enables AI assistants to manage SpinupWP infrastructure, including servers, Wor…
B 78 55 90 68 48 78 100
2110
merajmehrabi
Puppeteer MCP Server Claim 1
Enables browser automation with Puppeteer, supporting navigation, form interact…
B 78 55 90 82 N/A 71 95 43
2111
LayeSec006
pentest-mcp-server Claim
MCP server for penetration testing
B 78 55 92 61 N/A 49 81 98
2112
baskcart
Self-verifying ledger MCP server with dual-signed transactions, gift cards, spo…
B 78 55 78 66 69 82 93
2113
antvis
mcp-server-antv Claim 1
🧑🏻‍💻 MCP Server for @antvis visualization development, which provides documenta…
B 78 54 75 65 N/A 68 95 88
2114
moltobene-studio
Manages agent certification by tracking trust scores, capabilities, and test re…
B 78 55 90 62 47 82 100
2115
onemarc
GitHub Actions Model Context Protocol Server that allows you to create, manage,…
B 78 55 100 71 31 81 92
2116
pjueon
PromptBoard Claim
A shared whiteboard server that enables users to provide visual context to AI a…
B 78 55 84 56 69 82 100
2117
sgriffin-magnoliacap
Enables read-only interaction with Snowflake databases through SQL queries, sch…
B 78 55 84 66 55 81 99
2118
jrandolf
par5-mcp Claim
Enables parallel execution of shell commands and AI coding agents (Claude, Gemi…
B 78 55 49 100 N/A 55 95 87
2119
varunneal
Spotify MCP Server Claim
A server that connects Claude with Spotify, allowing users to control playback,…
B 78 54 78 67 N/A 55 92 96
2120
phxdev1
archy Claim
archy
B 78 55 84 71 49 81 98
2121
NimbleBrainInc
MCP Echo Service Claim
Provides echo tools for testing MCP protocol functionality with message echoing…
B 78 55 84 58 70 81 95
2122
MarkdownLM
Provides a persistent memory and governance layer that allows AI coding agents …
B 78 55 86 68 58 81 91
2123
YobieBen
Bridges Llama models with Claude Desktop through Ollama, enabling privacy-first…
B 78 54 90 73 N/A 18 95 95
2124
hi5d
AMC MCP Server Claim
Provides a comprehensive movie booking experience for AMC Theatres, enabling us…
B 78 55 78 82 39 81 99
2125
effytech
Freshservice MCP server
B 78 55 88 71 47 81 94
2126
Mohamed-Elnahla
revit-mcp Claim 1
Enables AI assistants to interact with Autodesk Revit to query project data, ma…
B 78 55 78 100 N/A 50 82 72
2127
wei
MCP server for querying the official MCP registry.
B 78 55 57 100 N/A 49 95 85
2128
kubeshark
mcp Claim
Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC…
B 78 54 90 31 N/A 83 92 99
2129
2001Y
CodeRabbit CLI MCP Claim
Enables AI code reviews through the CodeRabbit CLI by exposing a run_review too…
B 78 54 78 72 N/A 52 90 92
2130
raidenrock
Enables AI assistants to interact with USCardForum, a Discourse-based community…
B 78 55 72 100 31 80 94
2131
tifa365
Enables interaction with Berlin's open data catalog through tools for full-text…
B 78 54 82 66 N/A 56 92 90
2132
Lexpedite
Enables interaction with the Blawx API to discover project ontologies, ask ques…
B 78 55 84 72 45 81 98
2133
sendforsign
Enables interaction with the SendForSign API to list document templates and rea…
B 78 55 72 100 49 81 81
2134
pulsemcp
vercel Claim 2
MCP server for Vercel — manage deployments and view build and runtime applicati…
B 78 54 86 72 N/A 76 69 88
2135
Tanush1912
Mnemos Claim
A self-hosted, multi-context memory server that enables AI agents to search and…
B 78 54 94 57 N/A 40 90 98
2136
cthunter01
Provides arbitrary precision arithmetic operations and advanced mathematical co…
B 78 54 86 65 N/A 40 95 95
2137
DSado88
A simple MCP server that provides accurate date and time information to Claude …
B 78 55 72 100 22 81 100
2138
RyoJerryYu
A Python package enabling LLM models to interact with the Memos server via the …
B 78 54 100 40 N/A 62 90 93
2139
xiaobenyang-com
Lookup-Domain Claim 1
A Model Context Protocol (MCP) server that provides comprehensive domain name r…
B 78 64 78 66 87 45 95 91
2140
dylancaponi
An actively maintained fork of the official Google Drive MCP server that enable…
B 78 54 90 68 33 87 99
2141
drewburchfield
Search Help Scout conversations, customers, organizations, threads, and inboxes…
B 78 55 100 42 N/A 75 81 93
2142
elcukro
bank-mcp Claim
Provides AI assistants with secure, read-only access to over 15,000 financial i…
B 78 54 66 67 N/A 62 95 100
2143
Talljack
Enables comprehensive content management through Markdown processing, HTML rend…
B 78 54 94 60 N/A 34 90 99
2144
floyd-run
Floyd Claim
Scheduling and booking engine for AI agents. Check availability, hold slots, an…
B 78 55 90 76 34 82 97
2145
vinnyang
Enables AI assistants to search and fetch documentation content from Adobe Expe…
B 78 54 94 68 N/A 24 95 94
2146
YimingYAN
fivetran-mcp Claim 1
MCP server for Fivetran API - manage syncs, check status, and control data pipe…
B 78 55 67 82 N/A 63 77 100
2147
idapixl
MCP Starter Kit Claim
Production-ready TypeScript MCP server template — 4 tools, Zod validation, 19 t…
B 78 54 66 66 N/A 70 92 99
2148
EvilFreelancer
openapi-to-mcp Claim 1
Turns any OpenAPI/Swagger API into an MCP server. One MCP tool per endpoint, St…
B 78 55 90 68 N/A 59 81 86
2149
Mnehmos
IndexFoundry MCP Claim
Creates deterministic, auditable vector databases from any content source with …
B 78 55 92 60 55 81 98
2150
astronomer
astro-airflow-mcp Claim 2
An MCP server that enables AI assistants to interact with Apache Airflow's REST…
B 78 55 63 82 69 82 98
Showing 2101–2150 of 44526 servers
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