MCP Server Quality Scores

Independent quality analysis of 47066 public MCP servers

47066
Discovered
29562
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6551
reuvenaor
MCP server that provides programmatic access to the Israeli Central Bureau of S…
B 72 55 80 58 45 81 89
6552
bkalafat
diffpilot Claim 1
MCP server for PR code review, commit messages, changelogs, and secret detectio…
B 72 54 81 53 N/A 27 90 96
6553
MiguelAlvRed
Store Scraper MCP Claim 1
Enables querying and retrieving data from App Store and Google Play Store, incl…
B 72 55 84 100 35 81 41
6554
RagingOrangutan
rootvine-mcp Claim 1
Cross-platform music and game resolution for AI agents across 15+ platforms.
B 72 55 66 62 N/A 59 82 89
6555
aoprisan
Converts Markdown files and standalone Mermaid diagrams into high-quality PDF o…
B 72 55 78 100 N/A 21 95 44
6556
SegfaultSorcerer
heap-seance Claim 1
Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async…
B 72 54 72 43 N/A 65 90 92
6557
wavelovey
Server to search PubMed (PubMed is a free, online database that allows users to…
B 72 54 90 32 N/A 39 95 96
6558
cameronking4
⚡ Cut LLM inference costs 80% with Programmatic Tool Calling. Instead of N tool…
B 71 54 100 36 N/A 24 89 91
6559
cottongeeks
ytt-mcp Claim 1
MCP server to fetch transcripts for YouTube videos, enabling users to retrieve …
B 71 55 59 61 54 81 100
6560
aixi134
mcp-meituan-ip Claim
A simple note storage system that allows creating, storing, and summarizing not…
B 71 54 78 55 N/A 48 92 78
6561
gwhthompson
grist-mcp-server Claim
11 tools for managing Grist documents with AI
B 71 54 84 40 N/A 58 83 90
6562
db-mattmolony
Enables deployment and hosting of custom MCP servers on Databricks Apps platfor…
B 71 55 78 61 30 81 94
6563
jeongsukwak
mcp-server Claim
B 71 54 66 72 N/A 32 91 85
6564
Selenium39
Qiita API MCP Server Claim 1
Enables interaction with Qiita, a Japanese developer community platform, throug…
B 71 55 80 100 43 76 40
6565
guillochon
mlb-api-mcp Claim
MCP server that acts as a proxy to the freely available MLB API, which provides…
B 71 54 88 33 N/A 45 95 89
6566
PrettyKing
Chalee MCP RAG Claim
Enables RAG (Retrieval-Augmented Generation) capabilities with document process…
B 71 55 84 66 19 81 91
6567
GH05TCREW
Provides a bridge between large language models and the Metasploit Framework, e…
B 71 55 86 43 50 81 90
6568
ntropy-network
ntropy-mcp MCP Server Claim 1
Enables enriching banking data with the Ntropy API, providing tools to create a…
B 71 55 84 46 38 81 100
6569
nebius
Nebius MCP Server Claim
Enables AI agents to fetch Nebius cloud service documentation and execute Nebiu…
B 71 54 60 58 N/A 57 89 93
6570
Uzbyr
Enables management of Mistral AI agents through MCP tools including creating, l…
B 71 55 72 65 27 81 99
6571
nkyy
Provides automatic desktop notifications and contextual sounds for Claude Code …
B 71 55 90 83 N/A 23 95 40
6572
dyneth02
Full-stack air quality analytics platform built with FastAPI, React, and MySQL.…
B 71 54 66 67 N/A 27 95 91
6573
turambar928
An automated system that processes raw text through a three-stage pipeline to a…
B 71 55 92 57 33 78 82
6574
RadiumGu
A robust task scheduler server built with Model Context Protocol for scheduling…
B 71 54 78 35 N/A 42 95 100
6575
dave-wind
mysql-mcp-server Claim
B 71 54 86 58 N/A 45 87 67
6576
r-huijts
opentk-mcp Claim 1
Access Dutch Parliament (Tweede Kamer) information including documents, debates…
B 71 55 64 60 51 82 97
6577
MokhtarLahjaily
Word MCP Claim
Enables programmatic generation of Microsoft Word documents (.docx) from AI-gen…
B 71 54 70 63 N/A 27 95 90
6578
aamar-shahzad
MCP Screenshot Server Claim 1
Enables capturing screenshots and annotating images with boxes, arrows, text, h…
B 71 55 72 58 53 80 92
6579
dalisecurity
WAF security testing: 5,500+ payloads, 25 WAF fingerprints, 21 recon checks, by…
B 71 54 84 23 N/A 70 95 86
6580
zegh6389
An intelligent system that automatically scrapes Canadian news sources, process…
B 71 55 84 62 22 81 92
6581
rossshannon
Provides LLMs with read-only access to search, filter, and retrieve bookmark me…
B 71 55 68 71 47 81 84
6582
amxkifir
Provides comprehensive access to Blue Archive game data including students, equ…
B 71 55 88 82 27 82 58
6583
kevingduck
A local server that enables Google's Gemini AI to safely read, write, and list …
B 71 54 90 45 N/A 16 90 100
6584
udittripathi
Provides LLMs with safe, read-only access to local codebases for searching, rea…
B 71 54 76 50 N/A 32 87 100
6585
microsoft
markitdown Claim
MCP tool access to MarkItDown -- a library that converts many file formats (loc…
B 71 54 72 30 N/A 72 94 94
6586
gabrielrojasnyc
HR MCP Server Claim 1
A Model Context Protocol server that enables Claude Desktop to access structure…
B 71 54 69 58 N/A 45 92 85
6587
jerkovicl
A TypeScript template for building remote Model Context Protocol (MCP) servers …
B 71 55 72 58 40 81 100
6588
BACH-AI-Tools
Biztoc MCP Server Claim 1
An MCP server that provides access to the Biztoc API for retrieving latest busi…
B 71 55 41 100 45 81 87
6589
royerlab
napari-mcp Claim
🔬 MCP server for AI-powered napari control. Connect Claude, ChatGPT, Cursor, an…
B 71 54 70 35 N/A 76 84 97
6590
evangstav
Memory MCP Server Claim 1
Provides knowledge graph functionality for managing entities, relations, and ob…
B 71 55 60 62 54 82 96
6591
vog01r
Enables managing Google Cloud Platform infrastructure through natural language,…
B 71 55 90 51 28 81 92
6592
Fastops-ai
Enables users to collect, search, and retrieve product feedback and full conver…
B 71 55 84 57 29 80 92
6593
dsouza-anush
Enables interaction with Zendesk Support for managing tickets, comments, and fi…
B 71 55 86 62 22 78 95
6594
ravinahp
Enables users to validate the existence of email addresses through a simple Fas…
B 71 55 54 82 N/A 19 95 93
6595
puran-water
Provides AI agents with physics-based corrosion engineering calculations, from …
B 71 54 90 31 N/A 47 92 89
6596
victormasson21
Gmail MCP Server Claim
Enables AI assistants to read unread Gmail messages and compose draft replies w…
B 71 55 74 70 32 76 92
6597
vishalsachdev
Integrates with the Eventbrite API to provide AI-assisted event management capa…
B 71 55 72 67 51 80 83
6598
woshizhouzhuo-ux
flomo-mcp Claim
A simple notes system that allows creating, storing, and accessing text notes t…
B 71 54 78 47 N/A 25 95 100
6599
koladev32
Facilitates note storage and summarization through custom URIs, allowing users …
B 71 54 78 56 N/A 20 95 94
6600
AminForou
mcp-gsc Claim
Google Search Console Insights with Claude AI for SEOs
B 71 54 82 41 N/A 37 90 98
Showing 6551–6600 of 47066 servers
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