MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44451
VReippainen
Enables AI assistants to access and analyze your Hevy workout data, including w…
44452
ai-zar
Enables AI assistants to manage Paperclip AI agents, issues, goals, approvals, …
44453
randunun-eng
A local, human-paced MCP server for sourcing products on Taobao/Tmall, extracti…
N/A N/A
44454
psenger
An MCP server that lints, validates, and renders your Obsidian vault markdown —…
N/A N/A
44455
pipeworx-io
Provides keyless lyrics lookup for songs by artist and title, with a suggest to…
44456
ksturgeon-td
tdsql-mcp Claim
An MCP server that turns Teradata Vantage into a full-stack analytics agent pla…
44457
YummyTastyCode
Enables running Jupyter notebooks on temporary AWS compute (EC2 + SSM) with cos…
N/A N/A
44458
vinkius-labs
Enables AI agents to safely decode and inspect JWT tokens and Base64 payloads i…
44459
danbaileyza
recollect Claim
Local, cross-agent memory for AI coding agents using a single SQLite file, enab…
44460
Joopsnijder
A modern MCP server that provides Claude Desktop with the ability to store and …
N/A N/A
44461
aathavale25-web
Cloud-powered analytics server for Baby Sensory World that tracks engagement pa…
N/A N/A
44462
erhansiraci
Enables AI assistants to interact with Unreal Engine via Remote Control API for…
44463
pipeworx-io
Enables searching and querying Montana State GIS open geospatial datasets (parc…
44464
andrezani
Outpost Claim
Social media API and MCP server for AI agents that enables publishing to X, Ins…
44465
trwilcoxson
memora-mcp Claim
Provides persistent, semantic, cross-session memory for coding agents, backed b…
N/A N/A
44466
cyanheads
Search artists, releases, recordings, works, and labels; traverse relationships…
44467
Dumpling-AI
Access data, web scraping, and document conversion APIs by [Dumpling AI](https:…
81
44468
jiangyj545
Provides free Chinese A-share stock data including real-time quotes, historical…
44469
tyson-swetnam
gbif-mcp Claim
Enables AI assistants to query and retrieve biodiversity data from the Global B…
44470
Mind-Reply
Enables AI assistants to control a browser through Playwright tools for web aut…
44471
Shared AI + user PowerShell session on Windows - execute commands, run scripts,…
N/A N/A 81
44472
pipeworx-io
Enables searching and querying City of Pittsburgh GIS open geospatial data (par…
44473
j03rul4nd
Generates professional invoices from Claude Desktop using RapidInvoice and stor…
44474
jbalbu01
Enables research on prospects, pull call transcripts, and enrich leads using Go…
44475
BrainSlugs83
Adds persistent long-term memory to GitHub Copilot CLI via local semantic vecto…
N/A N/A
44476
ruminaider
Enables SQL query sanitization by rewriting queries at the AST level to prevent…
44477
vineetgoyalhuf
An official MCP server for ConnectMeGuru to search active travel eSIM packages,…
81
44478
furkankoykiran
MCP server that connects AI agents to Freqtrade crypto trading bot via REST API…
44479
Kreminskaya
MCP server that gives AI agents visual intelligence — search Pinterest, analyze…
N/A N/A
44480
RomiconEZ
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
44481
beardfaceguy
codeJung-mcp Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
N/A N/A
44482
rishabhg
growwmcp Claim
N/A N/A 95
44483
navjeet4real
A configurable MCP server that intelligently routes natural language queries to…
44484
mambaventures
An MCP server that gives AI assistants direct access to New Zealand stock marke…
44485
beck-8
ikuai-mcp Claim
MCP server for interacting with iKuai routers, enabling Claude to query system …
N/A N/A
44486
zaizaizhao
A Model Context Protocol server that helps programmers understand code by provi…
N/A N/A
44487
abdelhamidfg
Demo MCP server for a banking use case that returns raw PII payloads to demonst…
44488
ajaleelp
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
N/A N/A
44489
indiekitai
pg-health Claim
Archived MCP server for PostgreSQL health monitoring; functionality merged into…
N/A N/A
44490
xiaobenyang-com
text-toolkit Claim
Transform and format text quickly to keep content clean, consistent, and readab…
N/A N/A 95
44491
florian-priegnitz
A-Eyes Claim
MCP server enabling Claude Code to capture screenshots of Windows applications …
N/A N/A
44492
TheLlamainator
Enables AI assistants to control Adobe After Effects for composition, layer, ef…
N/A N/A
44493
Desckars
A universal Model Context Protocol server in Java, enabling interaction with mu…
N/A N/A
44494
TIMBOTGPT
Enables screen capture, OCR text extraction, and automated clicking on macOS th…
N/A N/A
44495
abhishekrai43
VulScan-MCP Claim
MCP server that scans project dependencies for security vulnerabilities (CVEs) …
N/A N/A
44496
lion9
Enables semantic search over an Obsidian vault using ChromaDB, allowing users t…
N/A N/A
44497
felix-hemsley1
lending-MCP Claim
An MCP server that allows starting an iwoca business finance application from w…
44498
pipeworx-io
Enables querying and exploring City of Eagan open geospatial data (parcels, zon…
44499
universal-mcp
Provides a standardized interface for interacting with Semanticscholar's tools …
44500
conexaoarteiro
Connects Claude to the MindMeister API v2, enabling AI-powered mind map managem…
Showing 44451–44500 of 67197 servers
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