MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12101
wowyuarm
An MCP server that provides multiple file conversion tools for AI agents, suppo…
C 62 5⁄5 ◉ ⏳ 59 33 — 49 76 96
12102
JeongJaeSoon
MCP Server Claim
A configurable server implementation that provides MCP (Model-Controller-Protoc…
C 62 5⁄5 ◉ ⏳ 48 63 — 23 82 88
12103
Myestery
Provides direct access to Chrome DevTools Protocol for browser automation, enab…
C 62 5⁄4 ◉ ⏳ 54 58 N/A 27 80 83
12104
sparesparrow
An MCP server that assists with the orchestration of new software projects by a…
C 62 5⁄4 ◉ ⏳ 61 25 N/A 57 95 74
12105
andyl25
An MCP server that enables querying and interacting with Google Cloud services …
C 62 5⁄5 ◉ ⏳ 63 47 — 20 81 91
12106
EtanHey
cmuxlayer ⚡ Claim
Terminal multiplexer MCP server for orchestrating parallel AI agents. Manages w…
C 62 5⁄4 ◉ ⏳ 76 0 N/A 57 87 95
12107
ericskiff
Provides real-time train schedule information and live predictions for all 18 s…
C 62 6⁄6 ◉ ⏳ 84 75 0 32 82 91
12108
rymurr
Signal MCP ⚡ Claim
An MCP integration for signal-cli that allows AI agents to send and receive Sig…
C 62 5⁄4 ◉ ⏳ 60 33 N/A 29 88 98
12109
evilpixi
An MCP server with comprehensive CI/CD workflows including unit tests, integrat…
C 62 5⁄5 ◉ ⏳ 69 26 — 29 81 99
12110
lsaavedr
MCP Duty Pharma ⚡ Claim
MCP Duty Pharma
C 62 5⁄5 ◉ ⏳ 48 82 — 57 81 39
12111
SwipeBuilder-io
Enables programmatic access to your SwipeBuilder ad swipe library to retrieve s…
C 62 5⁄5 ◉ ⏳ 64 43 — 24 81 93
12112
JesseEikeland
Provides access to 20+ Kali Linux penetration testing tools including nmap, sql…
C 62 5⁄5 ◉ ⏳ 66 33 — 25 81 98
12113
asdasgusdas
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 62 5⁄5 ◉ ⏳ 48 70 — 24 81 82
12114
leelakrishnasarepalli
Analyzes resumes against job descriptions to identify missing skills, keywords,…
C 62 5⁄5 ◉ ⏳ 54 55 — 22 81 91
12115
ChenReuven
A foundation for creating custom Model Context Protocol servers that can integr…
C 62 5⁄5 ◉ ⏳ 70 82 N/A 25 94 22
12116
terryso
tv-recommender-mcp-server
C 62 5⁄5 ◉ ⏳ 54 33 — 56 83 89
12117
chakri01
Enables semantic search and conversational querying across a personal research …
C 62 5⁄5 ◉ ⏳ 76 28 — 21 80 99
12118
TurboML-Inc
A template MCP server that provides job searching tools (analyze descriptions, …
C 62 6⁄6 ◉ ⏳ 84 72 0 47 81 83
12119
JordiNeil
Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get…
C 62 5⁄5 ◉ ⏳ 68 36 — 19 80 99
12120
Ansvar-Systems
italian-law-mcp ⚡ Claim
Italian legislation via MCP — full-text search across statutes and provisions
C 62 6⁄4 ◉ ⏳ 90 32 0 65 95 94
12121
fean-developer
Enables LLMs and agents to interact with relational databases (SQL Server, MySQ…
C 62 5⁄5 ◉ ⏳ 66 33 — 41 80 87
12122
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 5⁄4 ◉ ⏳ 54 38 N/A 24 95 93
12123
degenpilot404
Enables LLMs to query tokenized attention scores and credibility metrics for X/…
C 62 5⁄5 ◉ ⏳ 60 61 — 20 81 80
12124
wiseman
OSM PostgreSQL Server ⚡ Claim 1
Provides OpenStreetMap integration for MCP, allowing users to query and visuali…
C 62 5⁄5 ◉ ⏳ 78 31 — 29 76 90
12125
codit04
Enables AI assistants to access PSG College of Technology e-campus portal data …
C 62 5⁄5 ◉ ⏳ 62 31 — 37 81 100
12126
YusefMobasheri
A deployable remote MCP server on Cloudflare Workers that enables the use of cu…
C 62 5⁄5 ◉ ⏳ 48 66 — 21 81 85
12127
gregm711
Enables AI agents to check domain availability, purchase domains via Stripe, an…
C 62 6⁄6 ◉ ⏳ 78 66 0 45 82 100
12128
guangliangyang
Enables AI-driven job application automation for LinkedIn and SEEK platforms wi…
C 62 5⁄4 ◉ ⏳ 66 33 N/A 19 95 88
12129
CesarPetrescu
Codex LSP Bridge ⚡ Claim
Exposes Language Server Protocol (LSP) features as MCP tools, enabling IDE-grad…
C 62 5⁄4 ◉ ⏳ 60 27 N/A 43 90 89
12130
Muzain187
TG_MCP ⚡ Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 5⁄5 ◉ ⏳ 72 22 — 40 76 97
12131
sawzhang
An MCP adapter that maps Coffee Company B2B HTTP APIs to MCP tools, allowing AI…
C 62 5⁄5 ◉ ⏳ 72 37 — 29 81 86
12132
lborjigi
Enables AI assistants to manage BookStack documentation through natural languag…
C 62 5⁄5 ◉ ⏳ 72 35 — 21 81 94
12133
brianshin22
YouTube Translate MCP ⚡ Claim 1
A Model Context Protocol server that enables access to YouTube video content th…
C 62 5⁄5 ◉ ⏳ 45 47 — 45 78 96
12134
lgrassin
A template for deploying a remote Model Context Protocol server on Cloudflare W…
C 62 5⁄5 ◉ ⏳ 48 65 — 29 84 79
12135
mobilehackinglab
A server that exposes the Jadx decompiler API over HTTP, enabling Claude to int…
C 62 5⁄5 ◉ ⏳ 60 30 — 46 80 94
12136
QAInsights
jmeter-mcp-server ⚡ Claim
JMeter MCP Server for performance testing
C 62 5⁄4 ◉ ⏳ 66 33 N/A 25 89 93
12137
achsaf6
mcp-quickstart ⚡ Claim
quickstart for mcp deployment
C 62 5⁄5 ◉ ⏳ 48 100 N/A 32 83 37
12138
YUJAEYUN
learnlog-mcp ⚡ Claim 1
An MCP server that locally saves and categorizes user prompts from LLM sessions…
C 62 5⁄5 ◉ ⏳ 41 100 N/A 36 95 28
12139
mabanas1
FastMCP server that enables AI assistants to integrate with Red Hat Errata Tool…
C 62 5⁄4 ◉ ⏳ 60 36 N/A 16 95 98
12140
johnohhh1
Integrates the Exploit-DB database with AI assistants to enable searching for e…
C 62 5⁄4 ◉ ⏳ 60 38 N/A 22 90 95
12141
davinoishi
Enables scanning web pages and entire domains to identify broken links, checkin…
C 62 5⁄5 ◉ ⏳ 60 50 — 21 81 93
12142
awslabs
Log Analyzer with MCP ⚡ Claim 1
A Model Context Protocol server that provides AI assistants access to AWS Cloud…
C 62 5⁄5 ◉ ⏳ 57 33 — 63 81 83
12143
mmulqu
A Cloudflare Workers-based MCP server template for building remote MCP servers …
C 62 5⁄5 ◉ ⏳ 48 70 — 24 81 81
12144
derberg
EasyPeasyMCP ⚡ Claim
A lightweight, zero-config MCP server that makes documentation and API specific…
C 62 5⁄5 ◉ ⏳ 78 0 — 56 80 97
12145
evangstav
Personal MCP Server ⚡ Claim 3
A Model Context Protocol server for tracking personal health and well-being, of…
C 62 5⁄5 ◉ ⏳ 45 58 — 29 82 92
12146
mattjegan
swarmia-mcp Claim
Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for qui…
C 62 6⁄6 ◉ ⏳ 90 68 0 37 81 91
12147
assif83
A template for deploying an unauthenticated Model Context Protocol server on Cl…
C 62 5⁄5 ◉ ⏳ 48 70 — 24 81 78
12148
therealtimex
browser-use ⚡ Claim
AI browser automation - navigate, click, type, extract content, and run autonom…
C 62 6⁄6 ◉ ⏳ 90 58 0 59 69 96
12149
markusl
Alko MCP Server ⚡ Claim
Provides AI assistants with access to Finland's Alko alcohol product catalog, e…
C 62 6⁄6 ◉ ⏳ 72 72 0 59 82 93
12150
reuvenaor
MCP server for Shadcn UI, enabling automated, remote, or containerized project …
C 62 6⁄4 ◉ ⏳ 69 65 0 46 95 100
Showing 12101–12150 of 69111 servers
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