MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 2 hours, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33651 |
Middleman
Claim
A context refinement MCP server that acts as a proxy to distill large outputs f…
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| 33652 |
gitlab-mcp
Claim
Enables retrieving comprehensive information about GitLab merge requests, inclu…
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| 33653 |
svmmon-mcp
Claim
Generate TikTok slideshows from Claude (and any MCP client) using your Svmmon a…
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| 33654 |
MCP server for Teradata databases, providing tools and prompts for querying, an…
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| 33655 |
Data Nashville MCP
Claim
Enables querying and exploring Nashville open data from data.nashville.gov and …
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| 33656 |
NFT collection analytics API for AI agents. Floor price, 24h volume, total supp…
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| 33657 |
surveyHelper
Claim
A local-first MCP server that analyzes research papers, maps citation graphs, a…
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| 33658 |
MCP server for automatic technical documentation generation of Satrack projects.
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| 33659 |
mcp-uuid
Claim
A Model Context Protocol server that generates random UUIDs (v4) for MCP-compat…
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| 33660 |
newsagent-mcp
Claim
Real-time, ML-enriched news intelligence — urgency scoring, political lean & ev…
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| 33661 |
AI Assistant MCP Server
Claim
MCP server providing tools to chat with an AI agent, fetch weather data, and mo…
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| 33662 |
health-feeds
Claim
Enables searching and reading curated health and medicine RSS/Atom feeds, with …
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| 33663 |
mcp-maintainer-toolkit
Claim
Provides utilities to help maintain MCP repositories, including testing tools, …
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| 33664 |
gui-user
Claim
An MCP server for external computer-use that launches, observes, and interacts …
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| 33665 |
instagram-mcp
Claim
MCP server providing seamless integration with Instagram's Graph API for busine…
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| 33666 |
VeriSIFT
Claim
Read-only MCP server for autonomous, spoliation-proof disk-image triage with se…
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| 33667 |
keystone-mcp
Claim
An MCP server that retrieves contextual information from company resources and …
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| 33668 |
gopass-mcp
Claim
Enables AI agents to securely access and manage passwords from a gopass store v…
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| 33669 |
mcp-tfstate-reader
Claim
A local MCP server that parses Terraform .tfstate files and lets AI agents audi…
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| 33670 |
test
Claim
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| 33671 |
Enables AI agents to access and search up-to-date Solana documentation, get can…
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| 33672 |
apex-mcp
Claim
Enables AI assistants to build, inspect, and modify Oracle APEX 24.2 applicatio…
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| 33673 |
Printer AI MCP
Claim
A cross-platform MCP server that enables AI assistants to manage printers, quer…
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| 33674 |
Academic Search MCP
Claim
Enables searching academic literature via Semantic Scholar with relevance filte…
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| 33675 |
Parsley MCP Server
Claim
Enables AI assistants to access buyer intent signals, MEDDIC qualification data…
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| 33676 |
todo-mcp
Claim
Organize tasks and subtasks with fast create, update, complete, and reopen acti…
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| 33677 |
cve-lookup-mcp
Claim
Provides live CVE data from NVD and EPSS without API key, enabling AI assistant…
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| 33678 |
42 MCP Server
Claim
Exposes 42's intranet API via the Model Context Protocol, enabling LLM agents t…
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| 33679 |
Pandas-MCP Server
Claim
Enables LLMs to safely execute pandas code for data analysis and generate inter…
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| 33680 |
AI Test Pilot
Claim
An MCP server that generates, runs, and triages tests by introspecting Python m…
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| 33681 |
GROWI MCP Server
Claim
MCP server to connect AI models to GROWI Wiki with bearer authentication, enabl…
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| 33682 |
Call DK MCP
Claim
MCP server providing an interactive GUI for users to input prompts and images, …
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| 33683 |
companies-house-mcp
Claim
A local MCP server that exposes the UK Companies House API as tools for Claude …
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| 33684 |
Accessibility MCP
Claim
Audits web pages for WCAG 2.2 AA accessibility aligned with the GOV.UK standard…
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| 33685 |
Google Workspace MCP
Claim
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
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| 33686 |
garmin-mcp
Claim
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| 33687 |
pr-reviewer-mcp
Claim
An MCP server exposing AI-powered GitHub PR review as tools.
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| 33688 |
DatabricksMCP
Claim
A production-ready MCP server template with example tools for health check and …
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| 33689 |
Pinion
Claim
AI-powered characterization test generator that reads Python functions or class…
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| 33690 |
mcp-server-github
Claim
A Model Context Protocol (MCP) server that enables AI assistants like Claude to…
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| 33691 |
lb-mcp-ui-proxy
Claim
An MCP proxy server that enriches Longbridge's financial API with UI-enhanced t…
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| 33692 |
Claude-Atlas-MCP
Claim
Self-hosted MCP server giving Claude persistent memory via entities, observatio…
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| 33693 |
mcp-remote-suite
Claim
A production-ready Model Context Protocol suite over Streamable HTTP providing …
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| 33694 |
VeChain Dev Suite
Claim
Query VeChain accounts, transactions, blocks, and fees, and search official doc…
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| 33695 |
create-image-mcp
Claim
An MCP server that generates and edits images using OpenAI's GPT Image model, a…
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| 33696 |
MagentaA11y MCP Server
Claim
Provides accessibility acceptance criteria for 51 web and 42 native components …
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| 33697 |
BigTime MCP Server
Claim
Provides Claude with access to BigTime's time tracking and project management A…
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| 33698 |
docs-is-code
Claim
Enables document-driven development by automatically detecting Markdown spec ch…
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| 33699 |
PayHere MCP Server
Claim
Enables interaction with the PayHere payment gateway via MCP, allowing payment …
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| 33700 |
SIFTAgent
Claim
An MCP server that transforms Claude Code into an autonomous DFIR analyst by pr…
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