MCP Server Quality Scores

Independent quality analysis of 66447 public MCP servers

66447
Discovered
31793
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63551
gKrishii
A FastAPI + FastMCP shared-memory gateway in front of Honcho v3 that provides a…
N/A N/A
63552
jiangnuonnuo
Enables AI agents to create, read, update, and delete Draw.io diagrams, allowin…
N/A N/A
63553
friendlygeorge
Provides access to DeFi Llama's free API for querying protocol TVL, chain TVL, …
N/A N/A
63554
twkim1122
Enables AI agents to automatically analyze AWS LNA CSV data and generate compet…
N/A N/A
63555
VKirill
Enables AI coding assistants to query and manage multiple MySQL and MariaDB dat…
63556
anssanova
Provides access to the Shopify Storefront API via MCP, enabling AI assistants t…
N/A N/A
63557
magudeshwaran-hmw
Enables searching Amazon India products, retrieving details, tracking prices, m…
N/A N/A
63558
aspectrr
An MCP server that enables AI-powered video editing with iMovie on macOS.
N/A N/A
63559
wolverin0
wezbridge Claim
Zero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessio…
N/A N/A
63560
swesmith-repos
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
N/A N/A 95
63561
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
81
63562
comb0815
A personal investment assistant MCP that selects and translates disclosures and…
N/A N/A
63563
DrewCyber
astro-mcp Claim
High-precision astrology tools for LLM agents, including natal charts, transits…
63564
rilexus
MCP server that wraps the UMT media monitoring API, enabling search and retriev…
63565 N/A N/A 95
63566
ethank64
yellow-pages Claim
Exposes two MCP tools (discover and execute) that enable agents to query an Ope…
63567
kefyusuf
Offline-first MCP server for web search and content fetching. It requires no ex…
N/A N/A 95
63568
jtsylve
re-mcp Claim
A multi-backend MCP server that exposes binary analysis capabilities from IDA P…
N/A N/A
63569
joshuarreid
MCP server for the WhatsMyBudget Analytics API, providing tools to query budget…
63570
wylu1037
MCP X Server Claim
Enables you to write, refine, and publish tweets to X (Twitter) using AI assist…
63571
tathagat22
undo Claim
Provides checkpoint and rollback capabilities for AI agents, reversing file sys…
N/A N/A
63572
matthewagi
An MCP server that provides 20 tools to control the Unity Editor with natural l…
N/A N/A
63573
ZenDeveloper7
valorant-mcp Claim
MCP server for Valorant esports that enables querying match schedules, live res…
N/A N/A
63574
kongyo2
This MCP server provides detailed GitHub repository information by integrating …
81
63575
jameslai-sparkofy
MCP Internal Claim
A secure two-layer MCP integration system that connects local thin clients to a…
81
63576
parikrut
dev-skills Claim
An MCP server that equips AI assistants with specialized, opinionated developme…
N/A N/A
63577
gpetruzella
Provides academic research tools via the OpenAlex API, enabling searches for pa…
63578 N/A N/A 95
63579
taiga-family
Provides AI assistants with comprehensive access to Taiga UI components, enabli…
63580
NiveditaAryaK
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
N/A N/A
63581
ViditJain123
Enables Claude to read and analyze large architectural drawing PDFs by slicing …
N/A N/A
63582
mock-server
mockserver Claim
Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependen…
N/A N/A
63583
3xcaffeine
VaultAssist Claim
Enables natural language control over Google Workspace (Gmail, Drive, Calendar,…
63584
megamen32
agent-resume Claim
MCP server that finds and resumes local coding-agent sessions (Codex, OpenCode,…
N/A N/A
63585 N/A N/A 95
63586
Mink16
MCP server for Xserver hosting that provides tools to manage mail accounts, DNS…
63587
sourav-spd
A production-ready MCP server for converting documents and files to Markdown us…
63588
ciembor
PRG MCP Claim
Enables interaction with the Polish National Register of Borders (PRG) data, cu…
63589
SMABoundless
unpaywall Claim
Open-access availability for 120M+ scholarly articles via the Unpaywall API
N/A N/A
63590
zaqdaisuki
Enables mahjong score calculation from Claude by inputting tile configurations,…
N/A N/A
63591
zyx77550
SPARDA Claim
SPARDA is a zero-configuration MCP builder that converts existing Express and F…
N/A N/A
63592
NishikantaRay
AI-powered assistant for the Renderer portfolio framework. Enables users to exp…
63593
kassol
mcp-searxng Claim
Enables AI assistants to perform web searches and read URL content via a SearXN…
63594
sjjjlol
A pluggable RAG framework that exposes hybrid search, ingestion, and evaluation…
N/A N/A
63595
saleemh
An MCP server that uses Docling to convert PDFs, Office documents, images, audi…
N/A N/A
63596
dr-code
tessera Claim
Provides persistent codebase memory for Claude Code, enabling semantic understa…
N/A N/A
63597
memovai
MemoV Claim
Provides a memory layer for AI coding agents with Git-powered version control, …
N/A N/A
63598
iamvazghen
Enables AI agents to fetch categorized news headlines and full article text fro…
63599
wspotter
Enables semantic search across multiple knowledge datasets using FAISS vector e…
N/A N/A 95
63600
caewa
scribus-mcp Claim
Enables AI assistants like Claude to control the Scribus desktop publishing app…
Showing 63551–63600 of 66447 servers