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Build a Local Multi-Modal AI Agent Memory Server Using Gemini Embeddings 2026

Provides access to live NHL game data, team and player statistics, standings, schedules, playoff information, and head-to-head comparisons through natural language queries using official NHL APIs.

Enables querying the Regional Dental Council of Rio Grande do Sul (Brazil) professional registration database through a read-only MCP tool. Works with any MCP client via HTTP with prepaid credits.

MCP Server Framework and Tool Development library for building custom capabilities into agents.

The document publishing layer for AI tools. Convert markdown to 6 destinations, 62 templates.

MCP server that wraps the MSPbots Fleet Platform API, enabling host inventory management, on-demand script execution, and saved osquery queries over the Model Context Protocol.

Enables management of Komodo infrastructure including servers, stacks, deployments, builds, repositories, procedures, and system settings through natural language.

Provides comprehensive video and audio processing capabilities through FFmpeg integration. Offers tools organized across media analysis and probing, format conversion, video editing, audio processing, visual effects and filters, subtitles, streaming, and advanced processing. Supports operations including video conversion, GIF creation, frame extraction, audio normalization, waveform generation, HLS/DASH streaming, stabilization, deinterlacing, and custom FFmpeg command execution.

Canary evidence chain: mints canary markers into the package's own synthetic test data and detects those markers reappearing in operator-supplied text. Reference implementation of the public SHPBL behaviour specification.

Jev MCP server: use TypeSafe Jev in Claude & ChatGPT. Yes/no, classification and scoring with probabilities, hosted or self-hosted.

Enables searching and retrieving details from the Trove digital archive (National Library of Australia) using natural language queries or direct tool calls.

SwissTrip MCP server provides access to Swiss Federal Railways (SBB) data through the SwissTrip hosted service. It enables AI assistants to query train schedules, routes, and travel information for Switzerland. Available as npm package swisstrip-mcp.

Governs AI agent HTTP requests with policy enforcement, security scanning, and audit logging via MCP.

MCP Server for Unity Catalog enables LLM agents to execute Unity Catalog functions seamlessly through a Model Context Protocol interface. Developed by Shingo OKAWA, it provides access to all registered Unity Catalog Functions alongside predefined AI tools for listing, retrieving, creating, and deleting functions. The server requires configuration of Unity Catalog server, catalog, and schema parameters, and can be deployed using Docker or run directly with uv. This implementation is particularly valuable for workflows requiring database operations and function management within Unity Catalog environments.

Enables interaction with Hashnode's tools and services through a unified API using the Model Context Protocol.

Connects Claude to SAP's public S/4HANA Cloud sandbox via MCP, enabling natural-language queries against real SAP OData structures like sales and purchase orders.

Read-only MCP server for self-hosted Confluence that lets AI agents search pages, fetch content, and navigate page trees via the REST API.

FCA Financial Services Register MCP — the UK Financial Conduct Authority's

Smart LLM routing across every major provider via one OpenAI-shape API.