MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 11 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47851
eoeoe22
personal-mcp Claim
Enables Claude to send you a Discord message through a Cloudflare Workers MCP s…
— ○ ⏳ — N/A N/A — — —
47852
khaled1174
agent-memory Claim
MCP server providing persistent memory management for AI agents using SQLite an…
— ○ ⏳ — N/A N/A — — —
47853
PEANUTBUTTER1001
Personal AI tutor MCP that automatically generates structured coding practice m…
— ○ ⏳ — N/A N/A — — —
47854
nisalgunawardhana
A Node.js server that connects MCP to Gmail, enabling LLMs to send, read, and m…
— ○ ⏳ — — — — — —
47855
bigl34
Enables AI assistants to manage inFlow Inventory, including products, sales ord…
— ○ ⏳ — — — — — —
47856
axyr
MCP server for searching and analyzing Dutch case law with advanced search, fac…
— ○ ⏳ — — — — — —
47857
oli799
An MCP server that provides Lucide icons as SVG, allowing clients to list, sear…
— ○ ⏳ — N/A N/A — — —
47858
itallstartedwithaidea
An MCP server that validates, resizes, and optimizes advertising creative asset…
— ○ ⏳ — — — — — —
47859
AvengerMoJo
mcp-service Claim
A reusable MCP HTTP server with OAuth 2.1 that turns any JSON-RPC handler into …
— ○ ⏳ — — — — — —
47860
Fronesis-Labs
AI/LLM agent output audit MCP: policy eval, tamper-evident chain, AI safety, x4…
— ○ ⏳ — — — — — —
47861
AlekMel
Full-featured MCP server integrating all 71 endpoints of the Weeek API as MCP t…
— ○ ⏳ — — — — — —
47862
rice-awa
Enables AI-driven interactions with Minecraft through a WebSocket-based server …
— ○ ⏳ — — — — — —
47863
rmh104
Volta Notes Claim
Burn-after-read encrypted notes on the Internet Computer. Share passwords, keys…
— ○ ⏳ — — — — 81 —
47864
Zhachory1
A local codebase retrieval tool that indexes a git repository into SQLite and p…
— ○ ⏳ — N/A N/A — 95 —
47865
tooluse-labs
wpa-mcp Claim
MCP server analyzing Windows ETW (.etl) traces — 54 tools spanning CPU/wait sta…
— ○ ⏳ — N/A N/A — — —
47866
mediatriforce-create
mcp-zap Claim
MCP server for sending and receiving WhatsApp messages through Evolution API, e…
— ○ ⏳ — N/A N/A — — —
47867
procload
Connects AI assistants to Dungeons & Dragons 5e game information via the Model …
— ○ ⏳ — — — — — —
47868
Itguykunal
Integrates with Claude Desktop to generate educational content such as multiple…
— ○ ⏳ — — — — — —
47869
Log-LogN
A Model Context Protocol (MCP) server for comprehensive monitoring and observab…
— ○ ⏳ — — — — — —
47870
konashevich
Searches AustLII for Australian legislation and case law, enabling AI agents to…
— ○ ⏳ — — — — — —
47871
rorojiao
local-mmcp Claim
Local multimodal MCP server for vision, document, audio, video, and GUI automat…
— ○ ⏳ — N/A N/A — — —
47872
SerhiiMaksymiv
Enables AI assistants to query, create, and manage Targetprocess entities like …
— ○ ⏳ — — — — — —
47873
ampcome-mcps
athena-mcp Claim
Enables users to execute SQL queries, manage workgroups, databases, tables, and…
— ○ ⏳ — N/A N/A — — —
47874
Infrawise
mcp-server Claim
Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and…
— ○ ⏳ — — — — — —
47875
spacegpu
FastMCP server for Kalshi's Trade API, enabling interaction with prediction mar…
— ○ ⏳ — — — — — —
47876
hjdhnx
An MCP server that enables AI assistants to interact with Odoo ERP systems, all…
— ○ ⏳ — — — — — —
47877
thsmale
Interact with USASPENDING.gov to track government spending over time, search by…
— ○ ⏳ — — — — — —
47878
VZilvinskus
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
— ○ ⏳ — N/A N/A — — —
47879
solatis
An MCP server that provides a flexible lens into directory structures and files…
— ○ ⏳ — N/A N/A — — —
47880
marcosfpina
Enables AI assistants like Claude to manage LLM inference by controlling model …
— ○ ⏳ — N/A N/A — — —
47881
Feynman520
Automates Hancom Office HWP forms via COM, converting, extracting, field-fillin…
— ○ ⏳ — N/A N/A — — —
47882
mandalatech
MCP server enabling AI assistants to search, browse, and discover books from Bo…
— ○ ⏳ — — — — — —
47883
btyy6svgy6-netizen
Enables Claude to send emails via the Resend API using the send_email tool.
— ○ ⏳ — — — — — —
47884
sjgant80-hub
MCP server for foldkit that provides tools and resources for the 7-prime spine,…
— ○ ⏳ — N/A N/A — — —
47885
universal-mcp
Provides a standardized interface for interacting with Semrush's tools and serv…
— ○ ⏳ — — — — — —
47886
hasna
Project management CLI + MCP server for AI agents. Register projects once, open…
— ○ ⏳ — N/A N/A — — —
47887
persi123
Enables AI agents to understand web page structure and content through structur…
— ○ ⏳ — N/A N/A — — —
47888
lorenzouriel
MCP server for safely exposing SQL Server database capabilities to LLM clients,…
— ○ ⏳ — — — — — —
47889
renga92
High-strategic intelligence platform for life sciences that enables real-time c…
— ○ ⏳ — N/A N/A — — —
47890
gotza02
Enables dynamic and reflective problem-solving through a structured thinking pr…
— ○ ⏳ — N/A N/A — — —
47891
enihcam
Bridges OpenCode to Chromium's WebMCP API, exposing WebMCP tools from a webpage…
— ○ ⏳ — N/A N/A — — —
47892
borishalachev1
Connects your AI assistant to afterAI, a hosted After Effects pipeline. Edit ra…
— ○ ⏳ — — — — — —
47893
aaunario-keeper
Enables hierarchical task planning and execution through recursive code and ana…
— ○ ⏳ — N/A N/A — 95 —
47894
chensiling
Windbg-MCP Claim
Enables AI-driven WinDbg kernel debugging via the Model Context Protocol, allow…
— ○ ⏳ — N/A N/A — — —
47895
locomotive-agency
MCP server for Context Studio, a file-based CMS for governed marketing document…
— ○ ⏳ — — — — — —
47896
optimikelabs
Enables AI-assisted task management by extracting and querying Obsidian Tasks f…
— ○ ⏳ — N/A N/A — — —
47897
FranciscoValadao
MCP server implementing clean architecture with LangGraph for building and mana…
— ○ ⏳ — N/A N/A — — —
47898
bobmatnyc
A CLI-first semantic code search tool with MCP integration for AI assistants, e…
— ○ ⏳ — N/A N/A — — —
47899
Jimmy974
Enables interaction with Qdrant vector database for storing, searching, and man…
— ○ ⏳ — — — — — —
47900
SolonaBot
MCP server for Google Docs integration with comprehensive document operations s…
— ○ ⏳ — N/A N/A — — —
Showing 47851–47900 of 69224 servers
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