Registry / ai-ml / hindsight-api-slim

hindsight-api-slim

library0.7.2pypypi✓ verified 79d ago

Hindsight provides agent memory that mimics human recall by using semantic chunking and dynamic retrieval. It's designed for AI agents that need to remember context over long conversations. Current version 0.7.2, rapid release cadence.

ai-ml

pip install hindsight-api-slim

INSTALL

IMPORT

SIG · HINDSIGHT-API-SLIM

hindsight-api-slim

ai-mlpythonv0.7.2

harness data pending

Install & Compatibility

Where this runs

No compatibility data collected yet for this library.

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

Hindsight

✓ from hindsight_api import HindsightConfig

✗ from hindsight import Hindsight

Initialize Hindsight client with API key, store and retrieve memories.

import os from hindsight import Hindsight client = Hindsight(api_key=os.environ.get('HINDSIGHT_API_KEY', '')) result = client.store_memory("The user likes Python.") print("Memory stored:", result) memories = client.retrieve_memory("What does the user like?") print("Retrieved memories:", memories)

Debug

Known issues

breakingIn v0.7.x, the default embedding provider changed from 'text-embedding-ada-002' to 'text-embedding-3-small'. Existing stored embeddings may be incompatible.

fix

Set 'embedding_model' explicitly in Hindsight constructor or re-embed existing data.

affects: >=0.7.0

deprecatedThe method 'remember' has been deprecated in favor of 'retrieve_memory' since v0.6.0.

fix

Replace 'remember()' calls with 'retrieve_memory()'.

affects: >=0.6.0

gotchaAPI key is required even for local-only use due to authentication handshake. Offline mode is not supported.

fix

Obtain an API key from the Hindsight service and set it via the 'api_key' parameter or environment variable.

affects: all

gotchaMemory retrieval uses cosine similarity threshold default 0.7; low relevance results may be omitted if threshold is too high.

fix

Adjust the 'threshold' parameter in 'retrieve_memory()' between 0.0 and 1.0.

affects: all

Upgrade

Version history

0.7.2latest on PyPI · released Jun 2, 2026

Audit

Dependencies

openairequiredRequired for embedding generation

Agent activity

18 hits · last 30 days

node

Resources

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