MCP Server Quality Scores
Independent quality analysis of 66427 public MCP servers
Last updated 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 64651 |
recall
Claim
Open-source MCP memory server. Persistent, searchable, tiered memory across ses…
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| 64652 |
JobHound
Claim
Enables autonomous job search by scanning, scoring, and applying to jobs via AP…
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| 64653 |
Bitbucket Server MCP
Claim
Connects AI assistants to Bitbucket Server/Data Center for reviewing pull reque…
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| 64654 |
server-curl
Claim
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| 64655 |
Blueprint Chart
Claim
The open chart format an LLM writes and the browser renders — to interactive, a…
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| 64656 |
correctover-mcp-server
Claim
Real-time LLM output verification with 6-dim contract validation and auto-failo…
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| 64657 |
OSU MCP Server
Claim
Provides over 50 tools across 14 categories for accessing Ohio State University…
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| 64658 |
Wiki.js MCP Server
Claim
Manages hierarchical documentation in Wiki.js with tools for creating, updating…
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| 64659 |
SperaxOS
Claim
Sperax Protocol MCP – USDs stablecoin, SPA, veSPA governance & Demeter DeFi on …
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| 64660 |
exobrain-mcp
Claim
Personal AI cognitive exobrain server providing long-term, emotionally-tagged m…
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| 64661 |
github-ops-mcp
Claim
An MCP server that provides operational tooling over the GitHub API — issue tri…
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| 64662 |
PBIFORGE
Claim
PBIForge — Power BI .pbix generator MCP server generate .pbix files from dashbo…
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| 64663 |
mcp-homelab
Claim
An MCP server that gives AI assistants real-time access to your homelab infrast…
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| 64664 |
images-mcp
Claim
Provides image generation tools powered by OpenRouter, running on Cloudflare Wo…
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| 64665 |
google-drive-cowork-mcp
Claim
Enables Claude to create and edit Google Docs, Sheets, and Slides via MCP, runn…
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| 64666 |
TestOps MCP Server
Claim
Enables AI assistants to interact with TestOps 5.25 for managing projects, test…
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| 64667 |
n8n MCP Server (Custom)
Claim
Custom MCP server for n8n automation, providing 27 tools to manage workflows, e…
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| 64668 |
peaka-api-mcp-server
Claim
Model Context Protocol (MCP) server that provides access to Peaka's API endpoin…
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| 64669 |
A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented …
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| 64670 |
Anki Card Manager (acm)
Claim
This MCP server connects Claude with Anki, allowing users to create flashcards …
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| 64671 |
VNStock MCP Server
Claim
Provides tools to access Vietnam stock market data, including stock prices, fin…
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| 64672 |
GBG Loqate - Reach
Claim
Verify addresses, email addresses, and phone numbers with confidence scores.
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| 64673 |
Local MCP server for checking council bin collection dates from a residential a…
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| 64674 |
MCPVet
Claim
Vets MCP servers, Claude Code skills, or plugins for unsafe behavior like shell…
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| 64675 |
Local File Search MCP
Claim
Provides tools for searching and reading local files, supporting metadata filte…
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| 64676 |
MCP Code Intelligence
Claim
Intelligent code search MCP server with AST analysis, call graphs, dependency t…
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| 64677 |
memory-bank-mcp-mongodb
Claim
MCP server for MongoDB-powered memory bank management with multi-project isolat…
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| 64678 |
ContextForge MCP Server
Claim
Enables AI agents to efficiently retrieve relevant code context via PageRank-op…
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| 64679 |
ifieldsgood
Claim
แผนการปรับแต่ง: ระบบอัตโนมัติในการกรอกแบบฟอร์ม PDF
กรณีการใช้งานเป้าหมาย (6): การ…
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| 64680 |
Passive external attack-surface mapping: CT subdomains, DNS, TLS, HTTP posture,…
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| 64681 |
arcmap-mcp
Claim
MCP server that allows AI agents to control a live ArcMap session via arcpy, in…
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| 64682 |
Enables creating and managing UML diagrams in Sparx Systems Enterprise Architec…
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| 64683 |
Local Memory MCP
Claim
Persistent local semantic memory for MCP tools, enabling storing and searching …
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| 64684 |
FibX
Claim
Swap, transfer, track a portfolio and use Aave V3 on Base, Citrea, HyperEVM and…
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| 64685 |
instagram-analyzer MCP
Claim
Analyzes public Instagram post URLs, returning captions and photos as image con…
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| 64686 |
Huawei MCP Server
Claim
Enables AI assistants to operate Huawei Cloud resources (ECS, OBS, GaussDB, etc…
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| 64687 |
Query Airbrake errors, notices, deploys, and project stats from MCP clients
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| 64688 |
agent-eyes
Claim
MCP server that wraps Playwright to give AI agents eyes on the web, enabling br…
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| 64689 |
zernio-mcp
Claim
A Model Context Protocol (MCP) server that gives Claude full access to the Zern…
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| 64690 |
FL Studio MCP Server
Claim
Real-time AI-assisted music production, advanced composition, mixing, and VST c…
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| 64691 |
Filesystem MCP Server
Claim
Provides file system access and operations, enabling AI assistants to read, wri…
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| 64692 |
a11y-learning-guide
Claim
Guides users to official WCAG and W3C resources for learning web accessibility,…
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| 64693 |
Solplanet MCP
Claim
MCP server for Solplanet ASW5-T inverter, enabling natural language queries abo…
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| 64694 |
meta-threads-mcp
Claim
Unofficial MCP server for Meta's Threads API. Enables LLMs like Claude to publi…
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| 64695 |
ArXiv MCP Server
Claim
Provides arXiv paper search, download, Chinese translation, and WeChat article …
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| 64696 |
Shipcheck MCP
Claim
Read-only Shipcheck launch-risk scans for authorized JS, TS, and MCP repos.
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| 64697 |
playwright-slim-mcp
Claim
A proxy MCP server that summarizes Playwright accessibility snapshots using Cla…
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| 64698 |
figma-mcp-hybrid
Claim
Enables reading Figma files via REST API and writing to the Figma canvas via a …
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| 64699 |
browser-agent-mcp
Claim
Production-grade MCP server for autonomous web automation with stealth features…
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| 64700 |
mem0-agent-memory
Claim
An MCP server that provides persistent memory capabilities for AI agents using …
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