MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
Scored
2112
Verified
16953
Complete

Last updated 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35351
mesolimbo
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
N/A N/A
35352
jacedomotz
Enables Claude to query and manage Domotz network monitoring through 133 API ac…
35353
hellofovea
Local MCP server that enables AI clients to read and search memories from the F…
N/A N/A
35354
BobongKu
Gives AI agents a browser that bypasses bot detection, a MITM proxy for traffic…
N/A N/A
35355
wuzenghai616-lang
goldbean Claim
x402 Micropaid API Marketplace — 10 AI tools for agents. Crypto prices, web sea…
35356
dejavuxerss
An advanced MCP server that provides deep code understanding and analysis using…
N/A N/A 95
35357
galacean
Engine-MCP Claim
A code understanding and generation system designed for Galacean Engine that he…
N/A N/A 95
35358
team-markmesh
MarkMesh Claim
Trademark search, monitoring and conflict research across 30+ registers, with p…
35359
Focus-GTS
eds-mcp-server Claim 1
Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, pu…
81
35360
rnaidu-parallel
Publish yourself as a remote MCP server, exposing your résumé via tools so comp…
35361
Delegueinu
onlyswaps Claim
DEX meta-aggregator for AI agents. Best prices from 15+ aggregators across 13 c…
N/A N/A 95
35362
techgardeners
Structured habitat data and advisory tools for aquariums, marine tanks, terrari…
35363 N/A N/A 95
35364
docuprox
docuprox-mcp Claim
Enables AI clients like Claude to process documents (invoices, passports, etc.)…
N/A N/A
35365
WOOWTECH
A production-ready admin bundle for the n8n-mcp server, featuring a web GUI, to…
35366
memetus
Provides Claude with access to blockchain data and market prices via the OKX AP…
35367
liuweihongliuxinyu
Enables AI assistants to access professional Traditional Chinese Medicine knowl…
35368
fm3o5
A lightweight MCP server that adds Figma Comments support to AI assistants, ena…
35369
He-user520
EmbedForge Claim
Enables AI-driven embedded development: generate, build, flash, and debug firmw…
N/A N/A
35370
gitstq
Intelligent file search engine with Frecency ranking, fuzzy matching, and Git a…
N/A N/A
35371
damagethundercat
PureData-MCP Claim
Control and live-patch Pure Data from AI agents via the Model Context Protocol.
N/A N/A
35372
herbertkokholm
Cite Caddy Claim
Remote MCP server for full read/write access to a Zotero library
35373
oilandgas
BasinVault Claim
BasinVault Sales MCP gives AI assistants accurate, up-to-date facts about Basin…
81
35374
wouter-bon
A standalone MCP server for managing SSL/TLS certificates across FortiGate, Win…
35375
fastmcp-me
mcp-sentry Claim
A Model Context Protocol server that enables retrieving and analyzing Sentry is…
35376
mcurmi05
vdiff Claim
Breaking-change diffs for npm packages, served over REST and MCP, so coding age…
35377
sling-cli Claim 1
Sling CLI MCP server for data pipeline and replication management
N/A N/A 81
35378
tijevlam
MCP server for Google Tag Manager API, enabling users to manage containers, tag…
35379
clauxel
Remote MCP for MCP consent scope receipt, structured receipts, audit logs, and …
35380
derinworks
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
N/A N/A
35381
toolhouseai
Enables MCP clients to access Toolhouse's extensive library of tools, allowing …
35382
fastmcp-me
mcp-toolbox Claim
A comprehensive MCP server enabling LLMs to execute commands, manage files, int…
N/A N/A
35383
RakhaHafishSetiawan
Provides read-only monitoring of Apache Airflow DAGs, including listing active …
35384
ripafratta
Bridges Claude Code/Cowork with Google NotebookLM for AI-powered research, sour…
N/A N/A
35385
OldJii
Enables AI assistants to review GitHub and GitLab pull requests and merge reque…
35386
banjtheman
Browse available books and quickly access summaries, details, and tables of con…
N/A N/A 95
35387
ychoi-kr
Enables safe interaction with PDFs, including listing files, extracting highlig…
N/A N/A
35388
code1990
A MCP server that queries financial website tables using Playwright, enabling a…
N/A N/A
35389
schlpbch
Enables users to get weather forecasts, snow conditions, air quality, and locat…
N/A N/A
35390
Jack-mi
VibeLawyer Claim
Local MCP for Chinese criminal dossier review; Word notes + Excel catalogs stay…
N/A N/A
35391
wplaunchify
One-click website design cloning with Puppeteer. Captures HTML, CSS, colors, fo…
N/A N/A
35392
Amalgix-io
Amalgix Claim
Cross-model evidence pipeline for financial filings & contracts. x402 pay-per-c…
35393
MasterPlayspots
MotionSpec Claim
Hallucination-proof scroll motion: LLM writes validated specs, deterministic GS…
N/A N/A
35394
microcmsio
Provides access to microCMS documentation, enabling AI assistants to search and…
35395
hpuhsp
Analyzes Gradle dependencies in Android projects, supporting Version Catalog, d…
N/A N/A
35396
mahynotch
Enables natural language control of UCSF ChimeraX for protein structure visuali…
N/A N/A
35397
tensakulabs
discord-mcp Claim
Enables LLMs to read and send Discord messages, list servers and channels, and …
N/A N/A
35398
tenki-labs
datanorge Claim
An MCP server to find and fetch Norwegian open government data from data.norge.…
35399
AdevAarons
Free AI visibility (GEO/AEO) audit: can ChatGPT, Claude and Perplexity find and…
35400
paimonchan
Fetch web pages with SSRF protection. Returns clean, readable markdown from any…
N/A N/A
Showing 35351–35400 of 66549 servers
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