MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37201 |
researchSync
Claim
Enables retrieval of arXiv paper metadata and storage in a Notion database, all…
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| 37202 |
Context DB MCP
Claim
Stores and retrieves project context using OpenAI vector stores, enabling AI ed…
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| 37203 |
matryca-plumber
Claim
local-first background AI daemon for Logseq OG. Turns your notes into an agenti…
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| 37204 |
imessage-rich-search
Claim
Enables full-text search of macOS iMessages including link preview metadata. Wo…
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| 37205 |
restheart
Claim
The Agent-Ready Backend for MongoDB.
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| 37206 |
Akiflow MCP Server
Claim
MCP server for Akiflow task management with Meeting Assistant support. Enables …
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| 37207 |
iPhone MCP
Claim
Enables AI agents to control real iPhones and simulators on macOS, allowing for…
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| 37208 |
zotero-mcp-lite
Claim
Enables AI assistants to search, read, and manage Zotero references locally wit…
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| 37209 |
ExcelForge
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A Windows-based MCP server that enables AI assistants to manage Excel files thr…
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| 37210 |
aseprite_mcp
Claim
Enables AI sprite generation and semantic tools for Aseprite, allowing LLMs to …
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| 37211 |
pulldown
Claim
MCP server for retrieving web pages as clean Markdown, with configurable detail…
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| 37212 |
mimoe-agent
Claim
MCP server for the mimOE AI Agent, enabling on-device tools like device discove…
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| 37213 |
RHID MCP Server
Claim
MCP server for integrating with the RHiD (ControlID) API, providing time tracki…
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| 37214 |
notebooklm-mcp
Claim
An MCP server that gives Claude (and any MCP-compatible agent) full access to G…
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| 37215 |
browser-mcp-server
Claim
A universal browser automation MCP server using Playwright, enabling programmat…
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| 37216 |
code-review-mcp-server
Claim
An MCP server that provides senior-level code review, quality checks, security …
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| 37217 |
LLMMO Game Server
Claim
Enables LLM-driven text game state management by exposing MCP tools for managin…
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| 37218 |
fvi-mcp
Claim
MCP server for FreeVectorIcons design collections, enabling agents to search an…
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| 37219 |
meong-care-mcp
Claim
A pet care MCP server that helps record and analyze daily care, diet, and sympt…
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| 37220 |
astrbot-mcp
Claim
Provides tools for AstrBot plugin development including documentation access an…
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| 37221 |
telegram-notes-mcp
Claim
A local MCP server that enables full-text and semantic search over your own Tel…
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| 37222 |
GitPilot MCP
Claim
An autonomous agent that automates GitHub contributions end-to-end, from issue …
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| 37223 |
MCP CoCo
Claim
Bridges OpenClaw and Hermes Agent to enable messaging, multi-turn conversations…
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| 37224 |
mcp-gladia
Claim
Enables LLMs to transcribe, analyze, and translate audio/video content through …
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| 37225 |
rootly-mcp
Claim
MCP server for the Rootly incident management platform — alerts, incidents, on-…
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| 37226 |
Enables ChatGPT Desktop to save and manage conversation memories locally in SQL…
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| 37227 |
syncro-mcp
Claim
MCP server for Syncro MSP that enables managing customers, tickets, assets, con…
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| 37228 |
vibecheck-mcp
Claim
AI Code Firewall — MCP Server for hallucination prevention in AI development
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| 37229 |
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| 37230 |
Enables checking build status, starting/canceling builds, and managing Unity Cl…
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| 37231 |
Confluence MCP Server
Claim
MCP server for Atlassian Confluence integration with Claude Code, enabling sear…
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| 37232 |
An MCP server that enables AI agents like Claude to capture screen screenshots …
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| 37233 |
Maya MCP
Claim
Enables AI assistants like Claude Desktop to control Autodesk Maya via natural …
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| 37234 |
pyocd-debug-mcp
Claim
Enables AI tools to perform full-featured embedded microcontroller debugging vi…
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| 37235 |
cncf-tech-advisor-mcp
Claim
Enables querying the CNCF landscape to search for projects, get detailed inform…
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| 37236 |
Basecamp MCP Server
Claim
Enables Claude to interact with Basecamp API for project and to-do management v…
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| 37237 |
Azure Pricing MCP Server
Claim
This MCP server enables querying Azure resource pricing programmatically throug…
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| 37238 |
ragalgo-v3
Claim
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| 37239 |
Zillow MCP Server
Claim
Integrates Zillow real estate data with AI assistants, enabling property search…
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| 37240 |
canary-mcp
Claim
A visual canary that detects context rot and silent model degradation in long a…
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| 37241 |
Enables remote control of Siglent SDG series function/arbitrary waveform genera…
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| 37242 |
MCP Data Analyst Server
Claim
Transforms AI assistants into data analysts by enabling CSV and Google Sheets i…
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| 37243 |
my-minimax-mcp
Claim
Wraps MiniMax AI as an autonomous code executor for Claude Code, offloading cod…
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| 37244 |
ssh-chat-mcp
Claim
Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP…
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| 37245 |
FS_MCP_thin
Claim
A read-only MCP server that connects AI assistants to Freshservice Service Desk…
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| 37246 |
GID MCP Server
Claim
Enables AI to analyze, query, and manage a graph-based representation of softwa…
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| 37247 |
Exchange Rate API
Claim
Real-time and historical exchange rates for 160 fiat, crypto, and precious meta…
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| 37248 |
UE Audio MCP
Claim
Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise…
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| 37249 |
enhx-memory
Claim
A persistent, project-scoped memory layer for AI coding agents, providing 39 to…
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| 37250 |
Enables querying of U.S. congressional stock trade data, including price histor…
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