MCP Server Quality Scores
Independent quality analysis of 62662 public MCP servers
Last updated 1 hour, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62601 |
impots-mcp
Claim
Transforms Claude into a French tax assistant specialized in French taxation, c…
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| 62602 |
penr-oz MCP Server
Claim
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
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| 62603 |
Stock-MCP
Claim
Provides access to Massive (Polygon) market data including stock and options OH…
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| 62604 |
CSV MCP Server
Claim
Enables AI assistants to answer natural language questions about data in CSV fi…
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| 62605 |
PRDforge
Claim
Enables Claude to read and write product requirement documents section by secti…
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| 62606 |
sitecore-mcp-server
Claim
An MCP server that provides AI agents with direct read/write access to Sitecore…
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| 62607 |
airlock
Claim
MCP server that vets package installations and shell commands to block dangerou…
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| 62608 |
scope-guard
Claim
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| 62609 |
newrelic-mcp
Claim
Executes NRQL queries against New Relic via the NerdGraph API, enabling monitor…
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| 62610 |
MemoryThreads
Claim
Persistent, searchable conversation memory shared across Claude Code and Codex,…
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| 62611 |
YouTube Scraping Server
Claim
Provide advanced YouTube data extraction and analysis capabilities including mu…
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| 62612 |
Hedera MCP Server
Claim
Provides tools for AI assistants to interact with the Hedera blockchain, enabli…
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| 62613 |
An intelligent agent that responds to financial queries about TreePod Glamping …
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| 62614 |
MCP Authentication Demo
Claim
A template for building MCP servers with optional per-tool authentication using…
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| 62615 |
Cloudglue MCP Server
Claim
Connects AI assistants to Cloudglue for video analysis, enabling video descript…
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| 62616 |
tray-mcp-server
Claim
Connects AI agents like Claude to the Tray Commerce platform, enabling natural …
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| 62617 |
A lightweight MCP-style server integrating Google Docs and Gmail, enabling AI t…
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| 62618 |
Toss Invest MCP
Claim
Enables MCP clients to read Toss Securities market data and account info, and o…
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| 62619 |
qzcli
Claim
Enables managing OpenI platform resources (login, query nodes, submit jobs, vie…
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| 62620 |
email-validator-ai-mcp
Claim
email-validator-ai-mcp MCP server by MEOK AI Labs
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| 62621 |
business-day-mcp
Claim
MCP server for business-day arithmetic with country-aware holiday calendars. It…
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| 62622 |
Roblox 3D Generator MCP
Claim
Generates JSON for Roblox Studio 3D models from natural language prompts using …
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| 62623 |
mcp
Claim
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| 62624 |
headlo-mcp
Claim
MCP server that provides Claude Desktop and Claude Code with access to Headlo c…
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| 62625 |
ChemMCP
Claim
ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assi…
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| 62626 |
mcpgrowcrm2
Claim
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| 62627 |
Enables comprehensive collection and analysis of ClaudeCode development session…
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| 62628 |
mcp-curate
Claim
Converts OpenAPI specs into curated MCP servers with drastically fewer, clearer…
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| 62629 |
MCP Travel Planner
Claim
A unified MCP server providing a single entry point to comprehensive travel pla…
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| 62630 |
Strapi MCP Suite
Claim
MCP server that exposes Strapi v5 content management, visual layout configurati…
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| 62631 |
punt-quarry
Claim
Enables local semantic search over documents (PDFs, code, etc.) using local emb…
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| 62632 |
screenshot-mcp
Claim
Captures full-monitor screenshots and returns them as base64 inline or saved fi…
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| 62633 |
Enables AI coding assistants to manage Alibaba Cloud databases by creating inst…
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| 62634 |
personal-kg-mcp
Claim
Auto-captures decision context from multi-agent workflows to preserve the 'why'…
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| 62635 |
FlexFS MCP
Claim
Provides secure file system, web fetching, and Google Cloud Storage access for …
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| 62636 |
mcp-app
Claim
Fetches public GitHub repositories and uses an LLM to generate a json-render UI…
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| 62637 |
MCP Leave Management
Claim
Simulates a leave management workflow for employees and managers, including lea…
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| 62638 |
TaskFabric
Claim
A file-based task manager operated through an MCP server, enabling agents to cr…
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| 62639 |
OpenClaude MCP Server
Claim
A high-performance control plane for Ollama-based local LLM sessions with backg…
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| 62640 |
fiware-orion-mcp
Claim
MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 cont…
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| 62641 |
capsulemcp
Claim
MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only…
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| 62642 |
alkemi-mcp
Claim
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| 62643 |
DDG MCP2 Server
Claim
A basic MCP server built with FastMCP framework that provides simple utility to…
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| 62644 |
auto-mcp-server
Claim
Local MCP server for AI agents that enables Jira issue management, Confluence W…
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| 62645 |
HRD-PIS MCP Server
Claim
Enables AI assistants to interact with the HRD-PIS API for HR profile managemen…
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| 62646 |
DJD Agent Score
Claim
Reputation scoring for AI agent wallets on Base L2. Check trust scores (0-100) …
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| 62647 |
An MCP server that decides whether each step of an agent requires cheap intuiti…
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| 62648 |
MCP Manuels
Claim
Enables Claude Desktop to read and search through PDF technical manuals, answer…
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| 62649 |
@beyondidentity/mcp
Claim
Enables AI agents to directly manage Beyond Identity resources such as identiti…
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| 62650 |
Market Regime Oracle
Claim
Classifies BTC market into 5 regimes (Risk-On, Range-Bound, Risk-Off, Capitulat…
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