MCP Server Quality Scores
Independent quality analysis of 43459 public MCP servers
Last updated 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37401 |
addgene-mcp
Claim
MCP server for Addgene plasmid repository, enabling AI assistants to search, fi…
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| 37402 |
BioOpenMCP
Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
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| 37403 |
outline-wiki-mcp
Claim
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
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| 37404 | — | |||||||||
| 37405 |
Sentice MCP Server
Claim
Provides user balance information by connecting to a backend service through th…
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| 37406 |
MCP CLI Command Server
Claim
Provides safe, controlled access to network and system diagnostic tools includi…
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| 37407 |
anon.li
Claim
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| 37408 |
social-trends-mcp-server
Claim
Provides AI agents with access to trending topics from Reddit and HackerNews us…
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| 37409 |
claude-remind-mcp
Claim
Search past Claude Code conversations. Local BM25 over JSONL with one-click cla…
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| 37410 |
braintrust-lite
Claim
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
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| 37411 |
GenGEO
Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
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| 37412 |
Intigriti MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
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| 37413 |
MAGI Orchestrator
Claim
A task-based AI orchestrator that bridges AI models (Gemini, Claude, OpenAI) wi…
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| 37414 |
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
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| 37415 |
matter-mcp-server
Claim
Enables AI assistants to directly interact with Matter devices and protocol ope…
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| 37416 |
Food MCP Server
Claim
Provides comprehensive food hierarchy and nutrition data through structured too…
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| 37417 |
HFSS MCP Server
Claim
An MCP server for automating ANSYS HFSS simulations, providing persistent conne…
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| 37418 |
donetick-mcp
Claim
MCP server for Donetick chores management. Provides 27 tools to control Donetic…
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| 37419 |
ADB MCP Server
Claim
A MCP server that enables AI assistants to control Android devices via ADB, sup…
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| 37420 |
neatcode-mcp
Claim
Provides deterministic AST graph queries and rule validation for AI coding agen…
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| 37421 |
shelbymcp
Claim
Knowledge-graph memory server for AI tools via MCP
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| 37422 |
mix_server
Claim
Enables AI assistants to interact with local CSV and Parquet data files through…
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| 37423 |
Avanza-MCP
Claim
MCP server for Avanza portfolio monitoring and trading, supporting regular and …
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| 37424 |
climux
Claim
Unified CLI multiplexer for AI coding agents, enabling orchestration of multipl…
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| 37425 |
Generalized MCP Server
Claim
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
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| 37426 |
free-web-search-ultimate
Claim
Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-F…
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| 37427 |
MustertheForce MCP
Claim
Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MC…
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| 37428 |
Floe Payments and Credit
Claim
Credit and payments for AI agent developers — over MCP. No crypto required
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| 37429 |
MCP Server ELK
Claim
A production-oriented, read-only MCP server for secure ELK stack analysis, comp…
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| 37430 |
PGYER MCP Server
Claim
Enables uploading and managing iOS/Android apps on the PGYER platform through M…
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| 37431 |
BlueAgent x402 Services
Claim
Pay-per-use AI security and research tools for autonomous agents on Base, enabl…
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| 37432 |
Provides comprehensive codebase analysis and semantic understanding through int…
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| 37433 |
NPS Explorer MCP Server
Claim
Provides LLM context on U.S. national parks by integrating National Park Servic…
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| 37434 |
LATAM Compliance MCP
Claim
MCP server for AI agents selling into Latin America. 7 tools: country briefs (M…
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| 37435 |
ai-cortex
Claim
Provides durable project context for coding agents, including project maps, ses…
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| 37436 |
Velociraptor MCP Server
Claim
Enables AI agents to interface with Velociraptor for digital forensics and inci…
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| 37437 |
Enables creating, customizing, managing, and sharing local WordPress sites thro…
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| 37438 |
mcp-for-programmer
Claim
A Model Context Protocol server that helps programmers understand code by provi…
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| 37439 |
KARP Word Graph
Claim
Enables semantic search of the KJV Bible and personal knowledge graph for scrip…
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| 37440 |
Web Scraper MCP Server
Claim
Enables AI agents to fetch, clean, and extract readable content from web pages,…
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— | ||||||||
| 37441 |
Telbase
Claim
Deploy any web project with one command. AI-native platform with self-healing f…
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| 37442 |
penr-oz MCP Server
Claim
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
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| 37443 |
LLMMO Game Server
Claim
Enables LLM-driven text game state management by exposing MCP tools for managin…
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| 37444 |
ros-mcp-server
Claim
Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …
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| 37445 |
Market Data MCP Server
Claim
Enables fetching market and options data including OHLCV prices, option chains,…
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| 37446 |
optionsahoy-mcp
Claim
Equity comp tax (ISO/NSO/RSU/QSBS), concentration & hedging. 50-state tax code,…
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| 37447 |
wrapper-mcp
Claim
Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…
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| 37448 |
MCP Prompt Manager
Claim
Enables AI models like Claude to manage local prompt files with CRUD operations…
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| 37449 |
Atlas
Claim
Local-first MCP server for querying multi-repo engineering documentation artifa…
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| 37450 |
Archergate
Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
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