Ross ROSS = Recommend OSS · open-source software intelligence for agents

embabel/embabel-agent

Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/ observed · 2026-08-28

github.com/embabel/embabel-agent · homepage · Kotlin · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

86/100

  • Activity 99
  • Release rhythm 99
  • Longevity 36
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 17.0
  • age_days: 510
  • days_rel: 9
  • days_push: 9
  • n_releases_24m: 3

Full methodology

Adoption not part of the score

4386 stars · 429 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Embabel Agent is an agentic AI framework for the JVM, written in Kotlin with first-class Java and Spring Boot support. It provides typed, goal-oriented agent orchestration, LLM integration, human-in-the-loop flows, and automatic exposure of agents as MCP servers.

Use cases

  • build production AI agents on the JVM
  • orchestrate multi-agent workflows in Java or Kotlin
  • expose LLM agents as MCP tools for Claude Desktop or VS Code
  • extract typed objects from LLM prompts
  • build human-in-the-loop agent applications with Spring Boot
  • replace Python agent prototypes with type-safe JVM code

When to choose

  • you are building LLM-powered agents in Java or Kotlin
  • you want Spring Boot integration and enterprise-grade type safety
  • you need MCP server publishing of agent goals
  • you are moving agentic AI from Python experiments to production

When to avoid

  • your stack is Python-centric and you prefer LangChain or Pydantic AI
  • you need a lightweight script rather than a full framework
  • you do not use the JVM at all

Facets

framework · maturity active

agent-framework llm-inference mcp rag prompt-engineering chatbot artificial-intelligence large-language-models developer-tools backend jvm self-hosted agentic-ai multi-agent-orchestration spring-boot mcp-server genai type-safe-prompts ai-agents spring docker

5 sources

Member repositories

RepositoryRoleHealth v2
embabel/embabel-agentmain86

For agents

markdown · JSON · MCP: product_card(name="embabel/embabel-agent")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem