langchain/docs/docs/integrations/providers/memgraph.mdx
Ante Javor 20f82502e5
Community: Add Memgraph integration docs (#30457)
Thank you for contributing to LangChain!

**Description:** 
Since we just implemented
[langchain-memgraph](https://pypi.org/project/langchain-memgraph/)
integration, we are adding basic docs to [your site based on this
comment](https://github.com/langchain-ai/langchain/pull/30197#pullrequestreview-2671616410)
from @ccurme .
   
 **Twitter handle:**
 [@memgraphdb](https://x.com/memgraphdb)


- [x] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.


- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, eyurtsev, ccurme, vbarda, hwchase17.

---------

Co-authored-by: Chester Curme <chester.curme@gmail.com>
2025-03-26 11:58:09 -04:00

41 lines
1.3 KiB
Plaintext

# Memgraph
>Memgraph is a high-performance, in-memory graph database that is optimized for real-time queries and analytics.
>Get started with Memgraph by visiting [their website](https://memgraph.com/).
## Installation and Setup
- Install the Python SDK with `pip install langchain-memgraph`
## MemgraphQAChain
There exists a wrapper around Memgraph graph database that allows you to generate Cypher statements based on the user input
and use them to retrieve relevant information from the database.
```python
from langchain_memgraph.chains.graph_qa import MemgraphQAChain
from langchain_memgraph.graphs.memgraph import Memgraph
```
See a [usage example](/docs/integrations/graphs/memgraph)
## Constructing a Knowledge Graph from unstructured data
You can use the integration to construct a knowledge graph from unstructured data.
```python
from langchain_memgraph.graphs.memgraph import Memgraph
from langchain_experimental.graph_transformers import LLMGraphTransformer
```
See a [usage example](/docs/integrations/graphs/memgraph)
## Memgraph Tools and Toolkit
Memgraph also provides a toolkit that allows you to interact with the Memgraph database.
See a [usage example](/docs/integrations/tools/memgraph).
```python
from langchain_memgraph import MemgraphToolkit
```