/ ml (slashml-memory) Python SDK

Official thin HTTP Python SDK for / ml (https://api.slashml.ai) — sub-millisecond stateful agent & code memory. Zero native binary or local model dependencies (urllib.request standard library).

Installation

pip install slashml-memory
export SLASHML_API_KEY="sml_live_..."

Quickstart

1. Native / ml Memory Client (SlashMLMemory / MemoryClient)

from slashml import SlashMLMemory

client = SlashMLMemory(api_key="sml_live_...")

# Ingest text or source code
client.ingest(
    documents=[
        {"id": "doc_1", "text": "Production PostgreSQL runs on port 5432 with pgBouncer on 6432."}
    ],
    user_id="alice",
)

# Query stored memories
hits = client.query("Which port does pgBouncer listen on?", user_id="alice", top_k=3)
print(hits["results"][0])

# Delete documents by ID
client.forget(["doc_1"], user_id="alice")

2. 1-Line Mem0 Drop-In Replacement (Memory & MemoryClient)

Replace from mem0 import MemoryClient or from mem0 import Memory with from slashml import MemoryClient, Memory:

# Before: from mem0 import MemoryClient
from slashml import MemoryClient

client = MemoryClient(api_key="sml_live_...")

client.add(
    [{"role": "user", "content": "Always use uv and pytest -q for Python checks."}],
    user_id="developer_1",
)

results = client.search("How should I run Python tests?", user_id="developer_1")

# 3. Evaluate an agent turn or tool action
decision = client.intervene(
    "pip install pytest",
    hook_event_name="PreToolUse",
    tool_name="Bash",
    user_id="developer_1",
)

3. CLI & Ambient Hook Installation

python -m slashml.mcp_server --install-hooks --api-key "$SLASHML_API_KEY"