MemStrata Agent Hooks SDK

This is one small SDK for two separate product jobs:

  1. Conversational retrieves a bounded memory context and stores completed turns.
  2. Governance checks tool calls and records their outcomes.

LangChain, LangGraph, CrewAI, OpenClaw, NeoClaw, Hermes, and custom agents call the same local product services through this package. A framework-defined exact key-value contract, such as LangGraph BaseStore, still uses an authoritative framework backing store rather than pretending the compiled context endpoint supports exact lookup or deletion.

Install

Install the wheel matching your CPython version and operating system:

python -m pip install memstrata-agent-hooks

Optional framework dependencies remain separate:

python -m pip install "memstrata-agent-hooks[langchain]"
python -m pip install "memstrata-agent-hooks[langgraph]"
python -m pip install "memstrata-agent-hooks[crewai]"

Released wheels compile the proprietary transport, validation, facade, and generic adapter implementation into native extensions. They contain no Python source for those modules, and the project does not publish a source distribution. Small framework adapters and host bundles remain readable because LangChain, LangGraph, CrewAI, OpenClaw, Hermes, OpenCode, and NeoClaw load that interoperability glue directly. The memory engine and Governance policy implementation remain inside their separately licensed local products.

Install for development

Python 3.10 through 3.13 is supported. The current CrewAI dependency stack is not compatible with Python 3.14, so this release fails installation there instead of leaving users with a broken optional adapter.

Release wheels target Windows x86-64, Linux glibc x86-64, and macOS 15 Apple silicon. macOS Intel, Linux arm64, and Alpine Linux are not part of this first release matrix.

python -m pip install -e sdk/agent-hooks

Configure

export MEMSTRATA_MEMORY_URL=http://127.0.0.1:9101
export MEMSTRATA_GOVERNANCE_URL=http://127.0.0.1:9003
export MEMSTRATA_PROJECT=my-workspace
export MEMSTRATA_GOVERNANCE_SYSTEM_ID=my-enrolled-agent-system
export MEMSTRATA_GOVERNANCE_AGENT_ID=my-agent
export MEMSTRATA_GOVERNANCE_ACTOR='Support automation'
export MEMSTRATA_GOVERNANCE_PURPOSE='the exact purpose enrolled in Governance'
# Optional when the two products use separate credentials:
export MEMSTRATA_MEMORY_TOKEN='memory service token'
export MEMSTRATA_GOVERNANCE_TOKEN='governance service token'

On PowerShell, replace export NAME=value with $env:NAME='value'. Both product-specific token variables fall back to MEMSTRATA_TOKEN. Tokens are read from the environment and are never written into copied host configuration files.

Use one SDK object

MemStrataAgentSDK exposes the two product contracts without mixing them:

from memstrata_agent_hooks import MemStrataAgentSDK

sdk = MemStrataAgentSDK.from_env()

sdk.memory.add_exchange(
    "Which plan should we use?",
    "The customer selected annual billing.",
    session_id="support-42",
)
context = sdk.memory.retrieve("Which billing plan did the customer select?")

with sdk.governance.guard(
    "send_email",
    {"to": "customer@example.com"},
    agent_id="support-agent",
):
    send_email()

The guard checks Governance before the side effect and records completion or failure afterward using the same trace ID. If a receipt cannot be recorded after the tool already ran, the SDK warns but does not make the host retry the side effect.

AsyncMemStrataAgentSDK provides the same memory and Governance surfaces for async hosts. The base package stays dependency-free and runs blocking HTTP in worker threads.

Use the low-level client

from memstrata_agent_hooks import MemStrataClient

client = MemStrataClient.from_env()
client.remember("The customer chose annual billing", session_id="support-42")
context = client.context("What billing plan did the customer choose?")

decision = client.gate(
    "send_email",
    agent_id="support-agent",
    tool_input={"to": "customer@example.com"},
)
decision.require()

gate uses POST /v1/pipeline/gate and falls back to the compatible hook endpoint. If Governance is unreachable, the default response is a visible degraded allow decision only for a connection failure. This prevents an optional local daemon from freezing an agent. Administrators can set MEMSTRATA_GOVERNANCE_FAIL_CLOSED=1 for a workflow where an unavailable policy service must stop execution.

Authentication, license, schema, policy, and server responses remain visible errors. Only an explicit allow runs a tool. review and block both stop the generic adapter so a host can route review to its own human approval surface.

Framework adapters

The package root stays dependency-free. Install only the framework surfaces an application uses:

python -m pip install "memstrata-agent-hooks[langchain]"
python -m pip install "memstrata-agent-hooks[langgraph]"
python -m pip install "memstrata-agent-hooks[crewai]"

LangChain

MemStrataRetriever follows the current BaseRetriever Runnable contract. It returns the complete bounded context pack as one Document and supports both invoke and ainvoke:

from memstrata_agent_hooks import MemStrataClient
from memstrata_agent_hooks.langchain import MemStrataRetriever

retriever = MemStrataRetriever(client=MemStrataClient.from_env())
documents = retriever.invoke("What changed in the release plan?")

MemStrataConversationCallback and AsyncMemStrataConversationCallback store the current human message and the completed answer. They do not re-ingest the system prompt or replayed history. Set the callback metadata key memstrata_session_id when a workflow needs a session ID other than the configured default.

MemStrataGovernanceCallback and AsyncMemStrataGovernanceCallback run a Governance decision at on_tool_start, before the tool body, then correlate on_tool_end or on_tool_error with the same trace ID. The handler sets LangChain's raise_error flag so review and block decisions stop execution instead of becoming callback warnings:

from memstrata_agent_hooks.langchain import MemStrataGovernanceCallback

governance = MemStrataGovernanceCallback(
    MemStrataClient.from_env(), agent_id="support-agent"
)
answer = tool.invoke(tool_input, config={"callbacks": [governance]})

Register this callback where the host actually dispatches tools. Attaching it only to a model call does not govern side effects performed elsewhere.

LangGraph

MemStrataLangGraphStore is a real current BaseStore decorator. It delegates exact get, search, put, delete, namespace listing, filtering, pagination, TTL, batch, and async behavior to an authoritative LangGraph backing store:

from langgraph.store.memory import InMemoryStore
from memstrata_agent_hooks import MemStrataClient
from memstrata_agent_hooks.langgraph import MemStrataLangGraphStore

store = MemStrataLangGraphStore(
    MemStrataClient.from_env(),
    InMemoryStore(),
)

For production, use a persistent LangGraph backing store. Conversational's SDK API does not expose exact key lookup, filtered listing, or item-scoped erase, so the adapter does not invent those semantics. Optional put mirroring must be enabled explicitly with mirror_mode="strict" or "best_effort". Mirrored deletion also requires an administrator-approved delete_mirror callback. Strict mirroring makes errors visible, but the backing-store write and Conversational ingest are not one atomic transaction.

Namespaces organize a LangGraph store. They are not an authorization or tenant boundary. Use separate MemStrata projects and credentials where isolation is required.

The tested upstream contracts and exact remaining boundaries are recorded in FRAMEWORK_CONTRACTS.md.

CrewAI

Install the adapter once before a crew starts:

from memstrata_agent_hooks import MemStrataClient
from memstrata_agent_hooks.crewai import install_crewai_hooks

registration = install_crewai_hooks(MemStrataClient.from_env())
try:
    result = crew.kickoff(inputs={"question": "What changed?"})
finally:
    registration.close()

The native before_tool_call hook gates every tool before its implementation runs. The matching after_tool_call hook records completion with the same trace ID. A review decision blocks by default. An application may supply a review_resolver that returns an approval ID issued by MemStrata Governance; the adapter then repeats the gate with that ID. For an attended terminal, the opt-in console_governance_review helper asks the operator to paste that ID.

Before the first model call in each task, the adapter compiles bounded memory from the original task text and inserts it as a clearly marked user-level evidence message immediately before the real task. It is intentionally not a system message because retrieved content may be untrusted and must not gain instruction authority. After the agent completes the task, a CrewAI event listener stores the task and final answer as one conversational turn. Event replay is ignored so restoring a CrewAI checkpoint does not write the same turn again.

CrewAI also offers a custom StorageBackend, but its search contract receives an embedding rather than the original query. MemStrata's context compiler needs the query text, temporal constraints, and project identity, so the adapter uses the supported LLM hook instead of claiming false drop-in storage compatibility.

The implementation follows CrewAI's current official contracts:

memstrata_agent_hooks.adapters retains the earlier dependency-free helpers for compatibility, plus voluntary OpenAI-compatible tools and a generic context manager usable by any Python agent.

Function tools are a convenience, not enforcement. A host must invoke gate from its before-tool lifecycle hook to guarantee that denied work never runs. The CLI covers hosts that only support executable stop hooks:

memstrata-hooks gate --agent hermes --tool terminal --input-json '{"command":"git status"}'

Exit code 0 means allow. Exit code 2 means the decision was review or block. A daemon error uses exit code 1 for memory commands, while Governance availability follows the chosen fail-open or fail-closed policy.

Native host bundles

The wheel includes tested bundles for OpenClaw, Hermes, OpenCode, and a generic NeoClaw bridge. List or copy them without downloading additional code:

memstrata-hooks list-hosts
memstrata-hooks copy-host openclaw ./memstrata-openclaw
memstrata-hooks copy-host hermes ./memstrata-hermes
memstrata-hooks copy-host opencode ./memstrata-opencode
memstrata-hooks copy-host neoclaw ./memstrata-neoclaw

Read the copied host README before enabling it. copy-host does not edit host configuration or overwrite files unless --overwrite is supplied.

  • OpenClaw uses the typed before_tool_call, after_tool_call, before_prompt_build, and agent_end plugin hooks.
  • Hermes uses its supported model and tool lifecycle hooks in one plugin.
  • OpenCode uses tool.execute.before, tool.execute.after, the current prompt transform, and session events.
  • NeoClaw remains an explicit JSON executable bridge because several unrelated projects use that name and no stable common native plugin contract exists.

A Governance review never becomes permission merely because a host user clicks yes. The call remains blocked until Governance supplies an approval and a new gate returns allow. See host plugin documentation and integration status.

Operational boundary

The SDK is a transport layer. It does not duplicate the memory index, embed documents, evaluate policy, certify regulatory compliance, or turn an unsigned local cache into an audit record. Those responsibilities remain in the running MemStrata products.

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Credits

Author: Called It Inc.

Maintainer: Called It Inc.

License expression

LicenseRef-Proprietary
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Requires

Python <3.14, >=3.10

Provides Extra

dev crewai langchain langgraph frameworks test

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