MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10601
apspan
Exposes the Fathom AI meeting intelligence API to Claude, allowing users to lis…
C 65 55 54 61 30 81 95
10602
heok-yongssun
FreeCAD MCP Claim
Enables control of FreeCAD CAD software from Claude Desktop through natural lan…
C 65 55 74 28 47 81 96
10603
automation-ai-labs
MCP-Wait Claim
A simple MCP server that provides waiting functionality to pause until other ta…
C 65 55 60 100 25 84 40
10604
Three-Little-Birds
Enables control system analysis and testing through PID controller evaluation a…
C 65 55 48 70 45 81 79
10605
basicbill
Provides real-time access to official aviation weather data including METARs, T…
C 65 55 72 41 25 82 96
10606
ilil1
FastAPI MCP SSE Claim
Demonstrates how to integrate Model Context Protocol with Server-Sent Events (S…
C 65 55 76 66 44 81 46
10607
Cytrogen
A Model Context Protocol (MCP) server that enables AI applications to access an…
C 65 55 56 100 N/A 23 95 32
10608
rahulthedevil
Jira-Context-MCP Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 55 72 35 45 81 91
10609
mhalle
Datasette MCP Claim 1
A Model Context Protocol server that provides read-only access to Datasette ins…
C 65 55 65 51 24 82 94
10610
mudit14224
Enables users to preprocess, analyze, and visualize CSV data through comprehens…
C 65 54 72 33 N/A 21 95 97
10611
alexandresanlim
Mempool MCP Server Claim 1
A Model Context Protocol server that provides real-time Bitcoin blockchain and …
C 65 55 45 100 41 81 49
10612
ChavezAILabs
KSJ MCP Server Claim
Converts handwritten journal photos into a searchable, AI-powered local knowled…
C 65 54 72 33 N/A 30 92 91
10613
hoihosick
Enables digital forensic analysis of Windows shortcut (LNK) files from E01 disk…
C 65 54 72 50 N/A 19 95 78
10614
afrise
Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude …
C 65 54 64 33 N/A 45 92 90
10615
ricleedo
A starter template for building custom MCP servers that can integrate with Clau…
C 65 55 60 100 28 81 43
10616
Vortiago
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 65 55 57 43 49 82 95
10617
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 55 45 62 35 82 98
10618
IdanAizikNissim
FireConfigMCP Claim 1
An MCP server that provides access to Firebase Remote Config, allowing clients …
C 65 54 59 57 N/A 18 95 85
10619
tedlikeskix
Provides IP geolocation services using IP-API.com without requiring an API key,…
C 65 55 60 56 15 83 100
10620
creating-cat
Utilizes the Google Gemini API to generate context-specific categories and dive…
C 65 55 66 67 62 81 43
10621
BlackSand-Software
HubSpot MCP Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 55 62 82 53 81 42
10622
qiao-925
Enables AI agents to recognize and extract text from images using PaddleOCR, su…
C 65 55 72 70 N/A 32 95 44
10623
doubleA411
Extracts text nodes from Figma designs and organizes them into structured JSON …
C 65 55 66 100 26 80 38
10624
RafaelCartenet
Model Context Protocol (MCP) server for Databricks that empowers AI agents to a…
C 65 55 76 23 N/A 52 81 92
10625
tim-akkio
A general-purpose MCP server that provides utility tools for echo, date/time, a…
C 65 55 72 38 24 82 100
10626
pinzonjulian
Turbo Docs MCP Server Claim 2
An MCP server that provides access to up-to-date Turbo JS documentation through…
C 65 55 45 87 N/A 21 95 65
10627
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10628
jasonwilbur
cloud-cost-mcp Claim 1
Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ inst…
C 65 66 96 55 0 67 83 90
10629
tamago-labs
XRPL MCP Claim
Enables interaction with XRP Ledger blockchain for managing wallets, creating a…
C 65 55 54 68 28 76 95
10630
seansoreilly
ABS MCP Server Claim 3
An MCP server that provides AI assistants with access to Australian Bureau of S…
C 65 55 71 58 18 82 85
10631
TitanmindAGI
A WhatsApp marketing and messaging service that handles both free-form messages…
C 65 55 72 42 44 81 84
10632
peijun1700
Bluemouse Claim
Advanced AI Code Quality Gate
C 65 55 78 26 N/A 72 74 81
10633
vgnshiyer
Apple Books MCP Server
C 65 54 62 15 N/A 62 95 100
10634
Ymuberra
Provide localized news content dynamically based on geographic data. Enable age…
C 65 54 60 58 N/A 10 89 95
10635
Supermaxman
OpenAI MCP Server Claim
Provides tools to manage OpenAI API keys and spending through the OpenAI API. R…
C 65 55 54 100 43 81 38
10636
frotaadriano
Enables nutritional analysis of food descriptions by integrating with OpenAI's …
C 65 64 84 71 0 41 95 93
10637
UnitVectorY-Labs
A lightweight, configuration-driven MCP server that exposes curated GraphQL que…
C 65 55 66 45 78 77 64
10638
WoodsGao
Trade MCP Server Claim
Provides real-time investment news, technical analysis via TA-Lib, and Binance …
C 65 55 72 50 25 81 87
10639
yuki777
MySQL MCP Server Claim 1
A tool that connects to local MySQL databases and enables large language models…
C 65 54 72 58 N/A 32 90 62
10640
slavkurochkin
A simple demonstration MCP server that provides a basic arithmetic tool for add…
C 65 55 66 50 24 81 97
10641
janswist
mcp-dexscreener Claim
Real-time on-chain market prices using open and free Dexscreener API
C 65 55 60 67 29 82 81
10642
AnCode666
AEMET-MCP Claim 1
An MCP server that allows retrieving meteorological and climate data from Spain…
C 65 55 51 41 65 80 97
10643
DanielBlomma
cortex Claim
Local repo context for coding assistants with semantic search and graph relatio…
C 65 54 72 28 N/A 43 90 87
10644
Nawaf-TBE
MCP Server Claim
A Node.js/TypeScript server implementing the Model Context Protocol that provid…
C 65 55 72 41 26 81 99
10645
instructa
A Model Context Protocol implementation for managing and serving AI prompts wit…
C 65 54 68 50 N/A 22 95 82
10646
MuthuPalaniappan925
Integrates task management capabilities into Claude Desktop, enabling users to …
C 65 54 70 25 N/A 39 94 96
10647
chenningling
A tool that enables creating and querying Apple Reminders through natural langu…
C 65 54 78 33 N/A 39 95 71
10648
atilaahmettaner
AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance data…
C 65 54 66 33 55 84 89
10649
mikkelkrogsholm
Enables AI assistants to fetch, index, and perform semantic RAG-based searches …
C 65 54 60 42 N/A 27 95 96
10650
Farad-Labs
Nexar MCP Server Claim
Enables searching for electronic components, comparing prices across distributo…
C 65 55 60 42 42 82 96
Showing 10601–10650 of 49876 servers
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