MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10701
pgiles
Enables weather lookups, mathematical calculations, and context-aware operation…
C 65 55 60 57 18 81 99
10702
urjitbhatia
it2mcp Claim 1
An MCP server that enables AI assistants to control iTerm2 sessions, windows, t…
C 65 54 53 41 N/A 48 92 92
10703
tamago-labs
XRPL MCP Claim
Enables interaction with XRP Ledger blockchain for managing wallets, creating a…
C 65 55 54 68 28 76 95
10704
fengzhongsen
short-url Claim
简单易用的短链接生成工具,完全开源、免费、无需登录,可私有化部署,链接永久有效!
C 65 64 80 71 0 52 95 94
10705
langcare
langcare-mcp-fhir Claim
An MCP FHIR server written in Go for EMR systems like Epic and Cerner
C 65 64 96 41 0 74 92 94
10706
zchaffee1
MCP Server Claim
A server implementing Model Coupling Protocol for HDF5 file operations, Slurm j…
C 65 54 60 31 N/A 37 95 99
10707
Yutarop
ros-mcp Claim
MCP server that supports ROS2 topics, services, and actions communication, and …
C 65 54 66 38 N/A 47 84 89
10708
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 55 45 62 35 82 98
10709
effieklimi
A Model Context Protocol server providing LLMs with access to the Ensembl genom…
C 65 55 81 65 50 81 40
10710
tigrisdata
Tigris MCP Server Claim
Tigris MCP Server
C 65 66 88 52 0 71 86 100
10711
Mosaictm1
An AI-powered workflow automation platform that builds and executes n8n workflo…
C 65 55 78 38 30 81 92
10712
fnlearner
Fetches and structures Ant Design v4 component documentation into JSON format, …
C 65 54 42 51 N/A 46 95 94
10713
aktsmm
Saiten MCP Server Claim
Automates the evaluation of GitHub hackathon submissions by providing tools to …
C 65 54 52 56 N/A 35 89 91
10714
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
10715
gqy20
Protein MCP Server Claim
Enables searching, retrieving, and downloading protein structure data from the …
C 65 55 76 36 60 82 72
10716
Skmalik768
Enables the generation of educational content such as multiple choice questions…
C 65 54 80 31 N/A 16 92 97
10717
TheSuperColony
supercolony Claim
Agent swarm intelligence — real-time feed and consensus signals from 140+ AI ag…
C 65 64 72 73 0 63 95 92
10718
jiayao
mcp-chess Claim 1
A MCP server playing chess against LLMs.
C 65 54 53 38 N/A 42 92 99
10719
mcuellar
Automates resume tailoring by formatting job descriptions, using AI to customiz…
C 65 54 72 30 N/A 21 95 100
10720
Gyeom
OpenFGA MCP Server Claim 2
Enables users to manage OpenFGA authorization models, stores, and relationship …
C 65 55 88 50 45 78 55
10721
alexandertsai
A simple MCP server that allows Claude to access your Telegram account to read …
C 65 54 60 41 N/A 40 88 92
10722
needle-ai
needle-mcp Claim
Needle MCP Server for easy RAG.Long-term memory for LLMs.
C 65 66 96 65 0 48 84 97
10723
highlight-ing
YouTube Integration Claim 1
Enables extraction of transcript text from YouTube videos by providing the vide…
C 65 55 68 57 15 81 94
10724
Grandbusta
Solana MCP Server Claim 1
A server that enables interaction with the Solana blockchain using your own pri…
C 65 54 66 57 N/A 30 87 77
10725
samson-art
transcriptor-mcp Claim 1
Transcriptor MCP is your choice when you need transcripts and metadata for AI, …
C 65 66 75 71 0 81 80 93
10726
ricleedo
A starter template for building MCP (Model Context Protocol) servers with TypeS…
C 65 55 60 82 N/A 29 95 46
10727
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
10728
instructa
mcp-starter Claim
A super simple Starter to build your own MCP Server
C 65 55 66 100 N/A 45 95 2
10729
alicankiraz1
Cursor n8n Builder Claim
Enables AI assistants in Cursor IDE to manage n8n workflows through the n8n RES…
C 65 66 92 68 0 53 80 95
10730
HgDeveloper13
Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets,…
C 65 55 68 38 40 80 99
10731
crowdcent
Enables AI assistants to interact with CrowdCent's prediction challenges, allow…
C 65 55 62 41 40 80 99
10732
iamport-intl
Enables searching and reading of PortOne documentation, including OpenAPI schem…
C 65 55 54 60 28 82 96
10733
KevoDB
KevoDB MCP Server Claim
Implements a Multimodal Communication Protocol server for KevoDB, allowing AI a…
C 65 55 66 37 40 81 99
10734
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
10735
dgarcoe
Enables interaction with Ham Radio DX Cluster networks to read and create spots…
C 65 55 62 46 46 76 96
10736
Adarsh-Bhayani
MCP SQL Server Pro Claim
Provides direct SQL query access to Microsoft SQL Server databases with full CR…
C 65 55 72 58 21 74 91
10737
Acendas
Enables management of Bitbucket Cloud pull requests through natural language, i…
C 65 55 60 46 52 80 88
10738
SheshuGit
Provides secure, read-only access to a PostgreSQL Hospital Management System th…
C 65 54 60 43 N/A 26 95 97
10739
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 54 57 41 N/A 39 95 90
10740
captainChaozi
Search Intent MCP Claim
An MCP-based service that analyzes user search keywords to determine their inte…
C 65 55 48 72 25 80 96
10741
RayaneChCh-dev
Enables intelligent academic paper discovery through ArXiv search and AI-powere…
C 65 55 76 53 21 81 80
10742
nikhil-grayscale
Enables searching the National Library Board Singapore catalogue by title, auth…
C 65 55 68 42 40 81 92
10743
dreyfus92
An MCP server that provides AI assistants with access to Astro documentation, e…
C 65 54 63 40 N/A 20 95 100
10744
prometheus-protocol
The trust layer for the open agentic web—giving AI agents a passport, a bank ac…
C 65 55 84 43 N/A 52 81 60
10745
94halldah
Enables the deployment of remote Model Context Protocol servers on Cloudflare W…
C 64 55 48 67 30 84 85
10746
cnYui
Provides secure file system operations for AI assistants including directory li…
C 64 55 72 91 N/A 21 95 21
10747
Fromsko
Enables AI assistants to interact with SiYuan Note for comprehensive notebook m…
C 64 55 66 66 46 78 59
10748
Valerio357
mcp_server1 Claim
C 64 54 46 60 N/A 21 95 92
10749
showfive
Provides a server utilizing Model Context Protocol to enable human-like browser…
C 64 55 78 100 21 81 19
10750
clarkemn
MCP server for asking questions about Cortex Cloud documentation
C 64 55 51 82 54 81 49
Showing 10701–10750 of 66495 servers
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