Which is more popular, Agents Towards Production or LangGraph?

LangGraph has more GitHub stars (42,525 vs 21,518).

Which is more actively developed, Agents Towards Production or LangGraph?

LangGraph had more commits in the last 90 days (129 vs 25).

Should I use Agents Towards Production or LangGraph?

Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.

Agents Towards Production vs LangGraph

Side-by-side comparison of two AI agent tools

Agents Towards Productionopen-source

End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

LangGraphopen-source

Build resilient language agents as graphs.

Metrics

	Agents Towards Production	LangGraph
Stars	21.5k	42.5k
Star velocity /mo	1.8k	2.4k
Commits (90d)	25	129
Releases (6m)	0	10
Overall score	0.5889416407058939	0.7972844109196278

Pros

+Durable execution ensures agents automatically resume from exactly where they left off after failures or interruptions
+Comprehensive memory system with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions
+Seamless human-in-the-loop capabilities allow for inspection and modification of agent state at any point during execution

Cons

-Low-level framework requires more technical expertise and setup compared to high-level agent builders
-Graph-based agent design paradigm may have a steeper learning curve for developers new to agent orchestration
-Production deployment complexity may be overkill for simple chatbot or single-turn use cases

Use Cases

•Long-running autonomous agents that need to persist through system failures and operate over days or weeks
•Complex multi-step workflows requiring human oversight, approval, or intervention at specific decision points
•Stateful agents that must maintain context and memory across multiple sessions and interactions

View Agents Towards Production Details View LangGraph Details

FAQ

Which is more popular, Agents Towards Production or LangGraph?: LangGraph has more GitHub stars (42,525 vs 21,518).
Which is more actively developed, Agents Towards Production or LangGraph?: LangGraph had more commits in the last 90 days (129 vs 25).
Should I use Agents Towards Production or LangGraph?: Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.