MCP Server Quality Scores
Independent quality analysis of 43459 public MCP servers
Last updated 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41951 |
Fibonex Trading Signals
Claim
AI-powered Fibonacci grid trading signals for crypto. Get real-time BULLISH/BEA…
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| 41952 |
selenium-mcp-server
Claim
A Model Context Protocol server for browser automation using Selenium WebDriver…
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| 41953 |
drug-pipeline-mcp
Claim
Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA …
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| 41954 |
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
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| 41955 |
triliumnext-mcp
Claim
A Model Context Protocol (MCP) server for interacting with TriliumNext via its …
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| 41956 |
Intercom MCP Server
Claim
An MCP server that exposes Intercom tools to Claude Desktop and sends a daily s…
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| 41957 |
IP-MCP
Claim
Enables natural language access to Japanese patent information through the JPO …
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| 41958 |
macuse
Claim
Bridges AI assistants with native macOS functionality through the Model Context…
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| 41959 |
abraxas93
Claim
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| 41960 |
alephant-mcp
Claim
Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 32…
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| 41961 |
sap_2000_api_python_mcp
Claim
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| 41962 |
Grasp
Claim
An open-source self-hosted browser agent that provides a dockerized browser env…
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| 41963 |
InfluxDB-v1-MCP
Claim
InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifical…
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| 41964 |
Enables AI tools to interact with browsers for enhanced frontend development, p…
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| 41965 |
An MCP server that integrates X (Twitter) API access with Grok-powered intellig…
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| 41966 |
fast-html-mcp
Claim
Five-tier MCP server for lightning-fast HTML generation from AI agents.
Assembl…
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| 41967 |
addgene-mcp
Claim
MCP server for Addgene plasmid repository, enabling AI assistants to search, fi…
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| 41968 |
BioOpenMCP
Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
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| 41969 |
outline-wiki-mcp
Claim
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
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| 41970 | — | |||||||||
| 41971 |
Sentice MCP Server
Claim
Provides user balance information by connecting to a backend service through th…
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| 41972 |
MCP CLI Command Server
Claim
Provides safe, controlled access to network and system diagnostic tools includi…
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| 41973 |
anon.li
Claim
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| 41974 |
claude-remind-mcp
Claim
Search past Claude Code conversations. Local BM25 over JSONL with one-click cla…
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| 41975 |
GenGEO
Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
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| 41976 |
Intigriti MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
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| 41977 |
MAGI Orchestrator
Claim
A task-based AI orchestrator that bridges AI models (Gemini, Claude, OpenAI) wi…
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| 41978 |
matter-mcp-server
Claim
Enables AI assistants to directly interact with Matter devices and protocol ope…
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| 41979 |
Food MCP Server
Claim
Provides comprehensive food hierarchy and nutrition data through structured too…
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| 41980 |
HFSS MCP Server
Claim
An MCP server for automating ANSYS HFSS simulations, providing persistent conne…
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| 41981 |
ADB MCP Server
Claim
A MCP server that enables AI assistants to control Android devices via ADB, sup…
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| 41982 |
shelbymcp
Claim
Knowledge-graph memory server for AI tools via MCP
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| 41983 |
Avanza-MCP
Claim
MCP server for Avanza portfolio monitoring and trading, supporting regular and …
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| 41984 |
climux
Claim
Unified CLI multiplexer for AI coding agents, enabling orchestration of multipl…
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| 41985 |
Generalized MCP Server
Claim
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
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| 41986 |
MustertheForce MCP
Claim
Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MC…
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| 41987 |
Floe Payments and Credit
Claim
Credit and payments for AI agent developers — over MCP. No crypto required
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| 41988 |
BlueAgent x402 Services
Claim
Pay-per-use AI security and research tools for autonomous agents on Base, enabl…
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| 41989 |
Provides comprehensive codebase analysis and semantic understanding through int…
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| 41990 |
NPS Explorer MCP Server
Claim
Provides LLM context on U.S. national parks by integrating National Park Servic…
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| 41991 |
Velociraptor MCP Server
Claim
Enables AI agents to interface with Velociraptor for digital forensics and inci…
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| 41992 |
mcp-for-programmer
Claim
A Model Context Protocol server that helps programmers understand code by provi…
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| 41993 |
KARP Word Graph
Claim
Enables semantic search of the KJV Bible and personal knowledge graph for scrip…
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| 41994 |
Web Scraper MCP Server
Claim
Enables AI agents to fetch, clean, and extract readable content from web pages,…
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| 41995 |
penr-oz MCP Server
Claim
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
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| 41996 |
ros-mcp-server
Claim
Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …
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| 41997 |
Market Data MCP Server
Claim
Enables fetching market and options data including OHLCV prices, option chains,…
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| 41998 |
optionsahoy-mcp
Claim
Equity comp tax (ISO/NSO/RSU/QSBS), concentration & hedging. 50-state tax code,…
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| 41999 |
wrapper-mcp
Claim
Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…
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| 42000 |
MCP Prompt Manager
Claim
Enables AI models like Claude to manage local prompt files with CRUD operations…
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