MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 4 hours, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52801 |
MCP Server for Snowflake
Claim
Enables read-only querying of Snowflake databases through Claude, supporting mu…
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| 52802 |
Raven
Claim
Design intelligence for coding agents: audits, design systems, and a taste prof…
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| 52803 |
CiteStamp
Claim
Citation-health over a CC0 citation graph: what supports, refutes, or cites a p…
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| 52804 |
Search Granola meeting notes by attendees, dates, content, and workspaces.
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| 52805 |
mcp-python-server
Claim
A Python template for creating MCP servers with embedded documentation, featuri…
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| 52806 |
Web content extraction API for AI agents. Scrape any URL and get clean, structu…
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| 52807 |
Crude Code MCP Server
Claim
An oil & gas data-analytics MCP server that enables guarded SQL queries, well v…
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| 52808 |
tanstack-start-devtools
Claim
Local development bridge between TanStack Devtools and MCP-capable coding agent…
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| 52809 |
Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for co…
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| 52810 |
Kinsta MCP Server
Claim
MCP server for the Kinsta WordPress hosting platform, enabling AI assistants to…
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| 52811 |
ReadySMS MCP Server
Claim
Enables sending SMS messages, managing contacts, campaigns, and inbox from AI a…
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| 52812 |
MCP_CAD
Claim
A SolidWorks-resident AI copilot for Mexican autoparts manufacturing PYMEs that…
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| 52813 |
ILSpy MCP Server
Claim
Exposes all major ILSpy CLI features as separate MCP tools for decompiling .NET…
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| 52814 |
CodeSherlock
Claim
AI-powered static and contextual code analysis MCP server
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| 52815 |
wraith-mcp
Claim
An AI-native stealth browser MCP server that uses AI vision navigation and bot …
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| 52816 |
studiosphere-pulse-mcp
Claim
Privacy-first audio intelligence: BPM, key, waveform. Audio never stored. Pay p…
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| 52817 |
GraphRagMCP V2
Claim
An advanced MCP server that provides deep code understanding and analysis using…
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| 52818 |
Lazy Toggl MCP Server
Claim
Provides tools to start/stop time tracking, list workspaces, and view current e…
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| 52819 |
litcoin-mcp
Claim
Enables querying the LitCoin knowledge graph for nodes, edges, and relationship…
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| 52820 |
mcp-server-kicad
Claim
MCP servers for KiCad schematic, PCB, symbol, footprint, and project automation…
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| 52821 |
n8n MCP Backup Server
Claim
Enables AI assistants to back up, list, and restore n8n workflows and PostgreSQ…
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| 52822 |
Provides a standardized interface for interacting with Coda's tools and service…
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| 52823 |
Shippp
Claim
A connected canvas for the builders of the next era.
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| 52824 |
linkedin-mcp-pro
Claim
Self-hosted, ban-safe MCP server for LinkedIn that provides 22 tools for profil…
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| 52825 |
eyepup
Claim
Agentic visitor analytics — five tools that hand the next CRO fix to your codin…
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| 52826 |
ebony-enriching
Claim
Enables managing research-in-flight as a lab notebook with proposals, experimen…
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| 52827 |
Provides a remote coding environment for AI to publish static websites as live …
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| 52828 |
chain-context-mcp
Claim
Provides live cryptocurrency market data including current prices, 24h stats, a…
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| 52829 |
Eight Sleep MCP
Claim
Unofficial Eight Sleep MCP server for sleep trends, temperature, alarms and gat…
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| 52830 |
COTAL actions (cotal.ai)
Claim
cotal.ai actions: product overview, site search, build log, feedback, Cloud wai…
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| 52831 |
SageMaker AI MCP Server
Claim
Enables AI assistants to manage Amazon SageMaker AI resources including endpoin…
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| 52832 |
qa-mcp-server
Claim
Professional Model Context Protocol implementation for Quality Assurance, integ…
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| 52833 |
meok-ai-reflection-mcp
Claim
MEOK AI Labs - ai-reflection MCP server extracted from SOV3
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| 52834 |
SpecStream
Claim
Lead lists, company lists, grants and jobs from the live web, for your agent. P…
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| 52835 |
Airflow MCP
Claim
Enables natural language interaction with Apache Airflow for querying DAGs, mon…
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| 52836 |
MCP server for the LemonSqueezy API. Enables managing stores, products, custome…
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| 52837 |
gsc-agent-cli
Claim
Enables querying Google Search Console data, Core Web Vitals, and PageSpeed ins…
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| 52838 |
MCP CoCo
Claim
Bridges OpenClaw and Hermes Agent to enable messaging, multi-turn conversations…
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| 52839 |
An MCP server that combines sequential thinking with persistent memory through …
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| 52840 |
Enables Jira integration with dynamic configuration, time logging, task creatio…
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| 52841 |
OTC Pricing MCP Server
Claim
An open-source Model Context Protocol (MCP) server for the Open Telekom Cloud (…
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| 52842 |
thrive-mcp
Claim
Enables AI assistants to interact with the Thrive MCP REST API for exploring en…
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| 52843 |
daejeon-mcp-server
Claim
Enables querying restaurant information in Daejeon, South Korea, through the ci…
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| 52844 |
A Model Context Protocol server that provides access to Databento's historical …
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| 52845 |
LLM Usage & Cost Tracker
Claim
A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. C…
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| 52846 |
Core AI Toolkit - a modular MCP server that extends AI assistants with practica…
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| 52847 |
akshare-jc-mcp
Claim
Unified MCP server for Chinese stock market data that batches multiple data req…
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| 52848 |
Enables AI assistants and applications to interact with Airtable bases through …
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| 52849 |
bluepages-mcp
Claim
Enables looking up Ethereum address mappings to Twitter/X and Farcaster identit…
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| 52850 |
SystemKernelMCP
Claim
Provides 180+ tools for full system control including terminal, Git, Docker, Ku…
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