fleet-memory/hindsight-integrations/langgraph/hindsight_langgraph/__init__.py
DK09876 b4320254b2
feat: add LangGraph integration (#610)
* feat: add LangGraph integration with tools, nodes, and store patterns

Add hindsight-langgraph SDK providing three integration patterns:
- Tools: retain/recall/reflect as LangChain tools for ReAct agents
- Nodes: automatic memory injection and storage as graph steps
- Store: LangGraph BaseStore implementation for checkpoint-based memory

Fix: remove `from __future__ import annotations` in nodes.py which
prevented LangGraph from passing RunnableConfig to node functions
(runtime type inspection saw string annotations instead of actual types).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: register langgraph with independent versioning system

- Set version to 0.1.0 (integrations are versioned independently)
- Add langgraph to VALID_INTEGRATIONS in release-integration.sh
- Add changelog page for langgraph integration

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove manual cookbook recipe page

The sync-cookbook script will auto-generate this from the notebook
in hindsight-cookbook once PR #17 is merged.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: comprehensive improvements to langgraph integration

Code fixes:
- Retain node only stores latest messages instead of all history (prevents duplicates)
- Handle multimodal msg.content (list type) in nodes
- Fix store docstring separator "/" → "."
- Apply search filters before pagination in store
- Add ttl parameter to store.aput for LangGraph BaseStore compat
- Fix _ensure_bank to not cache failed bank creations
- Fix falsy value bugs (or → is not None) in tools
- Remove from __future__ import annotations from all files
- Consistent default budget="mid" across tools/nodes/store
- Bump langgraph floor to >=0.3.0, remove duplicate dev deps

Docs fixes:
- Fix broken Cloud client example (base_url is required)
- Complete API reference tables with all parameters
- Add Limitations and Notes section (async-only store, etc.)
- Add Requirements section
- Fix broken cookbook link and Cloud claim in blog post

All 61 unit tests pass. E2E tested against Hindsight Cloud:
tools, nodes, store, configure(), multimodal content.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove blog post (lives in hindsight-marketing-content)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove Hindsight Cloud section from langgraph docs

Keep OSS docs self-hosted-first, consistent with other integration
docs (crewai, pydantic-ai, agno). Cloud setup details live in the
cookbook notebooks.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* docs: explicitly mention LangChain compatibility in langgraph integration

The tools pattern (create_hindsight_tools) only depends on
langchain-core and works with plain LangChain via bind_tools() —
no LangGraph required. Update docs to make this clear with both
LangGraph and LangChain quick start examples.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address PR review findings

1. Guard manual test files with if __name__ == "__main__" so pytest
   doesn't collect and execute them during test runs
2. Remove semantic fallback in HindsightStore.aget() — only return
   exact document_id matches, not unrelated semantic search hits
3. Make langgraph an optional dependency — tools pattern only needs
   langchain-core. Install with pip install hindsight-langgraph[langgraph]
   for nodes and store patterns. Lazy imports with clear error messages.
4. Clean up README to be self-hosted-first, consistent with other
   integration docs
5. Update docs requirements section to reflect optional langgraph dep

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address PR review feedback for langgraph integration

- Fix #2: Add per-bank asyncio.Lock to _ensure_bank for concurrency safety
- Fix #3: Clamp search score to max(0.0, ...) to prevent negative values
- Fix #4: Implement suffix matching in _handle_list_namespaces
- Fix #5: Truncate namespaces to max_depth instead of filtering (per BaseStore contract)
- Fix #6: Remove list_namespaces/alist_namespaces overrides — let base class handle prefix=/suffix= kwargs
- Fix #7: Document ephemeral namespace tracking and get() limitations in class docstring
- Fix #8: Add stable ID to recall node SystemMessage, document ordering behavior
- Fix #9: Change budget/max_tokens/recall_tags_match defaults to None so global config fallback works
- Fix #10: Conditionally populate __all__ so import * works without langgraph installed
- Fix #11: Bump langgraph lower bound from >=0.3.0 to >=0.5.0
- Fix #12: Extract _resolve_client to shared _client.py module

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address remaining review gaps for langgraph integration

- Add output_key parameter to create_recall_node for prompt ordering control
- Add prefix/suffix/combined filter tests for list_namespaces
- Add output_key unit tests (memory text, none on empty, none on error)
- Remove unused imports and backward-compat alias in tools.py
- Update docs with output_key usage example and API reference

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: relax langgraph version constraint to >=0.3.0

Research confirmed all required APIs (BaseStore, SearchItem, Result,
GetOp, PutOp, SearchOp, ListNamespacesOp) are available since
langgraph-checkpoint 2.0.7, which maps to langgraph >=0.2.63.
Using >=0.3.0 as a clean semver boundary — >=0.5.0 was unnecessarily
conservative and excluded many compatible versions.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-20 13:36:57 +01:00

93 lines
2.9 KiB
Python

"""Hindsight-LangGraph: Persistent memory for LangGraph and LangChain agents.
Provides Hindsight-backed tools, nodes, and a BaseStore adapter,
giving agents long-term memory across conversations.
The **tools** pattern works with both LangChain and LangGraph — only
``langchain-core`` is required. The **nodes** and **store** patterns
require ``langgraph`` (install with ``pip install hindsight-langgraph[langgraph]``).
Basic usage with tools (LangChain or LangGraph)::
from hindsight_client import Hindsight
from hindsight_langgraph import create_hindsight_tools
client = Hindsight(base_url="http://localhost:8888")
tools = create_hindsight_tools(client=client, bank_id="user-123")
# Bind tools to your model
model = ChatOpenAI(model="gpt-4o").bind_tools(tools)
Usage with memory nodes (requires langgraph)::
from hindsight_langgraph import create_recall_node, create_retain_node
recall = create_recall_node(client=client, bank_id="user-123")
retain = create_retain_node(client=client, bank_id="user-123")
builder.add_node("recall", recall)
builder.add_node("agent", agent_node)
builder.add_node("retain", retain)
builder.add_edge("recall", "agent")
builder.add_edge("agent", "retain")
Usage with BaseStore (requires langgraph)::
from hindsight_langgraph import HindsightStore
store = HindsightStore(client=client)
graph = builder.compile(checkpointer=checkpointer, store=store)
"""
from .config import (
HindsightLangGraphConfig,
configure,
get_config,
reset_config,
)
from .errors import HindsightError
from .tools import create_hindsight_tools
def __getattr__(name: str):
"""Lazy-import LangGraph-specific modules so langgraph is optional."""
if name == "create_recall_node" or name == "create_retain_node":
try:
from .nodes import create_recall_node, create_retain_node
except ImportError:
raise ImportError(
f"'{name}' requires langgraph. Install with: pip install hindsight-langgraph[langgraph]"
) from None
return (
create_recall_node if name == "create_recall_node" else create_retain_node
)
if name == "HindsightStore":
try:
from .store import HindsightStore
except ImportError:
raise ImportError(
"HindsightStore requires langgraph. Install with: pip install hindsight-langgraph[langgraph]"
) from None
return HindsightStore
raise AttributeError(f"module 'hindsight_langgraph' has no attribute {name!r}")
__version__ = "0.1.0"
__all__ = [
"configure",
"get_config",
"reset_config",
"HindsightLangGraphConfig",
"HindsightError",
"create_hindsight_tools",
]
try:
import langgraph # noqa: F401
__all__ += ["create_recall_node", "create_retain_node", "HindsightStore"]
except ImportError:
pass