MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
26182
Scored
1610
Verified
16957
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22551
shanezchang
mcp-hub Claim
A self-hosted remote MCP server that provides reusable prompts and development …
D 53 44 54 27 48 83
22552
agentience
A high-performance MCP server for expert discovery, registration, and context i…
D 53 44 64 35 23 81
22553
ag2-mcp-servers
This server enables interacting with the National Digital Health Mission's Heal…
D 53 44 60 40 21 81
22554
ag2-mcp-servers
A Multi-Agent Conversation Protocol Server that provides a natural language int…
D 53 44 60 40 21 81
22555
flightctl
Provides read-only access to query and retrieve information about devices, flee…
D 53 44 56 41 28 81
22556
ag2-mcp-servers
A Multi-Agent Conversation Protocol server for interacting with Google Play Gam…
D 53 44 60 42 21 81
22557
sahinrasit
Claude Context MCP Claim
Enables AI assistants to index and search codebases using semantic search power…
D 53 44 60 31 35 78
22558
leomeirae
Enables AI agents to access and manage Supabase projects through the Model Cont…
D 53 44 58 41 21 81
22559
capoom
HoudiniMCP Claim
Connects Houdini to Claude AI through Model Context Protocol, enabling AI-assis…
D 53 33 40 N/A N/A 18 95
22560
vksinghh25
A multi-agent system that analyzes meeting transcripts to generate summaries, e…
D 53 44 72 26 21 81
22561
wmoten
ice-puzzle-mcp Claim 1
An MCP server for building, validating, and publishing Ice Puzzle levels with A…
D 53 44 63 22 37 83
22562
wklee610
kafka-mcp Claim 1
MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer …
D 53 44 41 28 68 80
22563
hipposys-ltd
Airflow MCP Claim
Enables users to interact with Apache Airflow orchestration platform through na…
D 53 44 48 40 50 76
22564
dogeplusplus
MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), w…
D 53 43 72 17 N/A 14 95
22565
Murugarajr
ohm-mcp Claim 1
AST-based Python refactoring MCP server with safe automated refactorings and ro…
D 53 43 48 25 N/A 47 92
22566
AbdelrhmanSror
Enables AI assistants to interact with Azure DevOps repositories and pull reque…
D 53 44 72 27 22 80
22567
ethan2000liu
An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to…
D 53 43 60 27 N/A 21 95
22568
guinnessNet
Maipharm Domae MCP Claim 1
Enables integrated search and ordering across eight pharmaceutical wholesalers …
D 53 43 54 32 N/A 32 89
22569
koizumikento
e-Stat MCP Claim
Enables access to Japan's official government statistics portal (e-Stat) API to…
D 53 44 48 45 34 81
22570
SafetyReportProject
Provides integrated access to location-based weather, reporting history, and in…
D 53 44 42 60 26 82
22571
foxywolf-hub
MCP Server Claim
Model Context Protocol server that enables API test automation across various A…
D 53 43 50 31 N/A 39 90
22572
saidsef
A Model Context Protocol (MCP) application for automated GitHub PR analysis and…
D 53 55 70 43 0 75 80
22573
enkhbold470
A framework that integrates Brain-Computer Interface technology with the Model …
D 53 44 60 36 26 82
22574
ag2-mcp-servers
An MCP server that enables interaction with Twilio Frontline API for customer c…
D 53 44 45 60 21 81
22575
rinaldowouterson
A proxy-aware MCP server that enables web searching across multiple engines and…
D 53 44 48 22 62 82
22576
ArjunBhuptani
SparkMango Claim 1
A Model Context Protocol server that converts Solidity bytecode into functional…
D 53 44 49 56 21 81
22577 D 53 33 44 N/A N/A 13 95
22578
HatriGt
hana-mcp-server Claim
SAP HANA MCP server — Enterprise Model Context Protocol server for SAP HANA. Us…
D 53 44 50 31 N/A 52 80
22579
cablehead
gpt2099.nu Claim
a Nushell cross.stream extension to interact with LLMs and MCP servers
D 53 43 60 27 N/A 28 90 NU
22580
pwntato
Enables LLMs to dynamically discover and execute tools through a structured ski…
D 53 44 56 30 43 81
22581
ajtruex
Enables deployment of MCP servers on Cloudflare Workers without authentication …
D 53 44 48 55 21 81
22582
ramkansal
pentestMCP Claim 1
An MCP server that exposes over 20 standard penetration testing utilities, such…
D 53 44 63 27 34 81
22583
sehmim
MCPHy Claim
Transform REST APIs into intelligent, chat-driven MCP servers with zero code ch…
D 53 44 48 32 53 81
22584
stefanwatt
A TypeScript-based Model Context Protocol (MCP) server template built with mcp-…
D 53 43 48 55 N/A 21 80
22585
ag2-mcp-servers
Enables interaction with Zoom services through the Zoom API. Provides access to…
D 53 44 60 42 21 81
22586
MatheusgVentura
An API that enables document querying through a Retrieval-Augmented Generation …
D 53 44 42 66 18 81
22587
WangTingYeYe
Provides a Model Context Protocol server for managing shipping orders and addre…
D 53 44 54 35 36 81
22588
abhijitjavelin
Provides AI security guardrails through Javelin's platform to detect harmful co…
D 53 44 56 47 19 81
22589
Cognitive-Stack
Enables AI systems to analyze documents and extract form data through Azure For…
D 53 44 48 57 20 81
22590
tutumomo
A Python-based MCP server that provides coordinate conversion between latitude/…
D 52 44 54 41 26 81
22591
billlzzz10
heroui-mcp-server Claim
D 52 43 42 19 N/A 53 95
22592
harold-moncaleano
A web application that enables users to interact with AWS Bedrock language mode…
D 52 44 54 46 19 81
22593
steveydevey
A JSON-RPC server that simplifies managing KVM virtual machines by providing a …
D 52 44 56 36 32 76
22594
karthik78180
Fast MCP Local Claim
A minimal FastMCP server implementation that provides basic mathematical and gr…
D 52 43 44 26 N/A 42 95
22595
kwanok
Dooray MCP Server Claim 1
Enables interaction with Dooray's task and calendar management system, allowing…
D 52 44 48 40 34 82
22596
sms03
An intelligent server that processes and evaluates resumes by extracting struct…
D 52 44 48 52 22 81
22597
chengdagong
UE-MCP Claim
Enables AI assistants to interact with Unreal Editor 5 through the Python remot…
D 52 43 48 32 N/A 32 92
22598
graknol
IFS Cloud MCP Server Claim 1
Enables AI agents to analyze and search IFS Cloud codebases using hybrid semant…
D 52 44 48 26 56 80
22599
ismail-kattakath
A nix flake for configuring Model Context Protocol (MCP) servers across support…
D 52 43 60 7 N/A 45 94 NI
22600
zpqrtbnk
ddd Claim
ddd
D 52 43 34 40 N/A 38 95
Showing 22551–22600 of 33449 servers
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