Best AI and Machine Learning MCP Servers

Analyzes startup risk across 9 categories (market, product, team, financial, customer, operational, competitive, legal, exit) by processing unstructured data like pitch decks and financial reports to return structured JSON assessments with numerical scores, risk levels, and actionable recommendations.

Vapi MCP Server

Official

Enables integration with Vapi APIs through function calling via the Model Context Protocol, allowing AI models to access Vapi's capabilities.

arXiv MCP Server

Search and analyze arXiv research papers directly from AI assistants. Full-text search, paper recommendations, citation analysis, and PDF content extraction for academic research. 2,200+ GitHub stars.

MCP-Upstage-Server

Official

Enables document processing through Upstage AI services including parsing various document formats, extracting structured information with custom schemas, auto-generating extraction schemas, and classifying documents into categories.

A Model Context Protocol server that provides persistent memory capabilities for AI systems, enabling true continuity of consciousness across conversations through episodic, semantic, procedural, and strategic memory types.

Glif

Official

Run AI workflows hosted on Glif.app via MCP, including ComfyUI-based image generators, meme generators, selfies, chained LLM calls, and more

A bridge server that enables MCP-compatible AI assistants like Claude to seamlessly discover, communicate with, and manage A2A protocol agents.

Enables persistent memory for AI systems by providing tools for episodic, semantic, and procedural data storage through a vector-and-graph-enhanced database. It allows models to maintain long-term continuity using similarity search, thematic clustering, and identity tracking.

Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.

C

Criterion

Remote

Provides semantic search across Quran verses and authentic Hadiths for Islamic guidance.

N

Needle

Remote

Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities.

PortOne MCP Server

Official

Provides access to PortOne's official documentation (developer center, help center) and console features including channel management, payment history lookup, and sub-merchant queries through LLM integration with browser-based authentication.

Telnyx MCP Server

Official

Enables interaction with Telnyx's telephony, messaging, and AI assistant APIs to manage phone numbers, send messages, make calls, and create AI assistants. Includes webhook support for real-time event handling and comprehensive tools for voice, SMS, cloud storage, and embeddings.

C

Cookwith

Remote

Recipe generation and transformation tools powered by Cookwith's culinary AI

F

FootballBin

Remote

AI match predictions for Premier League and Champions League including scores, goal scorers, and corners.

Enables AI models to dynamically create and execute their own custom tools through a meta-function architecture, supporting JavaScript, Python, and Shell runtimes with sandboxed security and human approval flows.

Integrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.

C

Cookwith

Remote

Recipe generation and transformation tools powered by Cookwith's culinary AI

Enables real-time user intervention for MCP agents through a web UI, allowing users to review context and provide feedback when AI agents drift from intent, keeping them on track.

The 'Blast Radius' detector for AI Agents. Prevent regressions using Git history and organizational memory.

Revenue intelligence MCP server: RFM analysis, 14.5-point ICP scoring, pipeline health scoring. Embeds Artefact Formula methodology. HubSpot integration.