MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53801 |
Enables AI models to search and read topics from the Sankhya community discussi…
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| 53802 |
Enables execution and monitoring of Cucumber.js + Playwright automated tests, i…
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| 53803 |
rancher-mcp-server
Claim
Exposes Rancher-managed clusters as tools for AI assistants, enabling SRE tasks…
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| 53804 |
Lockstep Core
Claim
An MCP server that gives AI coding assistants persistent memory across sessions…
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| 53805 |
Telegram Reminder MCP
Claim
Enables users to manage Telegram reminders via natural language or commands, wi…
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| 53806 |
Visual Annotation MCP
Claim
A Model Context Protocol server that lets an LLM open web pages, list interacti…
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| 53807 |
cloudbase-ai-toolkit
Claim
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| 53808 |
postgress
Claim
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| 53809 |
Tabrix
Claim
Enables MCP clients to control and interact with the user's real Chrome browser…
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| 53810 |
TutorClaw MCP
Claim
An MCP server that transforms OpenClaw into a programming tutor using PRIMM-Lit…
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| 53811 |
Loreum MCP Server
Claim
Connects MCP-compatible AI assistants to query and modify worldbuilding data (e…
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| 53812 |
MongoDB MCP Server
Claim
Enables AI assistants to interact with MongoDB databases through natural langua…
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| 53813 |
personal-mail-mcp
Claim
A local MCP server that connects Codex to Microsoft Graph and Gmail for reading…
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| 53814 |
mcp-server
Claim
Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft …
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| 53815 |
xiaohongshu-mcp-py
Claim
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
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| 53816 |
Agentweaver MCP Server
Claim
Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compa…
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| 53817 |
Streetlight
Claim
Enables MCP-capable agents to control REAPER through safe, typed operations for…
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| 53818 |
mcp_db
Claim
MCP server for exploring metadata of corporate databases: table structures, rel…
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| 53819 |
ssh-mcp
Claim
An MCP server enabling Claude to execute commands on multiple remote servers vi…
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| 53820 |
Bridges Claude Code CLI with Cursor IDE to use your existing Claude subscriptio…
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| 53821 |
SeldomMaster
Claim
A collection of MCP tools for cybersecurity threat intelligence and local netwo…
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| 53822 |
Enables AI assistants to retrieve, search, and compare procurement documents us…
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| 53823 |
Privy.io MCP Server
Claim
Provides comprehensive access to user management, wallet operations, and blockc…
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| 53824 |
Wireshark MCP Server
Claim
A Model Context Protocol server that enables AI assistants to perform network p…
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| 53825 |
mssql-pyodbc-mcp
Claim
Local stdio MCP server for read-only Microsoft SQL Server access through Python…
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| 53826 |
devdoc
Claim
A documentation MCP server that crawls websites and Git repositories, stores th…
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| 53827 |
pbirb-mcp
Claim
An MCP server for editing Power BI Report Builder paginated reports (.rdl) thro…
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| 53828 |
aidoo-mcp-server
Claim
MCP server for Aidoo fitness studio management software, enabling access to mem…
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| 53829 |
mcp-arcgis-carlsbad
Claim
Enables searching and querying City of Carlsbad, California open geospatial dat…
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| 53830 |
Enables AI assistants to execute Python functions and system commands via Strea…
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| 53831 |
ubuntu-insights
Claim
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
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| 53832 |
UluWalletMCP
Claim
Manages Algorand signer records, enforces local signing policy, and signs paylo…
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| 53833 |
Aristotle MCP Server
Claim
An MCP server that wraps Aristotle's automated theorem prover for Lean 4, allow…
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| 53834 |
Headquarter
Claim
An AI-first business and project management tool that stores data locally in Ma…
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| 53835 |
ForgeSwarm
Claim
An MCP server that turns independent AI agents into a coordinated engineering t…
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| 53836 |
gl-mcp-feedback
Claim
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
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| 53837 |
Provides AI systems with structured thinking frameworks and reasoning tools to …
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| 53838 |
whatsapp-mcp-ts
Claim
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| 53839 |
CISA KEV MCP Server
Claim
Provides access to CISA's Known Exploited Vulnerabilities catalog via the Model…
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| 53840 |
Strato Scopus MCP
Claim
Connects Scopus to AI assistants for literature discovery. Provides tools for f…
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| 53841 |
Alpha Vantage MCP
Claim
Enables access to stock and financial data from Alpha Vantage, including stocks…
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| 53842 |
Enables AI image generation, editing, and upscaling via Google Gemini and Image…
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| 53843 |
ProjectM QA MCP
Claim
A Unity Editor command bridge that uses JSON files under .codex/unity-commands …
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| 53844 |
ftc-knowledge-server
Claim
Remote MCP server for FTC & Pedro Pathing research, providing tools to search t…
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| 53845 |
Outlook Calendar MCP
Claim
Outlook Calendar MCP Server built using FastMCP and Microsoft Graph API. This M…
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| 53846 |
decisions
Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
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| 53847 |
A comprehensive MCP server and client implementation in Python exposing tools (…
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| 53848 |
Anam MCP Server
Claim
Enables managing AI personas, avatars, voices, and sessions from any MCP client…
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| 53849 |
A Model Context Protocol server for Dify that provides culture-related services…
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| 53850 |
sendbird-mcp
Claim
MCP server for Sendbird chat infrastructure, enabling AI agents to provision us…
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