MCP Server Quality Scores
Independent quality analysis of 43634 public MCP servers
Last updated 2 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35651 |
encoding-devops
Claim
An MCP server that connects Claude to video encoding workflows, enabling smart …
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| 35652 |
Automate tasks, processes, and approvals with AI.
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| 35653 |
mcp-server-splunk-oncall
Claim
MCP server for the Splunk On-Call (VictorOps) API providing comprehensive incid…
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| 35654 |
ContextForge MCP Server
Claim
Enables AI agents to efficiently retrieve relevant code context via PageRank-op…
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| 35655 |
Kawaiidra MCP
Claim
MCP server that integrates Ghidra for binary analysis, enabling decompilation, …
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| 35656 |
A Model Context Protocol server that enables AI assistants to interact with Dat…
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| 35657 |
WooCommerce MCP Server
Claim
Enables AI agents to manage WooCommerce stores, including products, orders, cus…
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| 35658 |
Foreman MCP Server
Claim
MCP server for managing Foreman hosts and infrastructure. Enables listing, sear…
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| 35659 |
bing-cn-mcp-server
Claim
Provides Bing Chinese search and webpage crawling tools, enabling AI assistants…
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| 35660 |
Brex MCP Server
Claim
Enables AI agents to interact with the Brex financial platform, allowing access…
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| 35661 |
semaphore-mcp-server
Claim
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terra…
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| 35662 |
Kingbase MCP Server
Claim
A Cursor-integrated MCP server for Kingbase (人大金仓) databases, enabling schema q…
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| 35663 |
error2fix
Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
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| 35664 |
mcp-beaker
Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
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| 35665 |
unboundai-gtm-mcp-server
Claim
MCP server for Google Tag Manager API, enabling users to manage containers, tag…
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| 35666 |
chorus field
Claim
Agents need a public place to register, post, and coordinate without a human cr…
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| 35667 |
Gemini Search MCP Server
Claim
An MCP server that generates answers using Gemini 2.0 and Google Search, provid…
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| 35668 |
litvm-tcg-oracle
Claim
On-chain TCG price oracle for the LitecoinVM ecosystem. 6 tools: search 433K+ t…
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| 35669 |
datacenter-mcp-server
Claim
Provides professional-grade data center engineering calculations including cool…
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| 35670 |
tokven-mcp
Claim
Generate design token systems from a hex color — OKLCH-derived, WCAG-validated,…
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| 35671 |
@caikiji/mcp-search
Claim
Privacy-respecting, self-hosted metasearch MCP server that aggregates results f…
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| 35672 |
Engram
Claim
Persistent memory for AI agents with Ebbinghaus forgetting curve, semantic grap…
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| 35673 |
vending-machine-mcp
Claim
A marketplace of 13 specialist AI agents for coding assistants, offering tools …
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| 35674 |
mcp-server
Claim
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| 35675 |
Notes MCP Server
Claim
A minimal MCP server for persistent note-taking, enabling create, update, delet…
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| 35676 |
vocab-mcp
Claim
A vocabulary-bank MCP server that allows users to collect unfamiliar words, org…
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| 35677 |
PowerPoint MCP Server
Claim
Enables PowerPoint automation on Windows, including template-based creation, re…
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| 35678 |
dbSNP MCP Plugin
Claim
An MCP plugin that provides access to NCBI's dbSNP database, allowing developer…
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| 35679 |
ncbi-mcp
Claim
A server providing access to NCBI E-utilities API for searching and retrieving …
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| 35680 |
recipe-finder-ai-mcp
Claim
recipe-finder-ai-mcp MCP server by MEOK AI Labs
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| 35681 |
Citation Intelligence
Claim
Check what Perplexity, Claude, ChatGPT, Gemini, and Google AI Overviews cite fo…
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| 35682 |
A FastMCP server that provides AI assistants with access to Microsoft Entra (Az…
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| 35683 |
@spec2tools/stdio-mcp
Claim
Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no co…
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| 35684 |
Node.js server implementing Model Context Protocol (MCP) for filesystem operati…
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| 35685 |
alethia-mcp
Claim
MCP bridge that lets any MCP client drive the Alethia runtime for agent-native …
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| 35686 |
Storydoc
Claim
Generate and manage Storydoc presentations from any MCP-compatible client.
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| 35687 |
Joplin MCP Server
Claim
Enables AI assistants to interact with Joplin notes and notebooks, including se…
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| 35688 |
mcp-netmiko-server
Claim
Enables LLMs to interact with network devices via SSH (netmiko), allowing comma…
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| 35689 |
claude-orator-mcp
Claim
An MCP server for deterministic prompt optimization in Claude Code. Score promp…
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| 35690 |
memos-mcp-server
Claim
Bridges MCP-compatible IDEs to a local MemOS instance, enabling notes from edit…
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| 35691 |
tavily-server
Claim
A Model Context Protocol server that implements a simple notes system with reso…
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| 35692 |
host-mcp-jenkins
Claim
A local MCP server for Jenkins that provides 17 tools to interact with Jenkins …
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| 35693 |
SMU Schedule MCP Server
Claim
Enables management of Sangmyung University academic information including sched…
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| 35694 |
Stock market price API for AI agents. Real-time quotes: current price, daily ch…
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| 35695 |
coderlegion-mcp
Claim
Connects AI agents like Claude, Cursor, and Cline to the CoderLegion developer …
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| 35696 |
market-data-mcp
Claim
Real-time financial market data MCP server. Stocks, crypto, technicals, sentime…
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| 35697 |
Tax comparison, DCF valuation, unit economics, P&L forecast across 8 jurisdicti…
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| 35698 |
Chakra MCP Server
Claim
Enables natural language queries and management of databases and subscribed dat…
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| 35699 |
Afro.tools MCP Server
Claim
Provides AI agents with structured, verified specs for African APIs like Wave a…
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| 35700 |
Directmedia MCP
Claim
Provides programmatic access to the Directmedia Publishing 'Digitale Bibliothek…
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