adk-mimir-memory 0.3.0

Persistent, local, encrypted cross-session memory for Google ADK agents — backed by Mimir.

ADK Mimir Memory

Persistent, local, encrypted cross-session memory for Google ADK agents — backed by Mimir.

Why Mimir?

Backend	Dependencies	Encryption	Hybrid Search	Local
InMemoryMemoryService	None	❌	❌	✅
VertexAiMemoryBankService	GCP + Gemini	❌	Gemini-driven	❌
VertexAiRagMemoryService	GCP + RAG	❌	GCP vector	❌
MimirMemoryService	Single binary	✅ AES-256	✅ BM25+FTS5+Dense	✅

• Zero cloud dependencies — a single Rust binary, SQLite database, fully local
• AES-256-GCM encryption at rest — your memory data stays private
• Hybrid search — BM25 keyword + FTS5 + dense vector search
• 30+ MCP tools — remember, recall, synthesize, benchmark, federate, and more
• Ebbinghaus confidence decay — memories fade naturally, important ones persist

Installation

pip install adk-mimir-memory

This package requires the mimir binary. Download it from: https://github.com/Perseus-Computing-LLC/mimir/releases

Or build from source:

cargo install mimir

Quick Start

from google.adk.agents import Agent
from google.adk.runners import Runner
from google.adk.sessions import InMemorySessionService
from adk_mimir_memory import MimirMemoryService

agent = Agent(
    name="my_agent",
    model="gemini-2.5-flash",
    instruction="You are a helpful assistant with persistent memory.",
)

# The memory service is configured on the Runner, not on the Agent.
runner = Runner(
    agent=agent,
    app_name="my_app",
    session_service=InMemorySessionService(),
    memory_service=MimirMemoryService(db_path="~/.adk/mimir.db"),
)

That's it. Sessions, events, and explicit memories are now persisted across restarts.

Configuration

# Custom database location
MimirMemoryService(db_path="/data/agent_memory.db")

# Custom mimir binary path (if not on $PATH)
MimirMemoryService(mimir_binary="/usr/local/bin/mimir")

# Both
MimirMemoryService(
    db_path="/data/agent_memory.db",
    mimir_binary="/usr/local/bin/mimir",
)

Perseus Live Context (Optional)

This package also includes a drop-in agent with live workspace awareness via Perseus:

from google.adk.runners import Runner
from google.adk.sessions import InMemorySessionService
from adk_mimir_memory.perseus_context import perseus_context_agent

# The agent resolves @file, @search, @memory directives at inference time.
# Bind it on the Runner; run_async takes no `agent` argument.
runner = Runner(
    agent=perseus_context_agent,
    app_name="my_app",
    session_service=InMemorySessionService(),
)
runner.run_async(
    user_id="user",
    session_id="session",
    new_message=types.Content(role="user", parts=[types.Part.from_text(
        text="What does the README say about deployment?"
    )]),
)

pip install adk-mimir-memory[perseus]  # installs perseus-ctx

Set directives via session state:

session = await runner.session_service.create_session(
    app_name="my_app",
    user_id="user",
    state={
        "_perseus_directives": "@file AGENTS.md @file README.md @memory deployment",
        "_perseus_workspace": "/path/to/project",
    },
)

How It Works

┌─────────────┐     JSON-RPC (MCP stdio)     ┌──────────┐
│  ADK Agent  │ ──────────────────────────▶  │  Mimir   │
│  (Python)   │ ◀──────────────────────────  │  (Rust)  │
└─────────────┘                               └────┬─────┘
                                                   │
                                              SQLite + FTS5
                                              (AES-256-GCM)

The MimirMemoryService spawns a mimir subprocess and communicates via JSON-RPC over stdin/stdout (MCP stdio transport). Each add_session_to_memory, add_memory, and search_memory call translates to a Mimir MCP tool invocation.

License

MIT — see Mimir and Perseus for the backing services.