MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29595
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7801
FabrWill
GraphQL MCP Server Claim 1
A Model Context Protocol server for executing GraphQL queries, allowing AI mode…
B 70 55 57 70 43 81 95
7802
zsun4work
Fed Speech MCP Claim
Retrieves, parses, and analyzes speeches and testimonies from Federal Reserve o…
B 70 55 78 53 27 81 99
7803
harshkedia177
Axon Claim 1
A graph-powered code intelligence engine that indexes codebases into a structur…
B 70 54 60 41 N/A 63 94 96
7804
mytechnotalent
An AI-driven MCP server that autonomously interfaces with Malware Bazaar, deliv…
B 70 54 64 42 55 95 94
7805
jpoles1
Provides AI systems with access to peer-reviewed medical information from StatP…
B 70 55 78 58 35 81 92
7806
chiefautism
mcp-buttplug Claim 1
An MCP server that connects Claude and other MCP clients to buttplug.io, allowi…
B 70 44 51 N/A N/A 32 95 99
7807
timwukp
Orchestrates multiple AWS security services to provide comprehensive security a…
B 70 55 66 82 51 81 61
7808
ResakaGit
mcp-vitacore Claim
A session memory consolidation and architectural oversight system that uses Gem…
B 70 55 66 65 42 82 92
7809
singhashish4000
Provides comprehensive Git repository insights including author statistics, bra…
B 70 54 66 61 N/A 21 92 98
7810
dinehq
Feishu MCP Server Claim
Enables Claude to read and interact with Feishu (Lark) documents, spreadsheets,…
B 70 54 54 70 35 90 98
7811
ali-48
Combines a knowledge graph with RAG (Retrieval-Augmented Generation) capabiliti…
B 70 54 84 51 N/A 32 95 76
7812
RhombusSystems
Rhombus MCP Server Claim
Enables AI assistants to interact with Rhombus physical security systems, provi…
B 70 55 60 66 37 82 99
7813
consigcody94
Pythia MCP Claim 3
An MCP server that interfaces with the Lilith library to analyze Higgs boson ph…
B 70 55 81 82 57 78 43
7814
dongwoosuk
Outlook MCP Claim
Enables semantic search and AI-powered analysis of Outlook emails using RAG-bas…
B 70 54 88 27 N/A 45 95 92
7815
wuyunmei
Manages AI conversation context and personal knowledge bases through the Model …
B 70 55 72 66 22 81 97
7816
falahgs
Generates children's storybook illustrations in multiple art styles (3D cartoon…
B 70 55 72 71 20 81 96
7817
Ichigo3766
A MCP server that enables transcription of audio files using OpenAI's Speech-to…
B 70 55 75 55 41 76 100
7818
swairshah
Zotero MCP Server Claim
A server that enables MCP clients like Anthropic Claude App to interact with lo…
B 70 54 78 41 N/A 45 88 94
7819
lamemind
A utility toolkit that enhances Claude's code interaction capabilities by provi…
B 70 54 68 62 N/A 16 95 98
7820
ChanMeng666
A Model Context Protocol server that provides Google Jobs search capabilities t…
B 70 55 85 38 54 81 88
7821
seandavi
OLS MCP Server Claim
Provides reliable access to the Ontology Lookup Service (OLS) API, enabling AI …
B 70 55 72 82 N/A 25 95 59
7822
coucya
Web Content Retrieval (full webpage, filtered content, or Markdown-converted), …
B 70 55 82 56 42 77 87
7823
xiaolaa2
MIDI File MCP Claim 1
A powerful MCP tool for parsing and manipulating MIDI files that allows users t…
B 70 55 70 82 67 76 51
7824
databutton
Databutton Claim 2
Build and deploy beautiful business apps effortlessly with our AI agent. Genera…
B 70 54 59 55 N/A 46 96 91
7825
jbkix06
Alpaca MCP Server Claim
Enables large language models to interact with Alpaca's trading infrastructure …
B 70 54 66 43 N/A 42 95 100
7826
willc121
Enables querying Garmin health data stored in Supabase through natural language…
B 70 55 78 57 27 81 98
7827
wubbyweb
A simple server that enables AI models to send WhatsApp messages via the Twilio…
B 70 55 78 71 16 80 92
7828
CaptainCrouton89
A starter template for building Model Context Protocol servers that integrate w…
B 70 55 54 100 N/A 23 95 64
7829
hkopenai
An MCP server providing access to Hong Kong transportation data, including pass…
B 70 55 67 58 45 81 97
7830
ContexaAI
Notion MCP Server SSE Claim 1
Enables interaction with Notion workspaces through the Notion API using Server-…
B 70 55 84 42 52 80 87
7831
koriyoshi2041
Moltbook MCP Server Claim 2
An MCP server that enables integration with Moltbook, a social network designed…
B 70 54 75 40 N/A 46 90 98
7832
justanotherspy
MCP Agent Memory Claim 1
A production-ready MCP server that enables multiple AI agents to collaborate th…
B 70 54 60 67 N/A 23 90 100
7833
lekt9
Enables AI-powered analytics for OpenReplay user sessions through natural langu…
B 70 55 84 65 23 81 81
7834
tfscharff
Prevents citation hallucination by verifying academic citations against CrossRe…
B 70 55 78 100 27 81 48
7835
disler
Just Prompt Claim
A lightweight MCP server that provides a unified interface to various LLM provi…
B 70 55 78 91 31 81 54
7836
abdqum
Manage Supabase projects end to end across database, auth, storage, and realtim…
B 70 54 86 41 N/A 29 95 88
7837
lioensky
A server that allows AI agents to consult multiple large language models (like …
B 70 55 80 71 21 81 81
7838
ashcastelinocs124
MCP Router Claim
Automatically selects the optimal LLM model for each task in Cursor IDE by anal…
B 70 55 72 67 29 80 93
7839
subnetmarco
pgmcp Claim
Natural language PostgreSQL queries with automatic streaming, read-only safety,…
B 70 54 76 46 N/A 61 89 77
7840
iamanishroy
FireMCP Claim
Enables AI agents and LLMs to securely interact with Firestore databases throug…
B 70 55 72 52 44 81 97
7841
jpospychala
Provides tools for managing wallet operations, transfers, and currency exchange…
B 70 55 78 62 26 76 98
7842
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 55 71 60 36 81 95
7843
SoMaCoSF
Integrates voidtools Everything search engine with AI assistants to provide lig…
B 70 54 72 58 N/A 41 82 90
7844
mjmorales
Simple MCP Runner makes it effortless to safely expose system commands to langu…
B 70 54 72 33 N/A 59 95 90
7845
smithery-ai
Shopify Update MCP Server
B 70 55 60 70 37 78 98
7846
sworddut
MCP FFmpeg Helper Claim 2
A lightweight server that exposes FFmpeg's video processing capabilities to AI …
B 70 55 84 75 N/A 51 87 39
7847
kennic
Provides AI-powered assistance for iOS developers using FrameLayoutKit, enablin…
B 70 54 78 47 N/A 42 90 88
7848
ambar
simctl-mcp Claim
A Model Context Protocol server implementation for iOS Simulator control, provi…
B 70 54 54 63 N/A 52 95 88
7849
scmcphub
decoupler-MCP Claim
Provides a natural language interface for single-cell RNA-Seq analysis using th…
B 70 55 78 60 39 81 85
7850
prasadabhishek
photographi-mcp Claim
Visual Intelligence Command Center: A Local Computer Vision Engine for Photo Li…
B 70 54 66 30 N/A 79 95 87
Showing 7801–7850 of 47403 servers
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