Real ChatGPT answer · index seedJxSqQWsuyLocompleteB2B software · AI and automation toolsinformational
Can you walk me through setting up memory and tool-calling capabilities for complex LangChain agent networks?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you walk me through setting up memory and tool-calling capabilities for complex LangChain agent networks?
4 real searches · 1 real-search pass
LangChain LangGraph memory persistence tools multi-agent supervisor official docs 2026Google ↗
OBSERVEDOther / navigational
site:docs.langchain.com/oss/python/langchain tools @tool create_agent structured tools PythonGoogle ↗
OBSERVEDOther / navigational
site:docs.langchain.com/oss/python/langgraph memory store InMemoryStore PostgresSaver PythonGoogle ↗
OBSERVEDOther / navigational
site:docs.langchain.com/oss/python/langgraph multi agent supervisor create_supervisor PythonGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
LangChain LangGraph memory persistence tools multi-agent supervisor official docs 2026 Google ↗
site:docs.langchain.com/oss/python/langchain tools @tool create_agent structured tools Python Google ↗
site:docs.langchain.com/oss/python/langgraph memory store InMemoryStore PostgresSaver Python Google ↗
site:docs.langchain.com/oss/python/langgraph multi agent supervisor create_supervisor Python Google ↗
- docs/src/oss/langgraph/persistence.mdx at main · langchain-ai/docs · github.com
- Open Source Agent Stack · langchain.com
- langgraph · langchain-ai.github.io
- docs/src/oss/langgraph/checkpointers.mdx at main · langchain-ai/docs · github.com
- @langchain/langgraph-supervisor · reference.langchain.com
- LangGraph - Python API Reference · reference.langchain.com
- LangSmith observability · docs.langchain.com
- Official documentation · docs.langchain.com
- Official documentation · docs.langchain.com
- Official documentation · docs.langchain.com
- Supervisor package reference · reference.langchain.com
- LangGraph memory guide · docs.langchain.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LangChain LangGraph memory persistence tools multi-agent supervisor official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.langchain.com/oss/python/langchain tools @tool create_agent structured tools Python OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.langchain.com/oss/python/langgraph memory store InMemoryStore PostgresSaver Python OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.langchain.com/oss/python/langgraph multi agent supervisor create_supervisor Python OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |