MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 3 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52001 |
Conectica
Claim
An MCP server that enables multiple AI models (Claude, ChatGPT, Gemini) to shar…
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| 52002 |
contextgate
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| 52003 |
mcp-email-server
Claim
Connects AI assistants to Microsoft 365 via the Graph API, enabling email searc…
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| 52004 |
Provides AI agents with real-time access to live Azure infrastructure, includin…
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| 52005 |
bugsink-mcp
Claim
Hosted MCP server that exposes your self-hosted Bugsink error tracker as tools …
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| 52006 |
mcp-gateway-sandbox
Claim
Enables executing arbitrary code and Postman collections in isolated Docker san…
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| 52007 |
inquisitor
Claim
Enables AI agents to efficiently solve problems by estimating complexity, pruni…
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| 52008 |
storykit-mcp
Claim
MCP server for the StoryKit asset library — search and embed free, generated de…
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| 52009 |
Avanza-MCP
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MCP server for Avanza portfolio monitoring and trading, supporting regular and …
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| 52010 |
foundersignal-mcp
Claim
Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth …
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| 52011 |
pymol-cursor-mcp
Claim
Control PyMOL from Cursor via natural language. Enables describing molecular st…
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| 52012 |
A Model Context Protocol (MCP) server that enables AI models to timestamp files…
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| 52013 |
Unity MCP Search
Claim
Enables AI assistants to search and analyze Unity project assets, including ref…
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| 52014 |
wago-plc-mcp-server
Claim
MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enab…
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| 52015 |
Provides read-only SQL query access to Postgres and DuckDB databases via MCP to…
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| 52016 |
Automates sales data analysis by cleaning CSV, generating AI insights, creating…
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| 52017 |
petal-components-mcp
Claim
MCP server that exposes petal_components schemas and usage examples to AI codin…
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| 52018 |
andon-sop-mcp
Claim
Connects to MES systems for SOP file upload and abnormal report querying via Wo…
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| 52019 |
A multimodal meal planning agent that uses Gemini Vision to analyze fridge phot…
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| 52020 |
cubox
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| 52021 |
WP Pinch
Claim
Enables AI assistants to manage and interact with WordPress sites through MCP, …
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| 52022 |
A local knowledge base server that connects to AI assistants, turning markdown …
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| 52023 |
tsurugi-python-mcp-tools
Claim
Enables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and …
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| 52024 |
agent-mesh-mcp
Claim
Enables inter-agent communication via RabbitMQ, allowing agents to ask and answ…
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| 52025 |
Backlink SEO
Claim
Classic SEO suites charge heavily for link indexes. This MCP gives individuals …
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| 52026 |
idotmatrix-mcp
Claim
An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays…
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| 52027 |
AutoFuse
Claim
Mount, heal, wake and run commands on remote Windows/Linux machines over SSHFS …
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| 52028 |
Career Intelligence MCP
Claim
An AI-powered career intelligence platform for job seekers that parses resumes,…
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| 52029 |
Overseer MCP Server
Claim
Provides structured project management through phase-based workflows, enabling …
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| 52030 |
mcp-odoo-fintech
Claim
Connects Claude Desktop to Odoo ERP via JSON-2 API for searching invoices, crea…
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| 52031 |
Federal Agency Rules and Executive Actions
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| 52032 |
CC Trading Terminal
Claim
An MCP server that lets Claude Code (and other MCP clients) trade crypto, read …
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| 52033 |
Enables downloading real binary files from Egnyte and uploading large files wit…
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| 52034 |
reactome-mcp
Claim
Enables coding agents to interact with the Reactome pathway database, including…
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| 52035 |
ai-care-agent-mcp
Claim
MCP server for headless care coordination, providing tools for case-aware provi…
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| 52036 |
mcpauth
Claim
Drop-in OAuth 2.1 + Dynamic Client Registration for MCP servers, providing auth…
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| 52037 |
mcp-master-omni-grid
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| 52038 |
Jira MCP Server
Claim
Provides AI assistants with tools to query, filter, and analyze JIRA issues sto…
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| 52039 |
mcp-ulid
Claim
Enables generation and parsing of time-sortable unique IDs (ULIDs) without keys…
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| 52040 |
google-research-mcp
Claim
Implements Anthropic's multi-agent research architecture with subagent spawning…
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| 52041 |
namegen-mcp
Claim
Generates fantasy names for characters, towns, regions, and more, backed by the…
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| 52042 |
App Store and Google Play screenshots MCP: your agent captures the app, you edi…
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| 52043 |
Clear Thought MCP Server
Claim
Provides mental models, design patterns, debugging approaches, and structured t…
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| 52044 |
mcp_query_table
Claim
A MCP server that queries financial website tables using Playwright, enabling a…
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| 52045 |
engineering-standards
Claim
Enforces team engineering standards across Git, code review, Rails, frontend, d…
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| 52046 |
B2B Buyer-Signal MCP
Claim
Interprets B2B buyer signals (hiring, funding, tech changes) into structured ou…
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| 52047 |
swamymcpfirst
Claim
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| 52048 |
MCP server for Meshbrow that gives AI agents full browser automation capabiliti…
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| 52049 |
google-mcp-suite-network
Claim
A tiny TypeScript wrapper that exposes five stdio MCP servers (Gmail, Calendar,…
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| 52050 |
A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis …
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