MCP Server Quality Scores

Independent quality analysis of 58691 public MCP servers

58691
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5601
xiaobenyang-com
Bilibili-Api Claim 1
A Model Context Protocol (MCP) server that provides services for the bilibili.c…
B 73 64 78 66 83 45 95 63
5602
valk-ryx
mcp-email-server Claim
B 73 55 68 82 N/A 53 95 62
5603
ahnmichael
GitLab Forum MCP Claim 1
Enables searching, reading, and analyzing discussions on GitLab's community for…
B 73 55 90 82 52 81 48
5604
mariano-cecowski
Store MCP Server Claim
Enables AI agents to store and retrieve information persistently using key-valu…
B 73 54 86 53 N/A 21 95 99
5605
derekalia
Enables AI assistants to manage scheduled social media posts and content automa…
B 73 55 66 82 N/A 28 95 84
5606
jgravelle
jCodemunch MCP Claim
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95…
B 73 55 96 20 N/A 72 83 95
5607
Fato07
log-analyzer-mcp Claim 1
AI-powered log analysis - parse, search, extract errors across 9+ formats
B 73 54 70 35 N/A 81 94 90
5608
icoretech
airbroke Claim
🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error C…
B 73 54 60 37 N/A 88 92 100
5609
vpro1032
Enables AI assistants to securely interact with Microsoft SQL Server databases …
B 73 55 96 46 47 81 87
5610
DiaaAj
a-mem-mcp Claim 2
Self-evolving memory system for AI agents
B 73 54 72 72 N/A 53 76 90
5611
the-freetech-company
A secure MCP (Model Context Protocol) server hosted on Google Cloud Run that en…
B 73 55 66 70 52 74 100
5612
fcggamou
autoicd-mcp Claim 1
MCP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM…
B 73 55 57 75 54 82 95
5613
Ansvar-Systems
rwandan-law-mcp Claim
Rwandan legislation via MCP — full-text search across statutes and provisions
B 73 55 90 32 N/A 71 82 91
5614
swax
OneNoteMCP Claim
Enables interaction with Microsoft OneNote via the Microsoft Graph API, allowin…
B 73 55 78 65 33 80 100
5615
ampcome-mcps
Time MCP Server Claim 1
Gives large language models time awareness capabilities through various time-re…
B 73 55 78 75 N/A 40 95 63
5616
arlexperalta
Provides real-time Venezuelan economic data, including official and parallel ex…
B 73 55 84 73 24 80 92
5617
stilllovee
Memory MCP Server Claim
Enables AI agents to maintain context across conversation sessions by saving an…
B 73 55 78 66 31 82 99
5618
shawndrake2
Provides access to SEC filings and detailed XBRL financial data for all publicl…
B 73 55 90 55 27 83 99
5619
LorhanSohaky
Trello MCP Server Claim
Enables AI assistants to retrieve Trello card information by ID or link, provid…
B 73 55 68 62 51 81 100
5620
promplate
gh-mcp Claim
Refined MCP server for GitHub GraphQL API. GitHub's official MCP Server expose…
B 73 55 62 82 N/A 46 95 76
5621
ali-kamali
An MCP server that transforms codebases into intelligent, queryable knowledge b…
B 73 54 84 41 54 89 93
5622
j4sun
Garmin MCP Server Claim
Integrates with Garmin Connect to retrieve activity data, health metrics, and p…
B 73 55 84 68 21 81 97
5623
misanthropic-ai
Playwright MCP Claim
Playwright wrapper for MCP that enables LLM-powered clients to control a browse…
B 73 54 86 53 N/A 20 95 98
5624
alisaitteke
noun-mcp Claim 1
MCP server for The Noun Project - search and download icons directly in Cursor …
B 73 54 63 71 N/A 57 81 94
5625
EmpathySlainLovers
Mobile Next MCP Claim 1
A Model Context Protocol server that enables scalable mobile automation for iOS…
B 73 55 45 82 N/A 52 95 93
5626
yeahdongcn
A Model Context Protocol server that allows managing VMware Fusion virtual mach…
B 73 55 57 82 N/A 42 95 82
5627
memextech
HT-MCP Claim
ht-mcp is useful for enabling Agents to use terminals (e.g. bash, zsh, fish) i…
B 73 55 96 56 88 81 43
5628
ssatama
Search and discover rescue dogs from European and UK organizations with AI-powe…
B 73 55 60 65 69 82 91
5629
thuanpham582002
Tabby MCP Server Claim
A plugin for the Tabby terminal emulator that allows AI assistants to execute c…
B 73 54 68 38 N/A 76 90 98
5630
nguyenxtan
Enables real-time system monitoring and automation through MCP protocol with SS…
B 73 55 78 68 40 81 91
5631
marie6789040106650
Chrome MCP Server Claim
Transforms Chrome browser into an AI-controlled automation tool that allows AI …
B 73 54 94 33 N/A 47 95 89
5632
reallygood83
Provides professional UI/UX design expertise and frontend development tools for…
B 73 55 84 61 46 81 85
5633
Sk0t31n0s
Enables natural language todo list management through Claude Desktop with YAML-…
B 73 54 90 53 N/A 16 92 100
5634
ofershap
mcp-server-sqlite Claim
SQLite operations — query databases, inspect schemas, explain queries, and expo…
B 73 54 70 56 N/A 60 88 91
5635
Crei03
Enables read-only access to PostgreSQL and MySQL/MariaDB databases through MCP …
B 73 54 78 56 N/A 24 95 100
5636
michaeltrilford
Converts Figma designs into production-ready MUI (Michael UI) web components th…
B 73 55 90 100 N/A 21 95 37
5637
aml25
Enables AI assistants to search and retrieve executive orders, presidential doc…
B 73 55 82 58 44 81 94
5638
dfkai
XTQuantAI Claim 1
An MCP server that integrates the XTQuant quantitative trading platform with AI…
B 73 54 71 68 N/A 42 95 82
5639
ishayoyo
Excel MCP Server Claim 1
Enables conversational data analysis of Excel/CSV files through natural languag…
B 73 55 84 83 N/A 55 90 39
5640
ANSH-RIYAL
MCP-RAG Claim
An agentic AI system that orchestrates multiple specialized AI tools to perform…
B 73 55 90 61 16 80 100
5641
asterixix
Provides tools for AI models to search and retrieve information from five major…
B 73 55 67 80 39 81 91
5642
resilientbeast
Enables AI agents to access and analyze professional esports data for League of…
B 73 55 78 91 N/A 29 95 53
5643
jankowtf
A template for creating custom tools for Cursor IDE using Model Context Protoco…
B 73 55 78 56 46 80 100
5644
lucianoayres
Provides a simple addition tool and an API key retrieval tool, serving as a boi…
B 73 54 66 58 N/A 42 95 100
5645
Ap3x
BinaryAnalysis-MCP Claim 1
Enables analysis of binary files (PE, ELF, Mach-O, COFF) by providing tools to …
B 73 44 51 N/A N/A 51 95 95
5646
junzzhu
OpenShift MCP Server Claim 1
Enables diagnostics and troubleshooting of OpenShift clusters through storage a…
B 73 55 70 74 N/A 29 90 94
5647
shelardipak
Enables Python code linting by integrating the Model Context Protocol with tool…
B 73 55 84 68 25 81 91
5648
itshare4u
Agent Knowledge MCP Claim 2
A comprehensive Model Context Protocol server that integrates Elasticsearch sea…
B 73 55 78 100 56 80 37
5649
dpaluy
MCP Claude Desktop Claim
Enables Claude Code to send prompts to Claude Desktop using macOS automation an…
B 73 54 78 65 N/A 29 90 92
5650
jeanibarz
Retrieve and list content from various knowledge bases effortlessly. Enhance yo…
B 73 54 90 28 N/A 54 95 96
Showing 5601–5650 of 58691 servers
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