AI & ML

Enables AI agents to interact with Slack through 20 specialized tools and resources for managing channels, messages, users, and files. It features built-in rate limit handling, safety controls for message sending, and full support for Slack Block Kit formatting.

A proof-of-concept server that enables LLM agents to interact with RSpace API endpoints using the Model Context Protocol, allowing AI assistants to access and manipulate research data in RSpace.

Provides access to RateSpot.io mortgage rate APIs, enabling AI assistants to fetch real-time mortgage rates, compare loan products, calculate payments, and access comprehensive lending information.

Non-official Model Context Protocol server that enables interaction with AMap's location services through clients like Cursor, Claude Desktop, Cline, and Windsurf.

A ready-to-use starter implementation of the Model Context Protocol (MCP) server that enables applications to provide standardized context for LLMs with sample resources, tools, and prompts.

Provides real-time transit data for OC Transpo in Ottawa, including live vehicle positions and trip updates via GTFS-RT feeds. It enables AI agents to monitor arrival delays, schedule changes, and transit telemetry through the Model Context Protocol.

A Python-based Model Context Protocol server that provides 87 tools for comprehensive interaction with the GitHub API. It enables AI agents to manage repositories, issues, pull requests, workflows, and projects through automated commands.

Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

A Model Context Protocol server for executing GraphQL queries, allowing AI models to interact with GraphQL APIs through introspection and query execution.

An MCP server that provides Claude agents with a comprehensive memory management system for storing and retrieving episodic, semantic, and procedural knowledge. It enables working memory persistence, knowledge graph integration, and interaction stream capture to enhance agent learning and context retrieval.

A lightweight MCP server that enables AI assistants to manage local Git repositories by executing commands like status, add, and commit. It streamlines development workflows by providing repository context and diffs directly to the assistant.

Enables AI assistants to access Google's Threat Intelligence suite for file analysis, indicator of compromise searches, and reputation checking. It supports both local and cloud-based deployments for investigating campaigns, threat actors, and malware families.

A secure Model Context Protocol backend service built on Azure Functions that provides authenticated access to Microsoft Graph API. It leverages Azure Active Directory and APIM to enable secure tool discovery and user context management through the OAuth On-Behalf-Of flow.

Provides access to ODEI's constitutional knowledge graph, AI safety guardrails, and EVM smart contract auditing tools. It enables users to query structured domain nodes, validate agent actions, and perform security audits directly through an MCP client.

Provides AI agents with secure, natural-language access to Oracle Cloud Infrastructure through 69 tools covering services like compute, storage, networking, and databases. It features deep IAM integration and supports deployment across platforms like Claude Desktop, Cursor, and OCI Generative AI.

Enables searching and downloading court documents, listing cases, and retrieving case details via the DocketBird API. It supports secure OAuth 2.0 authentication for remote access and a standard local mode for personal use.

A local MCP server that allows users to search Google Scholar for academic papers by topic, author, and year range without requiring API keys. It utilizes web scraping to provide paginated results for research and academic exploration through natural language.

An MCP server for managing MDX blog posts and project data with built-in Git integration for automated commits and pushes. It enables AI assistants to perform full CRUD operations on portfolio content through a standardized protocol or REST API.

An LLM-native decision tracking system that captures unexpected engineering outcomes as 'pressure events' to build a persistent learning foundation. It enables AI assistants to manage cases, log surprises, and promote recurring insights into global or project-specific knowledge bases.

Enables AI-native prompt management for Latitude.so with full CRUD operations, version control, file-based workflows, and direct prompt execution with streaming support.

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

Enables AI agents to securely read and write data to an Atomic CRM instance via SQL queries. It features OAuth 2.1 authentication through Supabase and automatically enforces Row Level Security to protect user data.

Enables AI assistants to build and manage Filament admin panels by providing component references, implementation plans, and official documentation lookups. It supports Laravel's Filament framework versions 4.x and 5.x through specialized tools and prompts.

A feature-rich gateway and proxy that federates MCP, REST, and gRPC services into a unified endpoint for AI clients. It enables virtualization of legacy APIs as MCP-compliant tools while providing built-in security, rate-limiting, and OpenTelemetry observability.

Enables the deployment of remote Model Context Protocol servers on Cloudflare Workers without requiring authentication. It allows users to integrate custom tools into AI clients like Claude Desktop or the Cloudflare AI Playground via Server-Sent Events.

Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.

A Model Context Protocol server that enables AI assistants to interact with active Autodesk Maya sessions using the maya.cmds API. It allows users to manage scene objects, control selections, and perform common 3D operations through natural language.

A unified local API gateway providing caching, rate limiting, and full Model Context Protocol compatibility for AI agent integration. It enables users to aggregate multiple API endpoints into a single gateway with built-in observability and customizable eviction strategies.

Scrapes and serves India's national vehicle registration database (VAHAN Dashboard), providing detailed insights into registrations, manufacturers, fuel types, and RTO-level metrics.

A Model Context Protocol server that enables Claude and compatible AI assistants to perform multi-dimensional searches (web, documents, scholarly articles, images, videos, podcasts) and parse webpage content using the Metaso AI search engine.