MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46401
daanjonk
Universal MCP server for all Kie AI image generation and editing models, enabli…
— ○ ⏳ — — — — — —
46402
Longtran2404
MCP server for Google Drive integration with file management, search, sharing, …
— ○ ⏳ — — — — — —
46403
HalidSaglam
Expert design & marketing MCP: UI/UX, design languages, SEO/GEO, tokens, a11y, …
— ○ ⏳ — N/A N/A — — —
46404
mustafagoksever
Decompiles Maven dependencies into readable Java source directly inside your AI…
— ○ ⏳ — N/A N/A — — —
46405
claudiu-deving
Enables an AI assistant to author algorithm storyboards, workflow maps, and UI …
— ○ ⏳ — N/A N/A — — —
46406
joonho-wowpocket
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
46407
databyjp
Enables semantic search of Weaviate documentation using vector search, providin…
— ○ ⏳ — N/A N/A — — —
46408
ryanrodrigues25200525-svg
substack-mcp Claim
Read-only MCP server for accessing Substack content including publications, pos…
— ○ ⏳ — — — — — —
46409
aberhamm
ical-mcp Claim
MCP server for Apple Calendar and CalDAV providers. Enables listing, creating, …
— ○ ⏳ — — — — — —
46410
rakibhossain72
Exposes Uniswap V2 and V3 on-chain data and swap execution as MCP tools, resour…
— ○ ⏳ — — — — — —
46411
adamoutler
Enables AI assistants to securely search and retrieve information from a user's…
— ○ ⏳ — N/A N/A — — —
46412
Boyan253
Enables AI assistants to read and control FL Studio 2025 projects via file-base…
— ○ ⏳ — N/A N/A — — —
46413
jsk6387
Automates AWS EBS volume initialization via AWS Systems Manager, supporting mul…
— ○ ⏳ — — — — — —
46414
12qw3er4ty5u-collab
An MCP server powered by public Bilibili APIs so AI agents can search videos an…
— ○ ⏳ — — — — — —
46415
Sub-lime-time
obsidian-mcp Claim
A Python MCP server for accessing and managing Obsidian vaults, providing tools…
— ○ ⏳ — N/A N/A — — —
46416
SAMI-CODEAI
Provides 23 modular tools for competitive programming, including problem analys…
— ○ ⏳ — N/A N/A — — —
46417
pdone
MCP server that provides 56 API interfaces covering real-time quotes, financial…
— ○ ⏳ — — — — — —
46418
square-al
Albanian NIPT validation, TVSH (VAT) & invoice math, gross↔net payroll on verif…
— ○ ⏳ — N/A N/A — — —
46419
MCP-Mirror
Enables AI assistants to interact with Joplin notes through full-text search, r…
— ○ ⏳ — N/A N/A — 95 —
46420
pipeworx-io
Enables querying Bitcoin blockchain data including blocks, transactions, addres…
— ○ ⏳ — — — — — —
46421
edubolivar
An enterprise-grade MCP server for interacting with Odoo ERP through AI assista…
— ○ ⏳ — — — — — —
46422
BlekZz
Enable AI assistants to seamlessly interact with your Metabase analytics platfo…
— ○ ⏳ — N/A N/A — 95 —
46423
coddieapp
Secure read-only access to Coddie project planning data, enabling AI assistants…
— ○ ⏳ — — — — — —
46424
1318176013
Stores manual project memories, enables semantic retrieval, and tracks per-memo…
— ○ ⏳ — — — — — —
46425
ryan-knowone
Queries real-time AI subscription quota for Claude Code Max, Kimi, and Z.ai. To…
— ○ ⏳ — — — — — —
46426
mambalabsdev
Enrich companies, discover hiring signals and find verified contacts in one act…
— ○ ⏳ — N/A N/A — — —
46427
TerminallyLazy
Enables AI agents to execute terminal commands and Python code on the host syst…
— ○ ⏳ — N/A N/A — — —
46428
teradata-labs
An MCP server that provides comprehensive monitoring and management capabilitie…
— ○ ⏳ — — — — — —
46429
duquesnay
MCP server for controlling Chromium/Chrome via Chrome DevTools Protocol. Suppor…
— ○ ⏳ — N/A N/A — — —
46430
waqarkaleemkhan
decisions Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
— ○ ⏳ — — — — — —
46431
Arsie-codes
BridgeMCP Claim
A Python framework for building MCP servers that makes it simple to expose appl…
— ○ ⏳ — — — — — —
46432
FranciscoPereira474
An AI-powered inventory management system with a natural language interface, en…
— ○ ⏳ — N/A N/A — — —
46433
sjgant80-hub
MCP server for foldkit SDK exposing fold operations, kappa-band classification,…
— ○ ⏳ — — — — — —
46434
brief-md
brief-mcp Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
— ○ ⏳ — N/A N/A — — —
46435
dorisashehi
A basic Model Context Protocol server implementation that demonstrates core MCP…
— ○ ⏳ — — — — 81 —
46436
HAPPYS1NGH
A Model Context Protocol (MCP) server that provides onchain tools for AI applic…
— ○ ⏳ — — — — — —
46437
RaffaelFerro
A lightweight MCP server that provides long-term memory for LLMs by storing and…
— ○ ⏳ — N/A N/A — — —
46438
dahshanlabs
klypix-mcp Claim
Enables AI agents to read, write, search, and manage .klypix canvas files for p…
— ○ ⏳ — N/A N/A — — —
46439
geojakes
An MCP server that lets Claude Desktop and Claude Code control your PC — take s…
— ○ ⏳ — N/A N/A — — —
46440
creatorsavya
clipacanvas Claim
— ○ ⏳ — N/A N/A — 95 —
46441
bytepine
Enables AI clients to interact with Unreal Engine through natural language comm…
— ○ ⏳ — N/A N/A — — —
46442
paolino
MCP server for memory management with process inspection and cleanup tools.
— ○ ⏳ — N/A N/A — — —
46443
manassankhla
Enables ChatGPT to invoke tools and render widgets via the Model Context Protoc…
— ○ ⏳ — — — — — —
46444
uptimepage
uptimepage Claim
MCP server for Uptimepage uptime monitoring. An LLM client can read your monito…
— ○ ⏳ — — — — — —
46445
euuuuuuan
A minimal MCP server template exposing echo and word_count tools, serving as a …
— ○ ⏳ — N/A N/A — — —
46446
Nanayeb34
Enables AI IDEs like Cursor to send SMS, manage contacts/groups/templates, and …
— ○ ⏳ — — — — — —
46447
charonferries
mnemosyne Claim
Knowledge commons where AI agents share lessons - failures first-class - and le…
— ○ ⏳ — — — — — —
46448
nvrunx
A Model Context Protocol (MCP) server for ScrapingDog API that provides compreh…
— ○ ⏳ — — — — — —
46449
Acuris-GmbH
MCP server that verifies storefront merchants before AI agents make payments, c…
— ○ ⏳ — — — — — —
46450
BabyScope
Blockchain JSON-RPC on 23 EVM chains for AI agents - free tier, API key, or x40…
— ○ ⏳ — N/A N/A — — —
Showing 46401–46450 of 69236 servers
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