MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53351
cluster2600
zvec-mcp Claim
Enables AI agents to store, search, and manage a local vector database for RAG …
N/A N/A
53352
wangkezun
qq-music-mcp Claim
Integrates QQ Music API with MCP, enabling LLMs to search music, retrieve song …
53353
davincinewton
An extension-based MCP server that enables AI assistants to control your existi…
N/A N/A 95
53354
CSOAI-ORG
agent-identity-trust-mcp MCP server by MEOK AI Labs
53355
2nspired
A kanban board MCP server that enables AI agents to read and write project boar…
N/A N/A
53356
nzt108-dev
KeyStack Claim
Local dashboard and MCP server that maintains a live project registry and skill…
N/A N/A
53357
arturochent
Enables Claude to search YouTube for artists and manage playlists on your YouTu…
N/A N/A
53358
remoet-labs
remoet-mcp Claim
Job search for AI agents. Search tech companies by their real tech stack, star …
53359
Shiv-D-Coder
Enables interaction with Gmail, Google Drive, and Google Classroom through Fast…
53360
lazymac2x
Cloudflare Workers MCP server: cron-collision-detector
53361
NeonGlay
inventor-mcp Claim 1
MCP server for parametric 3D modeling in Autodesk Inventor, enabling natural la…
N/A N/A 95
53362
mikeysrecipes
kagi-server Claim
MCP server integrating the Kagi Search API to perform web searches using the ka…
53363
astroway
astroway-mcp Claim
Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation…
53364
RustFreeOne
Read-only access to TrailWeights' ultralight gear corpus — verified weights, cr…
53365
gui11aume
docdb-mcp Claim
Resolves patent publication numbers to canonical DOCDB identifiers, providing i…
53366
Test whether 3D assets survive Apple Quick Look and Safari <model>, then fix wh…
N/A N/A 81
53367
sachitrafa
YourMemory Claim
Persistent memory for AI agents. Memories decay with time and strengthen on rec…
N/A N/A 81
53368
mcpflow
Enables AI assistants to search for and purchase gift cards, mobile topups, and…
53369
MADPANDA3D
Portal-safe Cloudflare MCP server that enables agents to make Cloudflare API re…
53370
jmagar
Synapse RMCP Claim
Rust MCP and CLI server for Docker, host inspection, SSH, logs, ZFS, and safe f…
N/A N/A
53371
wate
openapi-mcp Claim
Automatically generates MCP server tools from OpenAPI specifications, enabling …
53372
moaaz01
Provides weather forecasts, alerts, and current conditions via the Model Contex…
53373
jjjjjjjjnnjnn
relayos-mcp Claim
Enables Claude Code to orchestrate AI team tasks by delegating simple work to f…
N/A N/A
53374
undeadindustries
Enables Google Workspace administration (Directory, Gmail, Drive, Sheets) via M…
N/A N/A
53375
alfianyusufabdullah
A local MCP server that gives AI agents live access to open Figma files for des…
53376
versatilecoder
A comprehensive MCP server that enables database operations, schema management,…
53377
ElliotTheGreek
Turns long-form videos into short-form clips (TikTok/Reels) by reasoning over w…
N/A N/A
53378
mavrkofficial
tydro-mcp Claim
MCP server for the Tydro lending protocol on Ink blockchain, enabling AI agents…
N/A N/A
53379
markswendsen-code
MCP server for Starbucks — let AI agents search the menu, customize drinks, fin…
N/A N/A
53380
sudomichael
Google Search Console for Claude, Cursor & any MCP client — one sign-in, 30 sec…
N/A N/A
53381
zygou-31
Enables MCP-compatible clients to interact with an Immich photo management inst…
53382
avellane-snit922
MCP server for the RustChain blockchain and BoTTube video platform, enabling AI…
N/A N/A
53383
ryantorno-arch
vizio-tv Claim
Control a Vizio SmartCast TV over your local network via the SmartCast local AP…
N/A N/A
53384
iamdylanngo
Connects MCP-compatible clients like Claude to a MySQL database, enabling schem…
N/A N/A
53385
LinkaG
Enables users to manage tasks with priorities, perform calculations with histor…
53386
linzk-bit
A local MCP server for reading, writing, and executing Jupyter notebooks using …
N/A N/A
53387
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
53388
JakLiao
MCP server for voice-controlled 6DOF robotic arm, exposing tools like move_to, …
N/A N/A
53389
jeanfbrito
rocket-cli Claim
Rocket.Chat bridge with a local SQLite/FTS5 cache — CLI for humans, MCP server …
N/A N/A
53390
Rethunk-AI
Provides comprehensive git tooling via MCP, including status, diffs, commits, b…
N/A N/A
53391
riya404
jira_just_ai Claim
N/A N/A 95
53392
jaswanthsurya007-source
recall-mcp Claim
Turns a local folder of notes and documents into a searchable knowledge base fo…
N/A N/A
53393
yusufekorman
Enables Claude or other MCP clients to interact with WhatsApp through the WAHA …
N/A N/A
53394
developerz-ai
Enables AI agents to autonomously debug UIs by delegating high-level stories to…
N/A N/A
53395
dragonkhoi
Mercury MCP Claim
Simple MCP server that interfaces with the Mercury API, allowing you to talk to…
53396
m0nkmaster
Enables AI assistants to interact with Microsoft Teams through direct API calls…
N/A N/A
53397
theelderwand
MCP server for TradeStation API enabling market data, brokerage, and order exec…
53398
drapon
Enables parsing of PSD files and extraction of layer information, design tokens…
N/A N/A
53399
ZacharyF-dev
Enables AI assistants to interact with a self-hosted Jira clone for testing, su…
53400
ex-takashima
Enables image generation and editing using Google Vertex AI's Imagen API throug…
Showing 53351–53400 of 66502 servers