MCP Server Quality Scores
Independent quality analysis of 48680 public MCP servers
Last updated 1 hour, 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48151 |
jira-full-mcp
Claim
A local MCP server for administering Atlassian Cloud Assets and Jira, providing…
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| 48152 |
Robot Resources Scraper
Claim
Token compression for web content — 70-80% reduction from HTML to clean markdown
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| 48153 |
mcp-rag
Claim
Enables per-project, traceable access to a RAG knowledge base, with tools for s…
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| 48154 |
prompt-optimizer-2-0-0
Claim
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| 48155 |
Balladic
Claim
Work data synthesizer and project tracking platform seeking to close the gap be…
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| 48156 |
CoinRithm Agent Trading
Claim
Paper-trade crypto spot, futures, and prediction markets on CoinRithm with a us…
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| 48157 |
Data processing tools: CSV, cleaning, stats, image, report, save, shell
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| 48158 |
Verify what agents actually shipped, arbitrate file collisions, refuse with str…
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| 48159 |
Magic Lane MCP Server
Claim
Enables AI agents to become geospatially intelligent assistants with tools for …
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| 48160 |
AI-powered security scanning using Black Duck Signal for vulnerability detectio…
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| 48161 |
Dealer Fusion MCP Server
Claim
Provides dealership intelligence by integrating CRM, DMS, CDP, and analytics da…
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| 48162 |
Enables interaction with Canvas LMS courses and assignments directly from your …
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| 48163 |
notify-hub
Claim
Unified notification MCP server with 36 tools to send messages across 23 channe…
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| 48164 |
Testomat.io MCP Server
Claim
Enables AI assistants to interact with Testomat.io test management platform, al…
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| 48165 |
MCP server for AI job search — find jobs, track applications, get alerts. Claud…
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| 48166 |
tidebase
Claim
Inspect Tidebase agent runs, resolve approval gates, and trigger recovery from …
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| 48167 |
Hello
Claim
Generate friendly, personalized greetings instantly. Validate your setup quickl…
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| 48168 |
anylogicPLE-mcp
Claim
Generates AnyLogic simulation models from natural-language prompts in Claude Co…
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| 48169 |
marimo-mcp
Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
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| 48170 |
Zoo Animals MCP Server
Claim
Provides tools to get random zoo animals, search by name, and filter by type, r…
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| 48171 |
MCP Learning Server
Claim
A comprehensive educational server demonstrating Model Context Protocol capabil…
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| 48172 |
Enables AI assistants to search and retrieve information from the REMnux malwar…
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| 48173 |
3dstreet
Claim
Drive an open 3DStreet scene tab from Claude Desktop or Claude Code via MCP too…
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| 48174 |
mcp-esim
Claim
Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. …
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| 48175 |
MCP server for Ordali memory: SQLite-backed project memory and governance trace…
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| 48176 |
pagedrop-api
Claim
Free instant HTML hosting API with paste, file upload, and ZIP deploy support. …
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| 48177 |
MCP SQLite Server
Claim
Query, explore, and manage SQLite databases through the Model Context Protocol.…
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| 48178 |
MCP proxy server that filters tools from upstream MCP servers via regex-based d…
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| 48179 |
An MCP server that gives AI agents full control over pfSense firewalls via the …
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| 48180 |
instxnt
Claim
Create instxnt.xyz storefronts through Claude: add products, connect Stripe, go…
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| 48181 |
midi-composer-mcp
Claim
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to cha…
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| 48182 |
date
Claim
Manage dates and times effortlessly. Retrieve the current date and time, find t…
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| 48183 |
KanbanFlow MCP Server
Claim
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
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| 48184 |
dependency-migration-mcp
Claim
Through-the-upgrade dependency-migration briefs for LLM coding agents.
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| 48185 |
zhihu MCP Server
Claim
Enables scraping Zhihu webpages, getting hot questions, and publishing answers …
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| 48186 |
A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and…
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| 48187 |
Gremlin Web Scraper MCP
Claim
A lightweight HTTP module that enables scraping visible text from any publicly …
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| 48188 |
Nvoip MCP Server
Claim
Secure Nvoip MCP server for reports, call analytics, service quality, and busin…
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| 48189 |
Give Claude direct access to your AWS account, SSH into your servers, run shell…
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| 48190 |
SeekLink
Claim
Local-first Markdown vault retrieval for agents. Read-only MCP stdio server exp…
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| 48191 |
An MCP server for securely executing Python code, supporting STDIO, Streamable …
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| 48192 |
An MCP server implementation that allows using Google's Gemini AI models (speci…
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| 48193 |
gemini-grounding
Claim
An MCP server that provides real-time information access using Google Gemini's …
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| 48194 |
sigil
Claim
Local keystore + MCP server. Claude can sign EVM transactions but never sees th…
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| 48195 |
Converts Figma designs into production-ready React components with design token…
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| 48196 |
google_maps_mcp
Claim
Enables querying Google Maps and Places APIs for local businesses and tourist a…
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| 48197 |
Compare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure f…
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| 48198 |
ltm
Claim
Portable memory protocol for AI coding sessions. Push the state of a session (g…
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| 48199 |
An MCP server that connects Claude to Google Sheets for enhanced brainstorming …
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| 48200 |
dominion-observatory
Claim
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
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