MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40951
ringo380
ga-mcp-full Claim
Provides full Google Analytics 4 management and reporting capabilities via MCP,…
N/A N/A
40952
audiencescore
Reference MCP server for the AudienceScore protocol: query a vendor's audience …
N/A N/A
40953
Seanlhe
A TypeScript MCP server for querying Shopee logs via the log platform's Mgmt AP…
40954
sjgant80-hub
MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operation…
40955
Arshiyan-Elahi
Enables Claude to search jobs, manage proposals, messages, and contracts on Upw…
N/A N/A
40956
caentzminger
Query and analyze your Weights & Biases data using natural language through the…
N/A N/A
40957
jonathanARMS23
cosmo-mcp Claim
MCP server that connects Hermes Agent to ERPNext for managing stock, sales, cus…
40958
pratishank05
Enables natural language search over indexed codebases with source citations an…
40959
pipeworx-io
Wraps the Metals-API to provide real-time precious metals data (gold, silver, p…
40960
prmichaelsen
remember-mcp Claim
Multi-tenant memory system MCP server with vector search, relationships, and tr…
40961
solomonneas
mitre-mcp Claim
Comprehensive MITRE ATT\&CK MCP server with SOC integration for technique looku…
40962
Agustinfacu01
An MCP server that enables Claude to interact with Google NotebookLM via browse…
N/A N/A
40963
gavgrego
Enables natural language interaction with the seats.aero API for searching flig…
40964
rocari
Enables AI assistants to manage ClickUp workspaces, teams, spaces, folders, lis…
40965
patakuti
Semantic search and retrieval system for local documents using vector embedding…
N/A N/A
40966
andrei-cb
Enables agents to request and receive user feedback during task execution throu…
N/A N/A
40967
lowbridgee
engram-mcp Claim
An MCP server that enables semantic and keyword search over Claude Code convers…
N/A N/A
40968
googlecolab
colab-mcp Claim
Bridges a local agent to a Colab session in the browser, enabling seamless inte…
40969
lucaluca-04
A read-only Model Context Protocol server for Hyperliquid that exposes over 30 …
40970
LeonRLewis
litellm-mcp Claim
MCP server that lets Claude Code dispatch tasks to the LiteLLM gateway, support…
40971
crony-io
MCP server for generating advanced mock 2D PNG assets for game prototypes.
N/A N/A
40972
pipeworx-io
Provides text statistics and readability scores (Flesch Reading Ease, Flesch-Ki…
40973
danish-mar
Enables searching, discovering, and playing movies from IMDb via a Model Contex…
40974
Oshadha345
contxt-box Claim
A local-first external context box for coding agents, providing indexed file me…
N/A N/A
40975
rzgrozt
An MCP server that provides AI-powered image generation, format conversion, and…
N/A N/A
40976
aidenbmiller26-finanalyst
Enables AI assistants to access real-time stock, crypto, and market index data …
40977
ctoicqtao
Generates high-quality 8-second videos with native audio from text prompts or i…
40978
alinjfz
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
40979
xecho-dev
MCP server for adding text and image watermarks to PDF documents, with customiz…
N/A N/A
40980 N/A N/A 95
40981
infinity-ai-dev
SyncContext Claim
MCP server that provides a shared semantic memory layer for AI coding agents, e…
N/A N/A
40982
JenesisTravel
Bangkok boutique planner: live Thailand journeys, prices, FAQs, and enquiry han…
40983
sjgant80-hub
MCP server that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as …
40984
tranhoangtu-it
mcp-figma Claim
Bridges AI clients to Figma Desktop via Plugin API and WebSocket, enabling real…
N/A N/A
40985
true402
mcp-server Claim 1
Pay-per-call AI + web + on-chain tools over x402 (USDC on Base): LLM, SEO, extr…
N/A N/A 61
40986
YangPan2020
DebugForge Claim
MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous de…
N/A N/A
40987
matematicsolutions
be-eli-mcp Claim
Enables retrieval of Belgian legislation metadata and full text by ELI coordina…
40988
shantoislamdev
Provides programmatic access to Material Web documentation and components for A…
N/A N/A
40989
shanemmattner
Enables Large Language Models to act as co-debuggers for Texas Instruments embe…
N/A N/A 95
40990
lbesecker195
Free transactional email + SMTP relay. Agents self-signup, no API key needed to…
40991
ahmad-act
Provides a framework for running multiple MCP servers using FastAPI, stdio, and…
40992
zhang-firmware
Enables reading UART logs from Windows serial ports and sending text to the UAR…
N/A N/A
40993
franckh-stack
mcp-datagouv Claim
MCP server to query French Open Data from data.gouv.fr
40994
thinhbv
Enables AI assistants to interact with TradingView Desktop charts for analysis,…
N/A N/A
40995
nebuloss
Stateful radare2 MCP server tailored for reverse-engineering WiFi firmware, wit…
N/A N/A
40996
coldmans
Enables users to anonymously share and pass along songs with messages in mood-b…
40997
davad00
Enables AI agents to access and interact with the Sefaria database of Jewish te…
N/A N/A
40998
VitexSoftware
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terra…
40999
lab94
Frenchie Claim
Frenchie is an MCP-first multimodal utility for AI agents. It helps agents wor…
81
41000
TheRealAlexV
w2w-mcp Claim
MCP server integrating with When2Work scheduling API, enabling AI assistants to…
N/A N/A
Showing 40951–41000 of 67197 servers
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