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Hypha

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About

Hypha is a robust server platform designed to simplify the development and deployment of distributed applications and services. By acting as a central hub, it allows developers to create reusable functions—referred to as services—that can be registered and called remotely across different machines and programming environments. Its primary purpose is to eliminate the complexity of building networked systems, providing a unified framework where Python and JavaScript applications can communicate seamlessly without manual protocol definitions or complex networking setups. At its core, Hypha operates through a system of workspaces and RPC (Remote Procedure Call) mechanisms. When a developer registers a service, the platform automatically generates corresponding HTTP endpoints, effectively turning any backend function into a web API with zero extra configuration. It supports advanced features such as service load balancing, autoscaling, and artifact management for versioning data or models. Integration with the Model Context Protocol (MCP) allows functions to be instantly discoverable as tools for AI assistants like Claude Desktop or Cursor, using standard Python type hints and Pydantic schemas for parameter validation. This platform is particularly well-suited for software architects and AI engineers who need to build microservices or chain complex machine learning workflows across heterogeneous environments. It benefits research teams who require isolated workspaces for collaboration and developers building real-time, collaborative tools. Because it handles the heavy lifting of distributed computing—such as authentication, file operations, and serverless functions—it allows small teams to manage infrastructure that would typically require significant DevOps resources. What distinguishes Hypha from standard web frameworks is its AI-first approach to service discovery and its native support for multi-language bridging. Unlike traditional REST frameworks that require manual route definitions, Hypha provides automatic HTTP exposure and built-in streaming via Server-Sent Events. The inclusion of a dedicated Vector Search module and the ability to perform live service updates without downtime further positions it as a specialized tool for modern, agentic AI applications and distributed data processing tasks.

Pros & Cons

Automatically generates HTTP endpoints for every registered service without extra code.

Enables seamless cross-language communication between Python and JavaScript applications.

Built-in support for Model Context Protocol (MCP) for instant AI assistant tool discovery.

Supports advanced distributed features like load balancing, autoscaling, and vector search.

Provides isolated workspaces for secure collaboration and service organization.

Requires manual installation and server management for self-hosted deployments.

Synchronous API usage requires a specific wrapper as async is the preferred method.

Configuration for production deployments requires navigating separate guides for S3 and storage.

Older versions (pre-0.15.x) require a different library, imjoy-rpc, for compatibility.

Use Cases

AI Engineers can use the MCP integration to turn their local Python models into interactive tools that Claude or Cursor can trigger.

Data Scientists can chain multiple machine learning models running on different GPU nodes into a single cohesive pipeline.

Full-stack Developers can bridge heavy Python backend processing with lightweight JavaScript frontends without writing complex API layers.

DevOps Teams can utilize the Kubernetes worker integration to scale specialized microservices based on real-time demand.

Software Architects can break monolithic applications into distributed microservices that communicate via a unified RPC system.

Platform
Web
Task
service orchestrating

Features

vector search

artifact management

zip streaming

conda/kubernetes workers

workspace isolation

mcp tool integration

automatic rest api generation

distributed rpc

FAQs

How do I turn a local function into a web API with Hypha?

By registering a function as a service in Hypha, it is automatically exposed as an HTTP endpoint. You can call it using standard GET or POST requests via a URL pattern that includes your workspace and service ID.

Does Hypha support AI coding assistants?

Yes, Hypha integrates with the Model Context Protocol (MCP). By using the @schema_function decorator, your services become discoverable tools for assistants like Claude Code and Cursor.

What programming languages are supported?

Hypha natively supports Python and JavaScript, allowing for seamless bridging between applications written in different languages within the same distributed system.

How does Hypha handle service updates without downtime?

You can update services by re-registering them with an overwrite flag. Hypha also supports live service proxies that automatically refresh in the background to keep long-running clients updated.

Can I run compute-intensive tasks on separate machines?

Yes, Hypha is designed for distributed computing. You can run workers on different machines, including Kubernetes nodes or Conda environments, to handle heavy processing tasks remotely.

Pricing Plans

Community
Free Plan

Distributed services

Automatic HTTP endpoints

MCP tool integration

Workspace management

Python and JS support

Vector search engine

Artifact manager

Serverless functions

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