MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 24 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46801 |
news-sentiment-mcp
Claim
Provides news sentiment scores, media volume trends, and historical coverage da…
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| 46802 |
stm32-mcp-docs
Claim
MCP server that provides semantic search and documentation for STM32 microcontr…
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| 46803 |
Channel3 Shopping
Claim
Shopping search across 100M+ products, with every retailer's offer and live pri…
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| 46804 |
Competitive pricing, ads, SEO moves, launches, reviews, and daily market briefs.
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| 46805 |
Playwright MCP
Claim
Provides browser automation capabilities using Playwright, allowing LLMs to int…
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| 46806 |
Steam MCP Server
Claim
Steam store/game data (no key) plus player profiles, libraries and achievements…
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| 46807 |
growwmcp
Claim
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| 46808 |
A production-ready MCP server that turns any MCP-compatible AI assistant into a…
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| 46809 |
Enables querying British cybersecurity data, including regulations, decisions, …
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| 46810 |
An MCP server for securely executing Python code, supporting STDIO, Streamable …
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| 46811 | — | |||||||||
| 46812 |
GSC MCP Server
Claim
A TypeScript Model Context Protocol server that provides 21 tools for interacti…
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| 46813 |
base-escrow-mcp
Claim
MCP server for AI agents to create and manage P2P escrow deals on Base (ETH or …
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| 46814 |
Enables AI assistants to query real-time system metrics like CPU, RAM, disk, an…
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| 46815 |
myfitnesspal
Claim
Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdown…
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| 46816 |
netease-mcp
Claim
MCP server that enables AI assistants to search and retrieve music data (songs,…
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| 46817 |
nobrainr
Claim
Self-hosted memory service that gives AI agents persistent, searchable memory a…
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| 46818 |
Claude Works
Claim
An MCP server that exposes a perpetual, honest job-application pipeline as type…
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| 46819 |
hevymcp2
Claim
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| 46820 |
mcp
Claim
Search and read the public Applivery docs (MDM & app distribution). Read-only, …
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| 46821 |
OpenStack-MCP
Claim
A Model Context Protocol server that provides 123 tools across 7 OpenStack doma…
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| 46822 |
Enables interaction with employee management systems through a standardized MCP…
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| 46823 |
Webpage MCP Server
Claim
Enables querying and retrieving webpage content from websites by parsing sitema…
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| 46824 |
A read-only MCP server that connects to HubSpot to audit CRM data, diagnose Rev…
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| 46825 |
Axiom Agentic Tools
Claim
x402-paid Base agent tools (USDC). 5 deterministic tools. No API keys. No NFT p…
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| 46826 |
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual co…
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| 46827 |
security-tools
Claim
Provides security tools (prompt injection detection, CVE lookup, version impact…
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| 46828 |
mcp-gmail
Claim
An MCP server that provides Gmail access for LLMs, enabling email composition, …
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| 46829 |
memex
Claim
Temporal knowledge graph of your codebase (Graphiti + Neo4j), served to AI agen…
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| 46830 |
Lad MCP Server
Claim
A project-aware AI design and code review server that uses dual reviewers via O…
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| 46831 |
kd-mcp
Claim
Controls kd.exe for KDNET kernel debugging on Windows, often paired with winrm-…
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| 46832 |
Super Fireberry MCP
Claim
A production-grade MCP server for Fireberry CRM that enables LLMs to query, cre…
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| 46833 |
Memory Kernel
Claim
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector …
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| 46834 |
PostgreSQL MCP Server
Claim
Provides AI assistants with safe, controlled access to PostgreSQL databases wit…
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| 46835 |
nwc-mcp
Claim
MCP server exposing a Lightning wallet to LLM agents over Nostr Wallet Connect …
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| 46836 |
j-quants-doc-mcp
Claim
Enables searching J-Quants API endpoints, retrieving detailed documentation, ge…
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| 46837 |
FastAPI-MCP
Claim
Exposes your FastAPI endpoints as Model Context Protocol tools with authenticat…
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| 46838 |
Relax Memory MCP
Claim
Persistent, structured memory server for AI agents using the Model Context Prot…
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| 46839 |
MCP JustWatch Server
Claim
Enables searching for movies and TV shows and retrieving streaming availability…
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| 46840 |
USDCx Bridge
Claim
A conversational MCP server that enables bridging USDC between Ethereum and Sta…
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| 46841 |
prime-intellect-mcp
Claim
The server enables Claude Code to rent, drive, and terminate Prime Intellect GP…
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| 46842 |
mcp-doc-search
Claim
Enables searching and retrieving documents from a local folder to ground LLM an…
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| 46843 |
citadel-mcp
Claim
MCP server bundling per-stack documentation tools for coding agents.
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| 46844 |
riv-mcp
Claim
Riv MCP server — a thin shell over the Riv authorization API (authorize, get_ac…
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| 46845 |
FavCRM
Claim
Agentic CRM for service businesses — bookings, customers, WhatsApp, loyalty, in…
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| 46846 |
Food Logger MCP
Claim
Food logging, nutrition summaries, and meal photo calorie and macro estimates.
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| 46847 |
Vision MCP for Reasonix
Claim
Provides vision capabilities to Reasonix, enabling analysis of images/videos, O…
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| 46848 |
mcp-server
Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
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| 46849 |
futurevuls-mcp
Claim
MCP server for FutureVuls vulnerability management service, enabling AI assista…
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| 46850 |
mdurl
Claim
Converts URL content to Markdown, providing two tools: one for extracting main …
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