Data Science & ML MCP Servers

Mysql

Provides read-only access to MySQL databases for inspection by Large Language Models (LLMs).

Amazon Bedrock

Generates high-quality images from text prompts using Amazon Bedrock's Nova Canvas model.

Spring AI Demo

Exposes a Model Context Protocol (MCP) service using Spring AI.

Swagger

Exposes Swagger/OpenAPI endpoints through the Model Context Protocol for AI agent accessibility.

FEP-FEM

Builds networks of intelligent agents that securely discover, share, and adapt their capabilities at scale.

Outreach.io

Connects Large Language Models (LLMs) to live Outreach.io data via a Model Context Protocol (MCP) interface, enabling natural language queries without SQL.

Reckon Accounts Hosted

Enables connecting to Reckon Accounts Hosted data from LLMs like Claude Desktop for natural language querying.

ZeroEntropy Zerank

Reranks documents based on relevance to a given query using the ZeroEntropy Zerank API.

Chatbot CLI

Engage with Claude-based AI models through a command-line interface, integrating document referencing and custom command execution.

Text Analyzer

Offers comprehensive text analysis capabilities to AI agents, including character and word counting, and detailed character type breakdowns.

SmartSuite

Provides a standardized interface for interacting with the SmartSuite API, enabling human-readable field names and AI-guided operations.

Stoic

Delivers Stoic philosophy quotes augmented with AI-driven insights to enhance understanding and developer well-being.

AI Bug Helper

Provides a rapid response team of coding LLMs, with premium fallback, to assist with debugging and coding challenges within the Codex CLI and other MCP clients.

BatchData

Connects MCP clients to BatchData's comprehensive real estate data and services, including property lookup, comparable analysis, and contact information.

File Compass

Performs semantic file search across codebases using local embeddings and HNSW indexing to find relevant files by natural language descriptions.

Ormcpy

Provides a high-performance Model Context Protocol (MCP) server equipping AI agents with deterministic solvers for a wide range of operations research problems.

Apollo Intelligence

Empower AI agents with access to a comprehensive suite of 21 intelligence tools, offering real-time data, web scraping, and crypto insights, all powered by x402 micropayments.

CocoSearch

Indexes codebases into PostgreSQL using pgvector embeddings via Ollama to enable local-first hybrid semantic code search.

Data Science

Empower LLM agents to perform comprehensive data cleaning, preprocessing, and machine learning pipelines using a suite of 102 specialized tools.

x64dbg

Integrates 152 AI-powered debugging tools into x64dbg, enabling full AI assistant control for advanced reverse engineering and analysis.