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