memoricai Python SDK

Stdlib-only client for the memoricai /v1 HTTP API (Python 3.9+).

from memoricai import Client

client = Client("http://localhost:7373", "mc_...")

doc = client.add_text("My name is Ada.", container_tag="mc_project_default")
client.wait_for_document(doc["id"])

res = client.search_memories("what is my name",
                             container_tag="mc_project_default", digest=True)
print(res["digest"])          # ready-to-inject, date-stamped context
print(client.profile("mc_project_default"))

Install from the repo: pip install ./sdks/python. Transient failures (429/5xx) are retried with exponential backoff; API errors raise MemoricaiError(status, message).

The client covers the complete v0.3.2 engine surface: batch and multipart ingestion, document lifecycle operations, search/context/profile, memory management, projects and container tags, settings and scoped keys, buckets and inferred-memory review, analytics, connectors, MCP helpers, provisioning, and the memory router. request() is the forward-compatible low-level escape hatch.