MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29849
Scored
2112
Verified
16953
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16451
salesforcecli
Enables secure interaction with Salesforce orgs through LLMs, providing tools f…
F 25 54 78 58 N/A 87 94 75
16452
mashriram
Azure MCP Server Claim 1 2
This server implements the Model Context Protocol for seamless interaction with…
F 25 54 84 65 N/A 40 89 99
16453
codeofaxel
Kiln Claim 1
Kiln MCP server for agents: design, slice, print, monitor, and recover physical…
F 25 54 90 36 N/A 82 77 94
16454
Upsonic
Upsonic Claim 1
Build autonomous AI agents in Python.
F 25 54 86 38 N/A 80 87 84
16455
rbidou
pyrasp Claim 1
PyRASP is a Runtime Application Self Protection package for Python-based Web Se…
F 25 55 50 37 N/A 45 77 91
16456
elliotllliu
AgentShield Claim 1 2
Full-stack security for AI agents — static analysis + MCP runtime interception.…
F 25 55 90 35 77 67 83
16457
hawkli-1994
MCP4Meme Claim 1
Provides comprehensive tools for tracking meme coins on the Four.meme ecosystem…
F 25 55 56 41 30 80 96
16458
OhSeongRak
Enables Claude to search for available meeting rooms, check reservation status,…
F 25 54 72 61 N/A 19 89 48
16459
Miles0sage
Enables AI agents to interact with Twitter/X through Playwright browser automat…
F 25 54 64 0 N/A 45 87 98
16460
g2dgaming
Spotify MCP Server Claim 1
Connects Claude with Spotify, allowing users to control playback, search for mu…
F 25 54 78 67 N/A 23 90 89
16461
gpu-bridge
mcp-server Claim 2
Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whis…
F 25 66 90 10 0 50 67 96
16462
ztxtxwd
A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication…
F 25 55 60 68 60 80 78
16463
xiaobenyang-com
Logo-Analyze Claim 2 3
An MCP server for intelligent logo extraction and processing, supporting automa…
F 25 66 57 66 0 50 74 12
16464
xiaobenyang-com
Random-Generator Claim 2
An encrypted and secure random number generation server that complies with the …
F 25 66 72 68 0 50 71 60
16465
xiaobenyang-com
pdf-reader Claim 2 3
A MCP server that supports AI assistants to read and analyze PDF files, providi…
F 25 66 57 65 0 50 76 56
16466
andreagroferreira
InvoiceExpress MCP Claim 1 2
Provides complete Portuguese invoice management with 60+ specialized tools incl…
F 25 55 42 46 44 80 93
16467
Cylera
cylera-mcp-server Claim 1
Brings context about device inventory, threats, risks and utilization powered b…
F 25 55 72 32 66 83 93
16468
ClickHouse
mcp-clickhouse Claim 1
ClickHouse database integration with schema inspection and query capabilities
F 25 55 66 40 73 80 94
16469
memjar
AXE Fleet MCP Server Claim 2
Exposes over 19,000 Apify Actors as MCP tools for web scraping, data extraction…
F 25 55 96 10 53 76 99
16470
SaM-92
This repository demonstrates how to use AutoGen to integrate local and remote M…
F 25 55 54 35 N/A 16 76 100
16471
octoco-ltd
sheetsdata-mcp Claim 1
Instant access to electronic component datasheets for AI agents — specs, pinout…
F 25 66 84 93 92 47 62 95
16472
martijnpieters
eduframe-mcp Claim 1 2
An MCP server that exposes Eduframe resources as tools, allowing users to manag…
F 25 55 51 72 81 82 94
16473
harrybin
Visuals MCP Server Claim 1 2
An MCP server that provides interactive visualizations including tables, charts…
F 25 54 75 56 39 89 90
16474
ctaylor86
Enables asynchronous transcription of long audio and video files using Deepgram…
F 25 55 78 71 29 82 94
16475
emiliobool
MCP Relay Server Claim 1 2
This server allows integration with Discord, enabling message exchanges between…
F 25 54 60 61 N/A 17 90 91
16476
concierge-hq
concierge Claim 1 2
🚀 Universal SDK for building next-gen MCP servers
F 25 54 92 32 N/A 67 90 96
16477
kvncampos
nautobot_mcp Claim 2
A Model Context Protocol (MCP) server for interacting with Nautobot APIs using …
F 25 64 94 67 0 77 87 95
16478
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
16479
csrts
MySQL MCP Server Claim 1 2
A comprehensive MySQL interface for the Model Context Protocol that enables dat…
F 25 55 78 57 18 78 93
16480
theepicsaxguy
Provides programmatic access to OpenCollective and Hetzner Cloud to automate bo…
F 25 55 60 82 54 74 83
16481
sirmews
Remote Server Claim 2 3
Bridge between MCP clients and remote APIs.
F 25 54 84 56 N/A 18 87 66
16482
mkotsollaris
Model Context Protocol server that enables AI assistants to perform keyword res…
F 25 54 92 61 N/A 43 90 91
16483
bonfire-audio
REAPER MCP Server Claim 1 2
A Model Context Protocol server that enables AI agents to create fully mixed an…
F 25 54 67 0 N/A 25 87 95
16484
teddyzxcv
ntfy-mcp Claim 1
The MCP server that keeps you informed by sending the notification on phone usi…
F 25 54 54 58 N/A 51 92 90
16485
vikramdse
Library Docs MCP Server Claim 1 2
An MCP server that fetches real-time documentation for popular libraries like L…
F 25 55 35 41 20 78 95
16486
andycufari
Portero Claim 1 2
A self-hosted MCP gateway that aggregates multiple servers into a single endpoi…
F 25 55 78 43 48 80 92
16487
DeepSpringAI
Parquet MCP Server Claim 2
A Model Control Protocol server that provides web search capabilities and simil…
F 25 55 84 66 23 74 87
16488
rishipradeep-think41
A Model Context Protocol server that provides tools for interacting with Gmail …
F 25 55 63 58 43 78 93
16489
AceDataCloud
mcp-flux-pro Claim 1
MCP server for Flux AI image generation
F 25 55 84 0 68 82 94
16490
DLHellMe
Telegram MCP Server Claim 1 2
A Model Context Protocol server that enables Claude to interact with Telegram c…
F 25 55 79 66 52 77 89
16491
Tongzhao9417
MinerU MCP Server Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 55 54 0 27 78 87
16492
ja2z
Sigma MCP Server Claim 2
Enables users to interact with the Sigma Computing API to analyze documents and…
F 25 55 78 68 29 74 95
16493
apollographql
GraphOS MCP Tools Claim 1 2
Search Apollo docs, specs, and best practices
F 25 54 56 43 92 92 41
16494
m2rads
A Model Context Protocol server that enables automated end-to-end testing with …
F 25 54 77 68 N/A 54 87 99
16495
refreshdotdev
web-eval-agent Claim 1 2
An MCP server that autonomously evaluates web applications.
F 25 55 63 42 N/A 64 80 89
16496
dazeb
markdown-downloader Claim 1 3
A MCP Server that will download any webpage as markdown in an instant. Download…
F 25 54 75 58 N/A 51 90 100
16497
sib-swiss
sparql-llm Claim 1
🦜✨ Chat system, MCP server, and reusable components to improve LLMs capabilitie…
F 25 54 72 67 N/A 82 90 91 JU
16498
jagmarques
asqav-mcp Claim 1
AI agent governance MCP server with policy enforcement, quantum-safe audit trai…
F 25 54 66 0 N/A 62 90 98
16499
dcostenco
Prism MCP Claim 1
The Mind Palace for AI Agents - local-first MCP server with persistent memory, …
F 25 55 100 0 N/A 52 68 93
16500
402md
@402md/mcp Claim 2 3
An MCP server that transforms SKILL.md files into executable tools for AI agent…
F 25 55 63 0 35 74 94
Showing 16451–16500 of 57597 servers
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