MCP Server Quality Scores
Independent quality analysis of 47066 public MCP servers
Last updated 2 hours, 11 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46601 |
An MCP server that enables a Gemini-based chatbot to fetch and summarize curren…
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| 46602 |
bricks-use
Claim
MCP server for executing Databricks SQL queries and comparing table data, suppo…
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| 46603 |
FOAAS MCP Server
Claim
A Docker-based MCP server that exposes humorous and explicit FOAAS operations f…
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| 46604 |
Infinigen MCP Server
Claim
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
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| 46605 |
MCP bridge for inter-session communication between Claude Code instances
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| 46606 |
MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and…
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| 46607 |
unfragile
Claim
The match graph for AI. Search 100K+ capabilities across 13K+ AI artifacts.
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| 46608 |
WaveGuard
Claim
Detect anomalies in any data type using advanced wave physics simulation withou…
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| 46609 |
Hive Ledger Bridge
Claim
Hive MCP server implementing the EIP-712 over USB/DMK ledger-bridge integration…
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| 46610 |
LSD MCP Template
Claim
Template for serving FastMCP servers over Streamable HTTP within a LangGraph Se…
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| 46611 |
Debug MCP Server
Claim
Enables AI-powered debugging through structured logging with pattern recognitio…
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| 46612 |
tbro-mcp
Claim
An MCP server that provides web_search and web_fetch tools returning plain text…
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| 46613 |
S2T Accelerators
Claim
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
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| 46614 |
An MCP server that enables Claude to create and manage TestRail test cases dire…
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| 46615 |
clude
Claim
Portable agent memory anchored on Solana. Local SQLite + vector recall, open ex…
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| 46616 |
mcp
Claim
Search websites by source code, technology stack, analyze domains, and download…
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| 46617 |
Premium Flutter UI components for AI coding agents. 46 widgets, 3 themes, light…
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| 46618 |
Solutions journalism podcast (FR): ecology, climate, society. Search, transcrip…
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| 46619 |
brasil-data-mcp
Claim
Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks …
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| 46620 |
haldir
Claim
Haldir is a security and governance layer for AI agents. Session-scoped permiss…
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| 46621 |
VoiceFlip
Claim
AI voice agents on SMB websites — fully autonomous build in 2–3 min. 23 MCP too…
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| 46622 |
AI-powered meeting scheduling with intelligent auto-scheduling for Claude and A…
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| 46623 |
Enables AI tools to create, edit, and inspect KiCAD schematic files, including …
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| 46624 |
astro
Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
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| 46625 |
OHM MCP
Claim
Provides comprehensive Python code refactoring capabilities including AST-based…
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| 46626 |
NoctisAI
Claim
Enables advanced malware development, threat intelligence analysis, and offensi…
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| 46627 |
vision-reader
Claim
Enables reading images (diagrams, screenshots) directly via the model's own vis…
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| 46628 |
MITRE ATT&CK Mapper MCP
Claim
Enables cyber defenders to query ATT\&CK techniques, list tactics, map incident…
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| 46629 |
Simple Echo Server
Claim
Return any inbound message duplicated to enhance message processing workflows. …
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| 46630 |
tossinvest-openapi-mcp
Claim
Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & …
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| 46631 |
roku-mcp
Claim
Enables AI agents to inspect and control Roku devices—query UI elements, send r…
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| 46632 |
DEM Terrain Analysis
Claim
AI-powered terrain analysis for any location on Earth. Uses super-resolution a…
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| 46633 |
Connects AI assistants to ServiceNow CMDB via natural language, enabling queryi…
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| 46634 |
Dixa MCP Server
Claim
A FastMCP server implementation for the Dixa API, enabling AI assistants to sea…
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| 46635 |
Enables AI assistants to interact with Salesforce orgs through natural language…
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| 46636 |
Gmail MCP Server
Claim
A Node.js server that connects MCP to Gmail, enabling LLMs to send, read, and m…
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| 46637 |
mcp-odbc
Claim
A Python MCP server that connects to any ODBC data source and exposes schema di…
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| 46638 |
fake-star-audit
Claim
Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rul…
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| 46639 |
canvas-parent-mcp
Claim
Canvas LMS (Instructure) for Claude — courses, grades, assignments, planner, fi…
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| 46640 |
test
Claim
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| 46641 |
ShipScreens MCP Server
Claim
Use this for coding-agent screenshot release ops via MCP or CLI; not translatio…
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| 46642 |
Domain memory
Claim
A local MCP server that accumulates the business-domain knowledge of a software…
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| 46643 |
smithery-mcp
Claim
Greet anyone by name with a friendly message. Toggle pirate mode for playful, s…
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| 46644 |
pdf-merge-ai-mcp
Claim
pdf-merge-ai-mcp MCP server by MEOK AI Labs
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| 46645 |
Enable seamless integration with the Hypercore network by exposing its data and…
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| 46646 |
Ordinal-MCP
Claim
Implements a structured communication bus that allows AI agents to send 'oracle…
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| 46647 |
fbdl-mcp
Claim
MCP server for Meta's FBDL (Facebook Developer Language). Lets AI agents genera…
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| 46648 |
smithery_claude
Claim
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| 46649 |
mcp-server
Claim
Access scored end-of-day insights for Korean stocks and crypto to make clear, r…
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| 46650 |
企业查询MCP
Claim
Unlocks comprehensive enterprise data insights, enabling queries on business en…
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