MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3201
blazickjp
Enables web browsing capabilities using BeautifulSoup4
B 76 54 90 56 N/A 41 92 91
3202
tcarac
taskboard Claim
Local project management with Kanban UI, CLI, and MCP server for AI assistants.…
B 76 54 94 31 N/A 81 87 92
3203
BearThreat
Imagen Claim
Image generation
B 76 54 90 68 27 90 90
3204
chrisribe
Provides AI assistants with persistent memory across sessions using local SQLit…
B 76 55 70 83 N/A 52 95 75
3205
creating-cat
gemini-image-mcp Claim
gemini-image-mcp
B 76 55 72 75 56 81 94
3206
webdevtodayjason
A2AMCP Claim
A Redis-backed MCP server that enables multiple AI agents to communicate, coord…
B 76 55 90 51 59 81 93
3207
conorbronsdon
substack-mcp Claim 1
MCP server for Substack — read posts, manage drafts, publish Notes, get comment…
B 76 55 61 71 72 80 100
3208
elsahafy
ux-mcp-server Claim 3
UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for …
B 76 55 90 83 N/A 59 94 40
3209
srclight
srclight Claim
Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29…
B 76 54 94 28 N/A 75 89 93
3210
sengokudaikon
Provides access to Perplexity AI models through two tools: ask\_perplexity for …
B 76 55 78 68 53 81 98
3211
theonlineeccentric-cell
A basic example MCP server deployed as a Netlify serverless function using Expr…
B 76 66 78 75 85 32 81 94
3212
3KniGHtcZ
codebeamer-mcp Claim
Codebeamer ALM integration for managing work items, trackers, and projects. Pro…
B 76 55 72 60 72 84 97
3213
paschmaria
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
B 76 55 82 74 35 82 99
3214
Beerspitnight
MCP server for Spotify playlist curation and management. 18 tools for song anal…
B 76 54 79 47 N/A 57 95 100
3215
LAMENTIS1
Converts Markdown documents to PDF files with support for syntax highlighting, …
B 76 54 78 65 N/A 47 92 92
3216
ALPA-Const
Connects AI assistants to Supabase projects to manage databases, execute SQL qu…
B 76 55 84 66 60 82 82
3217
CorbettCajun
SpiderFoot MCP Server Claim 1
Enables interaction with SpiderFoot OSINT reconnaissance tools through MCP, all…
B 76 55 72 82 49 81 91
3218
r-pedraza
Enables comprehensive translation management through POEditor's API with projec…
B 76 55 72 68 55 81 100
3219
wiseriai
lucid-mcp Claim
AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs…
B 76 54 76 57 N/A 55 90 98
3220
punkpeye
Enables AI assistants to perform structured, step-by-step reasoning through seq…
B 76 55 78 70 47 82 97
3221
tofunori
MCP Jupyter Complete Claim 1
A Model Context Protocol server for comprehensive Jupyter notebook manipulation…
B 76 55 75 78 N/A 28 95 90
3222
openpharma-org
Provides comprehensive pharmaceutical intelligence by integrating real-time ope…
B 76 55 96 53 55 80 90
3223
thebusted
Enables secure MySQL database operations through natural language with built-in…
B 76 55 84 61 54 81 97
3224
gitskyflux
An interface for interacting with Google Firestore databases directly through C…
B 76 55 90 60 44 80 99
3225
idreesmuhammadqazi-create
Generates AI-powered clarifying questions for user task requests using Claude, …
B 76 55 78 68 53 80 99
3226
zerodustxyz
zerodust Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
B 76 54 78 71 N/A 41 83 100
3227
push-based
Angular Toolkit MCP Claim 1
A Model Context Protocol server that provides Angular project analysis and refa…
B 76 54 69 58 N/A 77 90 90
3228
Logos-Parthenos-AI
MCP-LinkedIn Claim
Dynamic tools to automate tasks on LinkedIn website.
B 76 55 88 63 45 81 96
3229
skydeckai
Enables interaction with Rememberizer.ai knowledge repositories to search, retr…
B 76 55 84 70 37 81 96
3230
PhialsBasement
MCP NMAP Server Claim 1
Enables AI assistants to perform network scanning operations using NMAP, offeri…
B 76 54 78 65 N/A 46 92 91
3231
wesbos
An MCP server providing real-time currency conversion and exchange rate data th…
B 76 66 71 71 98 33 82 92
3232
rykerwang
Automatically converts any OpenAPI specification into an MCP server, exposing a…
B 76 55 96 68 24 81 93
3233
rjexile
Real-time sports card pricing, market analysis, arbitrage detection, grading RO…
B 76 44 72 48 83 95
3234
filipkrayem
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
B 76 55 90 71 28 81 95
3235
nhevers
A persistent memory server for Claude Code that captures session context and to…
B 76 54 84 58 N/A 50 90 93
3236
matracey
my-mcp-server Claim
A TypeScript starter template for building Model Context Protocol (MCP) servers…
B 76 54 66 55 N/A 65 95 100
3237
gurveeer
MCP Server Gemini Claim 1
A Model Context Protocol server that enables Claude Desktop and other MCP-compa…
B 76 55 81 72 46 81 92
3238
chonseng
Enables flight search and price comparison by scraping flight information from …
B 76 55 62 82 N/A 42 95 94
3239
kimdonghwi94
Web-Analyzer-MCP Claim
Extracts clean web content for RAG and provides Q&A about web pages.
B 76 55 66 82 N/A 39 91 93
3240
priyankark
a11y-mcp Claim 1
An MCP (Model Context Protocol) server for performing accessibility audits on w…
B 76 55 94 100 47 80 40
3241
myownipgit
An advanced MCP server for generating styled QR codes with logos, batch process…
B 76 54 90 60 N/A 22 95 99
3242
patrickdappollonio
Domain Tools (WHOIS + DNS)
B 76 55 70 60 73 83 100
3243
flrngel
An advanced MCP server for browser automation using Puppeteer, specifically opt…
B 76 54 90 60 N/A 27 95 93
3244
madeinplutofabio
pic-standard Claim
Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify inte…
B 76 54 58 75 N/A 62 95 91
3245
mcollina
MCP Ripgrep Server Claim
Provides ripgrep search capabilities to MCP clients like Claude, allowing high-…
B 76 55 86 91 N/A 48 95 47
3246
tadasant
Enables secure remote execution of Rails console commands over SSH for read-onl…
B 76 55 94 57 50 81 92
3247
proffillipesilva
Exposes a Node.js REST API for user and product management through MCP tools, a…
B 76 55 86 60 50 80 100
3248
jem-computer
Provides seamless integration with Capacities knowledge management system, allo…
B 76 55 72 75 47 81 100
3249
metricool
mcp-metricool Claim
mcp-metricool
B 76 55 70 82 49 81 95
3250
reddheeraj
Enables speech-to-text transcription, text-to-speech synthesis, and audio analy…
B 76 55 86 67 44 81 91
Showing 3201–3250 of 67181 servers
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