MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2701
bbusenius
FI-MCP Claim 2
Provides AI assistants with access to 30+ validated financial independence calc…
B 77 55 96 100 N/A 42 95 30
2702
Alexander-Herranz
Provide standardized access to comprehensive cryptocurrency market data, exchan…
B 77 55 74 82 N/A 53 81 90
2703
PublikPrinciple
Provides a standardized interface for AI assistants to interact with Obsidian v…
B 77 54 94 52 N/A 39 90 100
2704
SimplyMinimal
fleet-mcp Claim 3
An MCP server that provides tools for managing and monitoring your Fleet Device…
B 77 54 65 71 N/A 82 83 88
2705
satyamkumar420
YT-NINJA Claim
Enables AI-powered YouTube video analysis including transcript management, vide…
B 77 55 94 65 30 81 100
2706
elminson
TOON MCP Server Claim
Enables users to convert structured data into Token-Oriented Object Notation (T…
B 77 55 90 60 58 80 91
2707
cordlesssteve
Provides comprehensive telemetry and usage analytics for Claude Code sessions, …
B 77 54 90 56 N/A 33 94 100
2708
saturnino-adrales
Provides read-only access to Google Sheets data through OAuth 2.0 authenticatio…
B 77 55 78 75 51 81 93
2709
kaosensei
An MCP server that enables full CRUD operations for Intercom Help Center articl…
B 77 55 75 66 67 80 99
2710
aringad
fattureincloud-mcp Claim 1
Italian e-invoicing with Fatture in Cloud. Create, send to SDI, manage clients.
B 77 55 84 74 N/A 51 83 87
2711
advenimus
Provide seamless access to JW.org content including NWT Bible Content (verses, …
B 77 55 92 71 N/A 34 82 93
2712
eddmann
garmin-connect-mcp Claim
MCP server enabling LLMs to interact with Garmin Connect - activities, health m…
B 77 55 70 82 N/A 52 92 86
2713
jagan-shanmugam
mattermost-mcp-host Claim 1
A MCP server along with MCP host that provides access to Mattermost teams, chan…
B 77 54 85 66 N/A 44 87 97
2714
junetic
mcp-usercall Claim
Run real user interviews from AI agents and retrieve structured insights with t…
B 77 55 70 72 72 82 88
2715
ColeMurray
Enables execution of SQL queries against AWS Athena databases with schema disco…
B 77 55 68 65 81 82 94
2716
copyleftdev
fabric-atelier Claim
AI-powered content processing with 226 Fabric patterns for writing, analysis, a…
B 77 54 96 63 N/A 35 90 86
2717
bonetrees
Shodan MCP Server Claim
Provides Claude with access to Shodan for IP address lookups, service discovery…
B 77 55 86 72 39 81 96
2718
imboard-ai
dossier Claim 1
MCP server for dossier automation standard - enables LLMs to discover, verify, …
B 77 54 65 63 N/A 66 95 98
2719
ZhuBit
Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). I…
B 77 44 60 N/A N/A 62 95 93
2720
wonyoungseong
GA4 MCP Server Claim
Enables interaction with Google Analytics 4 to manage accounts, run standard or…
B 77 55 92 70 32 83 93
2721
uv6725
homeharvest-mcp Claim
B 77 54 78 67 N/A 51 90 93
2722
9crusher
MCP Server Kalshi Claim
Enables interaction with the Kalshi prediction market platform through their RE…
B 77 55 72 67 68 80 98
2723
jeffkit
Enables users to search for high-quality photos on Unsplash with support for ad…
B 77 55 90 68 41 81 94
2724
an8888allen-maker
Enables Claude to connect to and interact with SQLite, SQL Server, PostgreSQL, …
B 77 55 84 60 56 81 100
2725
koopatroopa787
MCP PC Control Server Claim 1
Provides comprehensive PC control capabilities including file operations (read,…
B 77 55 94 100 N/A 25 95 48
2726
danielsuguimoto
Node.js server implementing Model Context Protocol for secure read-only filesys…
B 77 54 84 65 N/A 40 92 95
2727
qiniu
qiniu-mcp-server Claim
A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, …
B 77 55 78 65 74 76 92
2728
spences10
Provides persistent memory and knowledge graph capabilities for AI assistants u…
B 77 54 76 57 N/A 62 95 94
2729
chroma-core
chroma-mcp Claim
Chroma MCP server to access local and cloud Chroma instances for retrieval capa…
B 77 55 84 48 75 82 100
2730
ramidecodes
Notion MCP Server Claim
A Model Context Protocol (MCP) server that exposes the official Notion SDK, all…
B 77 55 90 70 51 76 91
2731
CPR43
Enable AI assistants to seamlessly interact with your Metabase analytics platfo…
B 77 54 90 72 N/A 23 87 99
2732
rossshannon
Weekly Weather MCP server which returns 7 full days of detailed weather forecas…
B 77 55 84 68 56 83 89
2733
patrickkarle
LODA MCP Server Claim
Provides token-efficient document search and retrieval for LLMs by returning re…
B 77 54 94 56 N/A 39 92 94
2734
eea
Enables interaction with the European Environment Agency (EEA) GeoNetwork Catal…
B 77 55 86 68 53 76 95
2735
MauriceIsrael
SmartMemory Claim
Neuro-symbolic memory for LLMs (POC)
B 77 54 78 58 N/A 58 95 91
2736
line
line-bot-mcp-server Claim 1
MCP Server for Integrating LINE Official Account
B 77 55 61 71 87 81 93
2737 B 77 54 94 71 N/A 24 90 90
2738
r-huijts
oorlogsbronnen-mcp Claim
Oorlogsbronnen (War Sources) API integration for accessing historical WWII reco…
B 77 55 88 65 53 82 91
2739
aitytech
agentkits-memory Claim
Persistent memory for AI coding assistants with hybrid search (FTS5 + vector em…
B 77 54 96 25 N/A 76 95 94
2740
bababoi-bibilabu
agent-mq Claim
Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Cod…
B 77 55 72 70 63 82 95
2741
ai-aviate
better-notion Claim 1
Operate Notion with a single Markdown document — read, create, and update pages…
B 77 55 60 100 N/A 46 83 88
2742
Mnehmos
arXiv MCP Server Claim 1
Enables searching and retrieving academic papers from arXiv by various criteria…
B 77 55 96 100 48 81 45
2743
remit-md
Enables AI agents to perform financial transactions such as direct payments, es…
B 77 55 90 62 51 82 94
2744
bhouston
An open source implementation of the Claude built-in text editor tool
B 77 55 84 100 N/A 51 90 47
2745
wn01011
llm-token-tracker Claim 1
Token usage tracker for OpenAI and Claude APIs with MCP support, real-time sess…
B 77 54 84 56 N/A 58 92 93
2746
iannuttall
Flux UI MCP Server Claim 1
Provides reference information for Flux UI components, enabling AI assistants t…
B 77 55 78 100 N/A 45 95 54
2747
ravikant1918
neurodev-mcp Claim 2
NeuroDev MCP is a smart Model Context Protocol server for Python development. I…
B 77 55 94 91 N/A 58 89 40
2748
tobedoit
Enables AI assistants to create and manage Google Calendar events with OAuth2 a…
B 77 55 86 67 52 81 91
2749
luarss
openroad-mcp Claim
The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol
B 77 54 72 58 N/A 73 92 93
2750
gavinHuang
Provides search functionality for arXiv.org papers through the official arXiv A…
B 77 55 78 82 40 81 95
Showing 2701–2750 of 30006 servers
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