MCP Server Quality Scores

Independent quality analysis of 66427 public MCP servers

66427
Discovered
31779
Scored
2112
Verified
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64701
frase-io
Frase SEO Claim
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content…
N/A N/A 83
64702
fastmcp-me
Search and download 3D models from Sketchfab using the Sketchfab API.
64703
CCSTT-dev
callable Claim
API for AI agents to delegate tasks to real humans.
64704
jjsmackay
A dockerised, self-hostable host that runs an Obsidian vault headlessly and ser…
64705
ZeroTian
Enables AI assistants to control Aseprite for creating pixel art and animated s…
64706
cyanheads
Search books and authors, fetch editions, browse subjects, and resolve cover im…
64707
toiletmadarchut
Enables users to control the cursor in Figma through verbal commands using an a…
N/A N/A 95
64708
Aiyo28
Xee-mcp Claim
Enables AI assistants to search X posts and read user timelines without API cos…
N/A N/A
64709
Seey215
Enables LLM applications to query Google Analytics 4 data through standard MCP …
64710
8infinitelabs
scoreflow Claim
Query your Scoreflow level, XP, skill tree and leaderboard from inside Claude C…
N/A N/A 95
64711
CSOAI-ORG
file-organizer-ai-mcp MCP server by MEOK AI Labs
N/A N/A
64712
kimhjort
Exposes Danish public holidays and notable days to AI assistants via the Model …
64713
curlysasha
StarLine MCP Claim
MCP server for controlling StarLine car alarms via AI agents like Claude, provi…
64714
WispAyr
NetOps Claim
A comprehensive network management platform for tracking devices, sites, and to…
81
64715
MCP-Mirror
Enables execution of SuperCollider synth code through the Model Context Protoco…
N/A N/A 95
64716
juanQNav
Exposes Google NotebookLM notebooks as tools for AI assistants, enabling listin…
N/A N/A
64717
maxwellviksna-stack
weeek-mcp Claim
MCP server for WEEEK Public API v1 enabling management of tasks, projects, boar…
64718
puran-water
An advanced MCP server powered by PHREEQC for industrial wastewater treatment m…
N/A N/A
64719
Floppydata
Lets agents fetch web data and manage rotating proxies through the Floppydata A…
64720
PixelCove
topic-scorer Claim
Score pages against 11,485 public taxonomy categories by embedding similarity. …
64721
zaharajabeen13-create
Author rules from policy docs, then decide: a Rete engine gives the verdict, an…
64722
mako10k
A secure MCP server for shell operations, terminal management, and process cont…
N/A N/A
64723
Rinava
umbryn-mcp Claim
Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, n…
N/A N/A
64724
RishabhKodes
MCP server that enables safe, SSH-based interaction with a Pacemaker cluster, o…
N/A N/A
64725
NeuralRays
CodeXRay Claim
Enables AI coding agents to query a pre-built semantic knowledge graph of code,…
N/A N/A
64726
609NFT
VibeKit Claim
Build, deploy & manage hosted apps and chat with their AI coding agents from an…
64727
Lucid-Systems-LLC
On-device Apple Intelligence as MCP tools for macOS — OCR, tables, entity detec…
N/A N/A
64728
cituna
cituna-mcp Claim
Track how 6 AI engines cite your brand, daily, with live Google Search Console.
N/A N/A
64729
ashlesh-t
cognirepo Claim
Persistent memory and codebase context for AI coding agents. FAISS vector store…
N/A N/A
64730
nonatofabio
A Model Context Protocol server implementing Graph RAG with local, embedded Kno…
N/A N/A
64731 N/A N/A 95
64732
pipeworx-io
Virustotal Claim
VirusTotal MCP — file / URL / domain / IP reputation (BYO key)
64733
FalsifyLab
Live DeFi yield, HL vaults, SEC insider/8-K, macro tape, ETF flows, airdrops, P…
N/A N/A
64734
amghanekar-deloitte
Two MCP servers that give Claude and any MCP-compatible client natural-language…
64735
sesameM
基于MCP协议的学术论文智能检索与分析平台,支持12个数据库并行搜索、PDF全文解析、文献管理双向同步及多平台自动推送。
N/A N/A
64736
saewoohan
Enables AI assistants to execute GraphQL queries and retrieve schema informatio…
64737
jnilrac
Paid MCP web research for agents: search, extraction, citations, and x402 payme…
64738
geraservicesuk
Search doctors, check availability, book medical appointments. 7 tools. 50+ cou…
N/A N/A 95
64739
pipeworx-io
Enables listing, reading, and fetching curated cybersecurity feeds (RSS/Atom/RD…
64740
githits-com
GitHits Claim
Search public open-source code, documentation, metadata, vulnerabilities, chang…
64741
CSOAI-ORG
Drone Airspace Governance tools for AI agents. Capabilities: classify operation…
N/A N/A
64742
sidart10
AI video generation with Gen-4, Veo 3, and Aleph editing. Text-to-video, image-…
N/A N/A 83
64743
FerroxLabs
ijfw Claim
IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI co…
N/A N/A
64744
manasvi-turing
Automatically enforces team coding standards in AI-assisted development by prov…
N/A N/A
64745
CrashBytes
Trigger events, query channels, and manage realtime messaging on Pusher Channel…
N/A N/A 83
64746
marchward
mcp-server Claim
Runtime authority for AI agents: credential mediation, spend cap, approval gate…
N/A N/A
64747
@dankniight
api-football Claim
N/A N/A 95
64748
artgas1
xmlriver-mcp Claim
Google/Yandex SERP parsing and Yandex Wordstat keyword frequency via XMLRiver X…
N/A N/A
64749
anujsingla
github-mcp Claim
A read-only MCP server that exposes GitHub user profiles, repository info, and …
64750
CSOAI-ORG
contract-review-ai-mcp MCP server by MEOK AI Labs
N/A N/A
Showing 64701–64750 of 66427 servers