`mnemo-db`

PyPI distribution of Mnemo — an MCP-native memory database for AI agents.

pip install mnemo-db

The package directory and import path are still mnemo — only the PyPI distribution name has the -db suffix because the unqualified mnemo is held by an unrelated 2021 notebook project. Your code keeps saying:

from mnemo import MnemoClient

Quick start

from mnemo import MnemoClient

client = MnemoClient(db_path="agent.mnemo.db", agent_id="agent-1")

# Three primitives carry most workflows.
result = client.remember("The user prefers dark mode", tags=["preference"])
memories = client.recall("user preferences", limit=5)
client.forget([result["id"]])

# Mem0-compatible aliases also work:
# client.add(...), client.search(...), client.delete(...)

# Write provenance + FORGET BY PROVENANCE — audit who wrote what, then clean up.
prov = client.write_provenance(result["id"])        # who wrote it, under what authority
client.writes_by_principal("agent-1")                # everything a principal wrote
client.forget_by_principal("agent-1", "hard_delete") # revoke it all (audit trail survives)

# Each provenance record has a `flags` list. On remember(), content shaped like a
# provider opaque reasoning payload (arXiv:2608.09867 — these have leaked secrets
# in the wild) is flagged "opaque_reasoning_payload" and RECORDED, not rejected,
# so you can revoke it by principal/session later. It detects a SHAPE — not proof
# a secret is present — and never decodes the content.
if "opaque_reasoning_payload" in (prov or {}).get("flags", []):
    client.forget_by_session(prov["session_id"], "redact")

What's in the box

Surface	What
`MnemoClient`	Native PyO3 binding to the Rust engine — DuckDB storage, USearch HNSW vector index, Tantivy full-text index, hybrid retrieval, hash-chained audit log
`MnemoMemoryToolServer`	Anthropic `memory_20250818` 6-op handler. `pip install 'mnemo-db[anthropic-memory-tool]'`
`MnemoLettaShared`	Letta-style Conversations adapter for shared agent memory
`S3Workspace` / `CloudflareR2Workspace`	OpenAI Agents SDK GA snapshot store backends. `pip install 'mnemo-db[openai-sandbox-s3]'` or `[openai-sandbox-r2]`
`MnemoAgentMemory` (OpenAI), `Mem0Compat`, `MnemoCheckpointer` (LangGraph 1.x — `ASMDCheckpointer` is the back-compat alias), 12 more	Drop-in framework integrations. Install the matching extra.

Optional extras

pip install 'mnemo-db[langgraph]'              # LangGraph checkpoint
pip install 'mnemo-db[crewai]'                 # CrewAI memory
pip install 'mnemo-db[openai-agents]'          # OpenAI Agents SDK
pip install 'mnemo-db[claude]'                 # Claude Agent SDK
pip install 'mnemo-db[anthropic-memory-tool]'  # memory_20250818
pip install 'mnemo-db[openai-sandbox-s3]'      # S3 workspace backend
pip install 'mnemo-db[openai-sandbox-r2]'      # Cloudflare R2 workspace backend
pip install 'mnemo-db[benchmark]'              # LoCoMo / LongMemEval harness

Each extra fails closed if not installed — from mnemo import MnemoMemoryToolServer will raise ImportError cleanly when [anthropic-memory-tool] isn't on the path.

License + source

Source: https://github.com/sattyamjjain/mnemo. Apache-2.0.

Documentation: https://github.com/sattyamjjain/mnemo#readme. Issues: https://github.com/sattyamjjain/mnemo/issues.

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- Owner: https://github.com/sattyamjjain
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: pypi-publish.yml@76b521f684b96b90c05846b28fb4e6745fefbc08
- Trigger Event: push

Release history Release notifications | RSS feed

0.5.25

Aug 18, 2026

0.5.24

Aug 17, 2026

This release

0.5.23

Aug 15, 2026

0.5.12

Jul 13, 2026

0.5.11

Jul 7, 2026

0.4.9

May 26, 2026

0.4.8

May 23, 2026

0.4.3

May 4, 2026

0.4.2

May 3, 2026

0.4.1

Apr 29, 2026

0.4.0rc2 pre-release

Apr 25, 2026

0.4.0rc1 pre-release

Apr 25, 2026

mnemo-db 0.5.23

mnemo-db

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Release history Release notifications | RSS feed

`mnemo-db`