AgentScopevsLangGraph4j
Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.
AgentScope
Alibaba (Tongyi Lab) · Agent framework
OSSMCP
Panel
6.74 spec wins
- Reliability
- 6.5
- Usefulness
- 6.3
- Cost
- 7.3
- Longevity
- 6.7
“Deploys as a service with Discord, Slack, Feishu and DingTalk channels, so your agent can be ignored in four workplaces at once.”
LangGraph4j
LangGraph4j · Agent framework
OSS
Panel
6.81 spec wins
- Reliability
- 6.3
- Usefulness
- 6.3
- Cost
- 8.3
- Longevity
- 6.3
“It integrates with Spring, so your agent can now be configured by three annotations and a person who has never met it.”
Spec by spec
| Spec | AgentScope | LangGraph4j |
|---|---|---|
| Architecture | ||
| Category | Agent framework | Agent framework |
| Runs | local, sandbox | local |
| Platforms | macos, linux, windows | macos, linux, windows |
| Context window | not documented | not documented |
| Protocols | ||
| MCP client | Yes | No |
| MCP server | No | No |
| Capabilities | ||
| Runs terminal commands | Yes | No |
| Multi-file edits | No | No |
| Git operations | No | No |
| Browser control | No | No |
| Sandboxed execution | Yes | No |
| Multi-agent orchestration | Yes | YesThe library's stated purpose is stateful multi-agent applications, where nodes collaborate or hand off tasks over a shared state. |
| Headless / CI mode | No | No |
| Models | ||
| Backbone | any | any model reachable through LangChain4j or Spring AI |
| Bring your own model | Yes | Yes |
| Local models | No | YesModel access is delegated to LangChain4j or Spring AI, both of which support local runtimes such as Ollama. |
| Cost | ||
| Pricing model | free | free |
| Starts at | n/a | $0/mo |
| Free tier | Yes | Yes |
| Bring your own key | Yes | Yes |
| Openness | ||
| Open source | Yes | Yes |
| License | Apache-2.0 | MIT |
| GitHub stars | 32,652 | 2,033 |
Which one would each critic pick
| Critic | AgentScope | LangGraph4j | Pick |
|---|---|---|---|
| El Juez | — | — | not enough reviews |
| El Amigo | 7.3 | 7.0 | AgentScope — Pick AgentScope if you would rather write tools than orchestration prompts; pick LangGraph if you need the control flow pinned down and resumable. |
| El Crítico | 6.3 | 6.5 | LangGraph4j — Cycles are the stated advantage over a directed acyclic graph, and nothing documented bounds how many times a node may loop back before somebody reads the invoice. |
| El Profesor | 7.0 | 7.5 | LangGraph4j — Every node reads and updates one shared state object, and checkpoint saver modules persist it, so the graph's memory is an explicit structure rather than an accumulated conversation. |
| La Inversora | 7.0 | 6.5 | AgentScope — Alibaba's Tongyi Lab publishes this, which means the funding question is answered and the priority question is not; 30,000 stars is strategy, not revenue. |
| La Jefa | 6.0 | 6.3 | LangGraph4j — Nothing to license and nothing to administer: it arrives through the build file my teams already use, on a language baseline of Java 17 we already meet. |
| El Hacker | 6.8 | 7.3 | LangGraph4j — MIT, published to Maven Central with a bill of materials so versions line up, and the model layer is delegated, so a local endpoint works without this library knowing about it. |
Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.