MCP Server Quality Scores

Independent quality analysis of 43430 public MCP servers

43430
Discovered
29460
Scored
2111
Verified
16952
Complete

Last updated 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40651
Nealmalhotra
calhacks-2 Claim
N/A N/A 95
40652
null
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
81
40653 N/A N/A 95
40654
alona-iaig
Enables AI agents to create and manage collaborative whiteboards with sticky no…
40655
smythmyke
MCP server for JackpotKeywords — AI keyword research and AI-visibility (AEO) sc…
40656
babasida246
Intelligent multi-model orchestrator with dynamic routing that optimizes AI cos…
81
40657
es617
cc-tap Claim
An MCP server that bridges Claude Desktop and Claude Code by letting Desktop re…
N/A N/A
40658
GongRzhe
Gmail MCP server with auto authentication support for managing Gmail via AI ass…
N/A N/A 95
40659
gufao
Multi-account email management server supporting IMAP, Gmail, and Outlook with …
N/A N/A
40660
RectiFlex
Streamline property management, construction, and service workflows with Center…
N/A N/A 95
40661
AvatarGanymede
Converts documents (PDF, Word, PPT, images, HTML) to Markdown via MinerU API. S…
40662
NasAndNora
First HTTP-native MCP server for Obsidian that solves stdio transport bugs, ena…
N/A N/A
40663
Cherine0205
BioNext-mcp Claim
Enables bioinformatics analysis through natural language conversations with Cla…
N/A N/A
40664
marcellkehmstedt
An MCP server that gives Claude access to your SoundCloud library, allowing you…
40665
lwsinclair
roc-cwa-mcp Claim
Enables to access Taiwan Central Weather Administration data, including 3-day a…
40666
richarda23
Exposes RSpace API endpoints to LLM agents using the Model Context Protocol.
40667
inncode-io
Enables interaction with the Argentine judiciary system (SAC - Justicia Cordoba…
N/A N/A
40668
valyuAI
valyu-mcp Claim
Enables AI models to retrieve high-quality context from Valyu's API, including …
40669
apurvaumredkar
A TypeScript MCP server that exposes Google Maps Platform APIs as tools for LLM…
40670
ductnn
A lightweight MCP server that enables natural language interaction with Kuberne…
N/A N/A
40671
sayand
growwmcp Claim
N/A N/A 95
40672
raboley
ado-mcp Claim
An MCP server that provides Azure DevOps integration for AI assistants, enablin…
40673
cr7258
Enables comprehensive configuration and management of Higress through the Model…
40674
simonether
kwork-mcp Claim
MCP server that exposes 25 tools for the Kwork freelance marketplace — browse p…
40675
brunocramos
livechat-mcp Claim
Enables continuous voice conversation with AI coding assistants by locally tran…
N/A N/A
40676
samscarrow
oracle Claim
Connect to Oracle databases via MCP, providing secure read-only access with sup…
86
40677
InfraMCP
MCP server for VMware vSphere infrastructure management, enabling VM operations…
N/A N/A
40678
freeplayai
freeplay-mcp Claim
Enables AI agents to interact with Freeplay, an ops platform for AI engineering…
40679
xiaobenyang-com
Generate cryptographically secure integers, floats, bytes, UUIDs, strings, bool…
N/A N/A 95
40680
markus
Convo Claim
Access your meeting transcripts, summaries, and action items from any AI assist…
81
40681
retospect
precis-mcp Claim
A uniform API for agents to read, write, and search across papers, documents, c…
N/A N/A
40682
hederatoolbox Claim 1
Hedera blockchain intelligence for AI agents. 23 tools, 7 modules. HBAR micropa…
N/A N/A 76
40683
0xUXDesign
pharaoh Claim
Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowle…
81
40684
jianlins
An MCP server that provides full-text search over documentation using Whoosh, e…
N/A N/A
40685
bakissation
Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, D…
N/A N/A
40686
Project-Navi
Open-source AI code review MCP server for local git diff auditing with determin…
40687
drawio
Draw.io Claim
Generates and displays interactive diagrams to visualize complex systems and wo…
81
40688
tobyandrews1985
Basketeer Claim
Personal UK Tesco grocery account over MCP: search, basket, slots, orders, and …
N/A N/A
40689 N/A N/A 95
40690
bitranox
glintefy Claim
Provides comprehensive code quality analysis and automated fixing, available as…
N/A N/A
40691
kky42
codex-as-mcp Claim
Delegates work from MCP clients (like Claude Code) to the Codex CLI, allowing s…
N/A N/A
40692
ferPrieto
A powerful MCP server for making HTTP requests, GraphQL queries, and TCP/Telnet…
40693
erikrubstein
monarch-mcp2 Claim
Unofficial MCP server for Monarch Money that exposes tools for managing account…
40694
aby0
A 4-stage reading companion that helps users set reading goals, discover books,…
N/A N/A
40695
negillett
AllocContext Claim
Portfolio-aware crypto context for AI agents. Discover holdings, market, sentim…
40696
JeromyJSmith
Enables Claude to interact with cognee for cognitive augmentation, supporting l…
N/A N/A
40697
wxkingstar
search-docs Claim
N/A N/A 95
40698
aerovfx
Colab MCP Claim 1
An MCP server that bridges local AI agents to Google Colab notebooks, enabling …
N/A N/A 95
40699
abhinavg6
A local-first MCP server that enables AI agents to query the Sui blockchain usi…
40700
simplifyaimm
A production-style MCP server that lets Claude Desktop search your local docume…
N/A N/A
Showing 40651–40700 of 43430 servers
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