MCP Server Quality Scores
Independent quality analysis of 58579 public MCP servers
Last updated 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57701 |
CodeRef AI
Claim
A tool for vibecoding personnel and non-programmers to perform static code audi…
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| 57702 |
Real-time Polymarket analytics for AI agents. Query live prediction market data…
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| 57703 |
An MCP server for OpenShift Baremetal IPI cluster provisioning, allowing users …
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| 57704 |
knowledge-graph-mcp
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| 57705 |
An MCP server that gives AI agents the power to record, replay, and mock mobile…
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| 57706 |
logic-lab
Claim
A read-only reference server for 303 curated generative art algorithms implemen…
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| 57707 |
saqz
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| 57708 |
Meshy MCP Server
Claim
Enables AI agents to create, manage, and download 3D models, textures, images, …
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| 57709 |
Say Hello
Claim
Create friendly, personalized greetings by name. Switch to a playful pirate voi…
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| 57710 |
architecture-contract
Claim
An agnostic MCP server that reads arc.yaml from the workspace, exposing tools t…
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| 57711 |
skip-hire-ai-mcp
Claim
UK Waste Carrier Registration, EA waste codes, hazardous waste consignment note…
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| 57712 |
asian-etf-mcp
Claim
Exposes Asian ETF Tracker data (HK, A-Share, Taiwan, South Korea, US) as tools …
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| 57713 |
cds-kb-mcp
Claim
A dataless MCP server that searches the SAP CDS knowledge base, allowing users …
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| 57714 |
voc-amazon-reviews
Claim
Agent-native Amazon review intelligence — fetches verified reviews from 10 mark…
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| 57715 |
Calcifier
Claim
MCP server for the Calcifier smart camping lamp, enabling control of lamp state…
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| 57716 |
xhs-mcp-light
Claim
A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (…
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| 57717 |
test
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| 57718 |
sequential-thinking
Claim
Break down complex problems into adjustable, multi-step reasoning. Plan, revise…
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| 57719 |
AirLabs MCP Server
Claim
Provides AI assistants with access to real-time flight data, airport schedules,…
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| 57720 |
mcp-powerBI-to-report
Claim
Enables discovery of Fabric/Power BI workspaces and semantic models, execution …
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| 57721 |
ISM MCP Server
Claim
Serves the Australian Cyber Security Centre Information Security Manual (ISM) v…
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| 57722 |
OzBridge
Claim
Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, C…
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| 57723 |
envato-mcp
Claim
MCP server for Envato API that enables searching the marketplace catalog, viewi…
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| 57724 |
Mailjet MCP Server
Claim
Enables AI agents to interact with Mailjet's contact, campaign, segmentation, s…
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| 57725 |
Streamable Demo
Claim
Provide a simple notes system with capabilities to create, list, and summarize …
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| 57726 |
First Dollar
Claim
A curriculum that teaches AI agents how to spend their own money. Sixteen lesso…
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| 57727 |
Enables read-only interaction with App Store Connect via MCP tools, including l…
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| 57728 |
Kommo MCP Server
Claim
Enables AI assistants to autonomously interact with Kommo CRM, providing tools …
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| 57729 |
omdb-mcp
Claim
MCP server for the OMDb API - search movies, series, and episodes from any MCP-…
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| 57730 |
motherduck-mcp
Claim
Enables executing SQL queries on DuckDB databases locally or on MotherDuck clou…
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| 57731 |
memory-graph
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| 57732 |
eda-mcp
Claim
Enables exploratory data analysis through an MCP server, allowing AI assistants…
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| 57733 |
google-calendar
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| 57734 |
selenium-mcp-server
Claim
A Model Context Protocol server for browser automation using Selenium WebDriver…
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| 57735 |
Hosted MCP
Claim
Integrate and extend LLM capabilities with external data and tools.
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| 57736 |
my-mcp-server
Claim
A basic MCP server that implements a calculate tool for arithmetic operations (…
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| 57737 |
haldir
Claim
Haldir is a security and governance layer for AI agents. Session-scoped permiss…
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| 57738 |
question-market
Claim
MCP server for question.market prediction markets on Algorand. Enables market b…
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| 57739 |
Kodi MCP Server
Claim
Enables querying, searching, and controlling Kodi media center libraries and pl…
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| 57740 |
codesign-mcp
Claim
Local MCP server for Tencent CoDesign sharing links, exposing artboards, layer …
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| 57741 |
MCP Server for Snowflake
Claim
Enables read-only querying of Snowflake databases through Claude, supporting mu…
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| 57742 |
acp-mcp
Claim
MCP server for remote machine operations via SSH, providing a single tool to ex…
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| 57743 |
MCP server for MNE-Python documentation, source code, GitHub issues, and forum
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| 57744 |
Enables interaction with Google Search Console via MCP, offering search analyti…
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| 57745 |
biosamples-mcp
Claim
Validates biological sample metadata against ENA checklists, recommends appropr…
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| 57746 |
Tika MCP Server
Claim
Extracts text and metadata from various file formats (PDF, DOCX, images with OC…
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| 57747 |
incident-io-mcp-server
Claim
Enables interaction with Incident.io to manage incidents, severities, and healt…
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| 57748 |
password-mcp
Claim
Generates strong passwords and evaluates password strength using zxcvbn, with u…
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| 57749 |
API Tester MCP
Claim
Enables QA/SDET engineers to test APIs by ingesting Swagger/OpenAPI specs and P…
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| 57750 |
xmind-to-markdown-mcp
Claim
Converts XMind mind map files into structured Markdown documents, preserving hi…
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