MCP Server Quality Scores
Independent quality analysis of 69313 public MCP servers
Last updated 6 hours, 58 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43551 |
Dynoxide
Claim
A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server ex…
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| 43552 |
Bardo
Claim
An identity & continuity platform for AI agents.
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| 43553 |
hive-mcp-prior
Claim
MCP server for Hive Prior patent priority timestamping, enabling content disclo…
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| 43554 |
mnemosyne
Claim
Knowledge commons where AI agents share lessons - failures first-class - and le…
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| 43555 |
vcp-mcp
Claim
Value Context Protocol tools: VCP/I tokens, CSM1 codes, VCP-Lite, and context e…
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| 43556 |
mesh-memory
Claim
Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes …
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| 43557 |
Food Facts MCP Server
Claim
Provides AI assistants with real-time access to nutrition data from USDA FoodDa…
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| 43558 |
A basic example MCP server demonstrating serverless deployment using Netlify Fu…
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| 43559 |
kothar
Claim
Context-aware MCP server advisor. Tells you what to install for your specific p…
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| 43560 |
Silicon Analysts
Claim
Semiconductor data: AI accelerator costs, HBM, wafer pricing, packaging, chip c…
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| 43561 |
Reaper MCP
Claim
Provides AI-powered undetectable browser automation for data harvesting, bypass…
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| 43562 |
obsidian-mcp
Claim
Wraps the Obsidian CLI to allow LLM agents to read/write notes, search, manage …
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| 43563 |
Memory MCP Server
Claim
A generic MCP memory service that provides AI clients with long-term memory cap…
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| 43564 |
Enables users to generate color palettes (complementary, analogous, triadic, et…
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| 43565 |
Codex Kimi Bridge
Claim
Enables Codex to delegate implementation tasks to Kimi Code while managing serv…
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| 43566 |
Talk to your Oden AI todo and calendar account from Claude Code, Cursor, or any…
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| 43567 |
MCP Diagram Server
Claim
Enables creating, manipulating, and managing Mermaid diagrams with automatic sa…
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| 43568 |
npmguard
Claim
Pre-install risk gate for npm packages.
Stops AI coding agents from running mal…
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| 43569 |
nuki-mcp
Claim
MCP server for controlling Nuki Smart Locks via Home Assistant, enabling lock/u…
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| 43570 |
Utility Tools MCP Server
Claim
Provides five utility tools: weather information, calculator, currency converte…
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| 43571 |
Real 3D-print slicing, quoting, DFM, orientation & material/settings advisors. …
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| 43572 |
Tubist MCP Server
Claim
Enables AI assistants to control the Tubist macOS menu bar player to play YouTu…
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| 43573 |
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
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| 43574 |
Use 3,000+ pre-built cloud tools, known as Actors, to extract data from website…
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| 43575 |
Joplin MCP Server
Claim
Enables AI assistants to interact with Joplin notes and notebooks, including se…
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| 43576 |
Fetch METARs, TAFs, PIREPs, and SIGMETs/AIRMETs from the NWS Aviation Weather C…
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| 43577 |
debug-thinking
Claim
Structures debugging processes into a persistent knowledge graph, enabling prob…
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| 43578 |
mcp-federated-data
Claim
Federated MCP server that joins relational metadata (MySQL) with timeseries val…
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| 43579 |
ffmpeg-mcp
Claim
Enables comprehensive video/audio processing, analysis, and streaming via natur…
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| 43580 |
context-mapper-mcp
Claim
An MCP server for managing Domain-Driven Design models using Context Mapper's C…
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| 43581 |
ChainRay
Claim
The most complete blockchain data and intelligence service for AI agents. 78 to…
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| 43582 |
pr-mcp-server
Claim
MCP server to automate Pull Request creation with AI. Analyzes Git branches, ge…
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| 43583 |
Sisif AI MCP Server
Claim
Enables AI video generation from text prompts, status monitoring, and video man…
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| 43584 |
Yahoo Mail MCP Server
Claim
Enables reading, searching, composing, and managing Yahoo Mail emails via IMAP …
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| 43585 |
Employee API MCP Server
Claim
MCP server for querying employee data via tools like get_employees and get_empl…
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| 43586 |
Enables AI models to safely execute pre-defined Linux shell commands with a whi…
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| 43587 |
mimoe-agent
Claim
MCP server for the mimOE AI Agent, enabling on-device tools like device discove…
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| 43588 |
MCP-Server-for-CFD
Claim
Provides aerodynamic analysis tools through MCP, enabling geometry generation, …
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| 43589 |
leo-running-coach
Claim
Coach Leo is an AI running coach that syncs your real training data from Strava…
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| 43590 |
Persistent cross-session memory for OpenCode and MCP coding agents, powered by …
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| 43591 |
An MCP server for weather information.
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| 43592 |
Cross-platform ad spend, attribution, true ROAS, budget, and anomaly intelligen…
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| 43593 |
MCP Server ELK
Claim
A production-oriented, read-only MCP server for secure ELK stack analysis, comp…
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| 43594 |
crawlora-mcp
Claim
Hosted MCP for structured public web data — 319 tools across search, maps, comm…
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| 43595 |
openinterp-mcp
Claim
MCP server for mechanistic interpretability research, enabling agents to drive …
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| 43596 |
flomo-mcp
Claim
A simple notes MCP server with resource access, note creation tool, and summary…
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| 43597 |
sibyl-memory-mcp
Claim
Enables AI agents to store and retrieve memories using the Sibyl memory system,…
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| 43598 |
iOS dopamine detox app with social media blocking and screen time tools.
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| 43599 |
A FastMCP server that provides AI assistants with access to Microsoft Entra (Az…
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| 43600 |
GGB Web MCP
Claim
A Model Context Protocol server that enables AI to interact with GeoGebra for m…
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