MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49801
oli799
An MCP server that provides Lucide icons as SVG, allowing clients to list, sear…
— ○ ⏳ — N/A N/A — — —
49802
itallstartedwithaidea
An MCP server that validates, resizes, and optimizes advertising creative asset…
— ○ ⏳ — — — — — —
49803
AvengerMoJo
mcp-service Claim
A reusable MCP HTTP server with OAuth 2.1 that turns any JSON-RPC handler into …
— ○ ⏳ — — — — — —
49804
Fronesis-Labs
AI/LLM agent output audit MCP: policy eval, tamper-evident chain, AI safety, x4…
— ○ ⏳ — — — — — —
49805
AlekMel
Full-featured MCP server integrating all 71 endpoints of the Weeek API as MCP t…
— ○ ⏳ — — — — — —
49806
rice-awa
Enables AI-driven interactions with Minecraft through a WebSocket-based server …
— ○ ⏳ — — — — — —
49807
rmh104
Volta Notes Claim
Burn-after-read encrypted notes on the Internet Computer. Share passwords, keys…
— ○ ⏳ — — — — 81 —
49808
Zhachory1
A local codebase retrieval tool that indexes a git repository into SQLite and p…
— ○ ⏳ — N/A N/A — 95 —
49809
tooluse-labs
wpa-mcp Claim
MCP server analyzing Windows ETW (.etl) traces — 54 tools spanning CPU/wait sta…
— ○ ⏳ — N/A N/A — — —
49810
mediatriforce-create
mcp-zap Claim
MCP server for sending and receiving WhatsApp messages through Evolution API, e…
— ○ ⏳ — N/A N/A — — —
49811
procload
Connects AI assistants to Dungeons & Dragons 5e game information via the Model …
— ○ ⏳ — — — — — —
49812
Itguykunal
Integrates with Claude Desktop to generate educational content such as multiple…
— ○ ⏳ — — — — — —
49813
Log-LogN
A Model Context Protocol (MCP) server for comprehensive monitoring and observab…
— ○ ⏳ — — — — — —
49814
konashevich
Searches AustLII for Australian legislation and case law, enabling AI agents to…
— ○ ⏳ — — — — — —
49815
rorojiao
local-mmcp Claim
Local multimodal MCP server for vision, document, audio, video, and GUI automat…
— ○ ⏳ — N/A N/A — — —
49816
SerhiiMaksymiv
Enables AI assistants to query, create, and manage Targetprocess entities like …
— ○ ⏳ — — — — — —
49817
ampcome-mcps
athena-mcp Claim
Enables users to execute SQL queries, manage workgroups, databases, tables, and…
— ○ ⏳ — N/A N/A — — —
49818
Infrawise
mcp-server Claim
Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and…
— ○ ⏳ — — — — — —
49819
spacegpu
FastMCP server for Kalshi's Trade API, enabling interaction with prediction mar…
— ○ ⏳ — — — — — —
49820
hjdhnx
An MCP server that enables AI assistants to interact with Odoo ERP systems, all…
— ○ ⏳ — — — — — —
49821
thsmale
Interact with USASPENDING.gov to track government spending over time, search by…
— ○ ⏳ — — — — — —
49822
VZilvinskus
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
— ○ ⏳ — N/A N/A — — —
49823
solatis
An MCP server that provides a flexible lens into directory structures and files…
— ○ ⏳ — N/A N/A — — —
49824
marcosfpina
Enables AI assistants like Claude to manage LLM inference by controlling model …
— ○ ⏳ — N/A N/A — — —
49825
Feynman520
Automates Hancom Office HWP forms via COM, converting, extracting, field-fillin…
— ○ ⏳ — N/A N/A — — —
49826
mandalatech
MCP server enabling AI assistants to search, browse, and discover books from Bo…
— ○ ⏳ — — — — — —
49827
btyy6svgy6-netizen
Enables Claude to send emails via the Resend API using the send_email tool.
— ○ ⏳ — — — — — —
49828
sjgant80-hub
MCP server for foldkit that provides tools and resources for the 7-prime spine,…
— ○ ⏳ — N/A N/A — — —
49829
universal-mcp
Provides a standardized interface for interacting with Semrush's tools and serv…
— ○ ⏳ — — — — — —
49830
hasna
Project management CLI + MCP server for AI agents. Register projects once, open…
— ○ ⏳ — N/A N/A — — —
49831
persi123
Enables AI agents to understand web page structure and content through structur…
— ○ ⏳ — N/A N/A — — —
49832
lorenzouriel
MCP server for safely exposing SQL Server database capabilities to LLM clients,…
— ○ ⏳ — — — — — —
49833
renga92
High-strategic intelligence platform for life sciences that enables real-time c…
— ○ ⏳ — N/A N/A — — —
49834
gotza02
Enables dynamic and reflective problem-solving through a structured thinking pr…
— ○ ⏳ — N/A N/A — — —
49835
enihcam
Bridges OpenCode to Chromium's WebMCP API, exposing WebMCP tools from a webpage…
— ○ ⏳ — N/A N/A — — —
49836
borishalachev1
Connects your AI assistant to afterAI, a hosted After Effects pipeline. Edit ra…
— ○ ⏳ — — — — — —
49837
aaunario-keeper
Enables hierarchical task planning and execution through recursive code and ana…
— ○ ⏳ — N/A N/A — 95 —
49838
chensiling
Windbg-MCP Claim
Enables AI-driven WinDbg kernel debugging via the Model Context Protocol, allow…
— ○ ⏳ — N/A N/A — — —
49839
locomotive-agency
MCP server for Context Studio, a file-based CMS for governed marketing document…
— ○ ⏳ — — — — — —
49840
optimikelabs
Enables AI-assisted task management by extracting and querying Obsidian Tasks f…
— ○ ⏳ — N/A N/A — — —
49841
FranciscoValadao
MCP server implementing clean architecture with LangGraph for building and mana…
— ○ ⏳ — N/A N/A — — —
49842
bobmatnyc
A CLI-first semantic code search tool with MCP integration for AI assistants, e…
— ○ ⏳ — N/A N/A — — —
49843
Jimmy974
Enables interaction with Qdrant vector database for storing, searching, and man…
— ○ ⏳ — — — — — —
49844
SolonaBot
MCP server for Google Docs integration with comprehensive document operations s…
— ○ ⏳ — N/A N/A — — —
49845
othmane-zizi-pro
Provides a set of MCP tools to manage Google Calendar events via natural langua…
— ○ ⏳ — N/A N/A — — —
49846
narinthon-so
MCP server exposing Thailand data tools including official company-registry loo…
— ○ ⏳ — — — — — —
49847
mybuddyassistant
anki-mcp Claim
A headless MCP server for Anki flashcards with Google OAuth authentication, ena…
— ○ ⏳ — — — — — —
49848
start-trek
NiceGUI MCP Claim
NiceGUI MCP is a docs-first Model Context Protocol server for local NiceGUI dev…
— ○ ⏳ — N/A N/A — — —
49849
BautistaPessagno
CollabMCP Claim
Provides shared real-time context for Claude Code agents, including scope aware…
— ○ ⏳ — N/A N/A — — —
49850
harbz07
An MCP server for neuroanatomically-inspired memory consolidation using Neo4j a…
— ○ ⏳ — N/A N/A — — —
Showing 49801–49850 of 69199 servers
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