# LangGraph SQLite Checkpoint [![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-sqlite?label=%20)](https://pypi.org/project/langgraph-checkpoint-sqlite/#history) [![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-sqlite)](https://opensource.org/licenses/MIT) [![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-sqlite)](https://pypistats.org/packages/langgraph-checkpoint-sqlite) [![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss) To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith). [LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications. ## Quick Install ```bash uv add langgraph-checkpoint-sqlite ``` ## 🤔 What is this? This library provides a SQLite implementation of LangGraph's checkpoint saver, with both sync and async support via `aiosqlite`. Use it when you want LangGraph state persistence backed by SQLite for local development, testing, or lightweight deployments. ## 📖 Documentation For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint.sqlite). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). ## Security > [!IMPORTANT] > Set `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list when creating your checkpointer. This restricts checkpoint deserialization to known-safe types, preventing code execution if the database is compromised. See the [langgraph-checkpoint README](https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint#serde) for details. ## Usage ```python from langgraph.checkpoint.sqlite import SqliteSaver write_config = {"configurable": {"thread_id": "1", "checkpoint_ns": ""}} read_config = {"configurable": {"thread_id": "1"}} with SqliteSaver.from_conn_string(":memory:") as checkpointer: checkpoint = { "v": 4, "ts": "2024-07-31T20:14:19.804150+00:00", "id": "1ef4f797-8335-6428-8001-8a1503f9b875", "channel_values": { "my_key": "meow", "node": "node" }, "channel_versions": { "__start__": 2, "my_key": 3, "start:node": 3, "node": 3 }, "versions_seen": { "__input__": {}, "__start__": { "__start__": 1 }, "node": { "start:node": 2 } }, } # store checkpoint checkpointer.put(write_config, checkpoint, {}, {}) # load checkpoint checkpointer.get(read_config) # list checkpoints list(checkpointer.list(read_config)) ``` ### Async ```python from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver async with AsyncSqliteSaver.from_conn_string(":memory:") as checkpointer: checkpoint = { "v": 4, "ts": "2024-07-31T20:14:19.804150+00:00", "id": "1ef4f797-8335-6428-8001-8a1503f9b875", "channel_values": { "my_key": "meow", "node": "node" }, "channel_versions": { "__start__": 2, "my_key": 3, "start:node": 3, "node": 3 }, "versions_seen": { "__input__": {}, "__start__": { "__start__": 1 }, "node": { "start:node": 2 } }, } # store checkpoint await checkpointer.aput(write_config, checkpoint, {}, {}) # load checkpoint await checkpointer.aget(read_config) # list checkpoints [c async for c in checkpointer.alist(read_config)] ``` ## 📕 Releases & Versioning See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies. ## 💁 Contributing As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation. For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).