MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 6 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7351
AlanGreyjoy
Server that ingests Swagger/OpenAPI specifications and Postman collections, pro…
B 70 55 72 70 26 80 92
7352
michaeljiangmingfeng-debug
quanttogo-mcp-servers Claim 1
MCP servers for quantitative trading: live trading signals, market data, NAV hi…
B 70 55 72 100 49 81 38
7353
MIt9
ComfyUI Builder Claim
ComfyUI MCP server: knowledge base, workflow builder, real-time execution, mode…
B 70 54 78 25 N/A 71 95 86
7354
nobelk
random-number-server Claim 1
An MCP server that generates random numbers by using national weather data as e…
B 70 55 69 47 54 81 100
7355
PraneshASP
foundry-mcp-server Claim
An experimental MCP Server for foundry built for Solidity devs
B 70 55 66 58 N/A 54 81 91
7356
0xgasless
A Model Context Protocol server that enables gasless blockchain transactions di…
B 70 55 57 63 49 81 100
7357
markpitt
FreeAgent MCP Server Claim 1
A Claude MCP server that allows Claude to interact with your FreeAgent account …
B 70 55 78 58 35 81 91
7358
franciscorojas27
A modular server that enables management of MongoDB databases, collections, doc…
B 70 55 82 47 44 76 95
7359
pranciskus
Manage Garmin Connect workouts, including strength workouts with mapped exercis…
B 70 55 70 82 N/A 66 83 42
7360
adisaputra10
MCP Datadog Playcourt Claim 1
Enables monitoring and querying of Datadog metrics for Kubernetes clusters, APM…
B 70 55 78 67 24 71 96
7361
silviosotelo
Enables integration with Oracle Database and Oracle APEX 20.2, allowing LLMs to…
B 70 54 54 72 36 90 92
7362
doronaviguy
Provides real-time information about Ethereum addresses across multiple chains …
B 70 55 80 62 23 81 92
7363
raysker
axon-research Claim
AI agent ecosystem research, DeFi analysis, and market research tools
B 70 55 78 91 N/A 29 95 37
7364
scnsh
A Python-based MCP server that enables users to interact with the esa.io API fo…
B 70 55 62 61 46 81 100
7365
xiaobenyang-com
A Taiwan holiday query server based on Model Context Protocol (MCP), providing …
B 70 54 72 67 N/A 45 95 64
7366
Caue397
Enables LLMs to read, create, and manage Google Calendar events through a stand…
B 70 55 78 75 20 77 87
7367
tomohiro-owada
devrag Claim
Lightweight local RAG MCP server for semantic vector search over markdown docum…
B 70 54 82 28 N/A 64 90 85
7368
josefdc
UniProt MCP Server Claim
Provides seamless access to UniProtKB protein database, enabling queries for pr…
B 70 55 76 82 65 81 39
7369
docxmxm
Enables academic research through Google Scholar by searching for papers, findi…
B 70 55 84 53 34 82 89
7370
CaptainCrouton89
A starter template for building Model Context Protocol servers that integrate w…
B 70 55 54 100 N/A 23 95 64
7371
shrike-security
Shrike Security Claim 1
Runtime security for AI agents. 12 MCP tools detect and block prompt injection,…
B 70 66 96 91 0 72 81 81
7372
rjn32s
MCP OCR Server Claim
Extracts text from images using Tesseract OCR with support for local files, URL…
B 70 55 60 41 80 78 100
7373
0xAnkitSingh
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
B 70 54 74 51 N/A 21 95 100
7374
pepperfm
A generic MCP server that exposes local repository checkouts, allowing users to…
B 70 54 66 61 N/A 32 90 92
7375
XXO47OXX
spa-reader-mcp Claim 1
MCP Server that renders JavaScript SPA pages and extracts LLM-ready Markdown co…
B 70 55 51 100 N/A 51 95 47
7376
Jktfe
serveMyAPI Claim
A personal MCP (Model Context Protocol) server for securely storing and accessi…
B 70 54 60 60 N/A 34 89 100
7377
cbyrohl
mcp-server-ads Claim 1
An MCP server for the NASA Astrophysics Data System (ADS) that enables searchin…
B 70 55 57 71 51 82 89
7378
RealDealCPA-VR
Streamline client management, compliance deadlines, and core bookkeeping for yo…
B 70 54 80 53 N/A 21 90 95
7379
jiushan-test
Markmap MCP Server Claim
Enables conversion of plain text descriptions and Markdown content into interac…
B 70 55 60 60 55 81 93
7380
singhashish4000
Provides comprehensive Git repository insights including author statistics, bra…
B 70 54 66 61 N/A 21 92 98
7381
Epochal-dev
open-notebook Claim
MCP server that wraps the Open Notebook API
B 70 54 78 40 N/A 55 83 92
7382
abdqum
Enables comprehensive management of self-hosted or cloud Supabase instances wit…
B 70 55 86 43 29 81 99
7383
mytechnotalent
An AI-driven MCP server that autonomously interfaces with Malware Bazaar, deliv…
B 70 54 64 42 55 95 94
7384
nipoppy
Nipoppy MCP Server Claim
An interface for the Nipoppy neuroimaging framework that enables AI agents to l…
B 70 54 80 36 N/A 50 94 89
7385
loukach
Provides AI agents with 36 specialized tools for complete vehicle dealership ma…
B 70 55 90 51 25 81 89
7386
kennic
Provides AI-powered assistance for iOS developers using FrameLayoutKit, enablin…
B 70 54 78 47 N/A 42 90 88
7387
1595901624
QRCode_MCP Claim 1
An MCP server that generates customizable QR codes with options for size, color…
B 70 54 51 61 N/A 46 94 100
7388
priteshshah96
A simple application demonstrating Model Context Protocol (MCP) integration wit…
B 70 55 82 66 16 77 94
7389
manimohans
Farcaster MCP Server Claim 2
Provides tools to interact with the Farcaster network, allowing AI models to fe…
B 70 55 66 100 48 80 43
7390
folathecoder
Provides AI assistants with access to the Adzuna Job Search API to search milli…
B 70 55 82 37 51 83 94
7391
konigt6905
Brings Google Gemini 2.0 Flash native image generation capabilities into Claude…
B 70 55 78 100 29 81 46
7392
fernsugi
x402-api Claim
DeFi data API for AI agents — pay-per-call via x402/USDC on Base
B 70 64 94 68 0 69 95 100
7393
parmarjh
Converts various file formats (PDF, Word, PowerPoint, Excel, images, audio, HTM…
B 70 55 60 68 42 82 94
7394
achautha
An interactive tool for visualizing and managing budget allocations across busi…
B 70 55 68 67 30 84 94
7395
yanmxa
Prometheus MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to query Prometheus …
B 70 55 73 82 41 81 63
7396
rdvo
Steel Puppeteer Claim 2
A Model Context Protocol server that enables LLMs to automate web browsers usin…
B 70 55 65 66 34 81 99
7397
akramIOT
MCP_AI_SOC_Sher Claim
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Ag…
B 70 55 78 66 39 74 87
7398
wso2-attic
Authentication and Authorization Proxy for MCP Servers
B 70 54 60 35 N/A 77 95 94
7399
lewisvoncken
Playwright MCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
B 70 55 65 55 57 80 95
7400
qso-graph
MCP server for Parks on the Air (POTA) providing live activator spots, park det…
B 70 54 72 41 38 95 98
Showing 7351–7400 of 66475 servers
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