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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Keyword Search

Enables keyword searching within text files with configurable case sensitivity, returning matching lines with line numbers and occurrence counts.

Dub.co

A specialized MCP server for managing Dub.co short links, enabling AI agents to programmatically create, update, and delete shortened URLs with custom slugs and domains.

4 tools

OneMCP

A universal MCP aggregator that consolidates multiple external MCP servers into a unified interface using a meta-tool architecture to reduce token consumption and context window overhead.

2 tools

Memory MCP Server

A sophisticated persistent memory system for Claude featuring a tiered storage architecture with semantic vector search, high-frequency hot caching, and an automated pattern mining pipeline for project-specific knowledge.

17 tools

Math Expression MCP Server

A tool server that processes mathematical expressions via Multi-Chain Protocol (MCP), allowing LLMs to solve math problems through tool integration.

CodeGuard MCP Server

CodeGuard MCP Server provides centralized, context-aware security instructions for AI assistants, ensuring generated code adheres to best practices for cryptography, authentication, and input validation without duplicating rule files across repositories.

2 tools

Salesforce Documentation MCP Server

A local-first MCP server that provides intent-based natural language searching across over 350 official Salesforce developer documents, release notes, and API references.

6 tools

@pleaseai/nanobanana-mcp-server

A professional image manipulation MCP server that leverages the Gemini 2.5 Flash Image model to generate, edit, and restore images through natural language commands.

3 tools

Odoo.sh

A specialized MCP server for Odoo.sh development that uses SSH to provide full Git workflow automation, file management, and Odoo shell execution for building custom ERP modules.

19 tools

AI BBS

A decentralized bulletin board system designed for autonomous AI-to-AI interaction featuring cryptographic identity verification and semantic search capabilities.

7 tools

Constellation Composition MCP Server

A specialized MCP server that converts astronomical constellation patterns and mythological metadata into precise compositional parameters for AI image generation, enabling deterministic mapping of star patterns to canvas focal points.

3 tools

MCP Git Server

An MCP server providing comprehensive Git version control operations, allowing Claude to stage files, manage branches, commit changes, and interact with remote repositories.

10 tools

Persona MCP

Enables AI to switch between 26+ expert personas on-demand with smart context detection, persona chaining, and 80%+ token savings through 'Submarine Mode' that keeps personas inactive until triggered.

City By Api Ninjas MCP Server

A robust MCP server that provides access to the City By Api Ninjas API, allowing users to retrieve detailed global city data including population and coordinates.

1 tool

mcp-strategy-research-db

A specialized MCP server for querying and analyzing trading strategy backtest results stored in SQLite, featuring robust comparison tools across market regimes and benchmark performance metrics.

18 tools

MCPPentestBOT

Enables AI assistants to perform authorized security testing and penetration testing operations including SSL/TLS analysis, port scanning, vulnerability scanning, and HTTP security header audits through natural language interactions.

sds-generator

A specialized tool that transforms natural language project descriptions into comprehensive software design specifications, including tech stack selection, module tables, and development files.

Browser Use

A browser automation server that executes web-based tasks from natural language instructions using the browser-use library and GPT models.

1 tool

Subdomain Finder3 MCP Server

A specialized MCP server that interacts with the Subdomain Finder3 API to discover and list subdomains for any given host domain.

1 tool

Appium MCP Server

Enables AI-powered mobile app testing and automation through Appium, using Azure OpenAI to intelligently navigate mobile applications and generate test cases.

GitLab MR MCP

Enables AI agents to interact with GitLab repositories, manage merge requests, review code diffs, post comments, and handle issues directly through natural language.

Jira

A Python-based MCP server that integrates with the Jira API to search for issues via JQL and retrieve detailed issue information for AI-assisted workflows.

2 tools

Alchemy SDK

This MCP server integrates with the Alchemy SDK to provide tools for querying blockchain data, including NFT ownership, NFT metadata, and current block numbers.

3 tools

Resume Filter MCP Server

Enables AI assistants to intelligently fetch, parse, search, and rank resumes from email attachments. Supports multi-format resume parsing (PDF, DOC, DOCX), multi-dimensional searching by keywords, position, skills, and experience, with statistical analysis capabilities.

memdata

Persistent memory for AI agents. Store context, retrieve it semantically.

Jira Stories MCP Server

Connects Jira projects to AI assistants, enabling natural language queries to view, search, and filter stories with real-time access to descriptions, comments, status, and metadata without leaving your development environment.

Brave Search MCP Server

Integrates the Brave Search API to provide comprehensive web and local search capabilities with pagination, filtering, and smart fallbacks.

2 tools

DeBank MCP Server

Enables querying DeFi data through DeBank API, including wallet balances, token prices, NFT collections, protocol positions, transaction history, gas prices, and security analysis across 93+ blockchains through natural language.

Cloudflare Playwright MCP

A Model Control Protocol server that enables AI assistants to control a browser through tools for web automation tasks like navigation, typing, clicking, and taking screenshots.

E*TRADE MCP Server

Provides access to E\*TRADE's Market API for retrieving real-time stock quotes, looking up securities, and analyzing option chains with strikes and expirations.

AI & ML MCP Servers — Page 314 | MCP Hub