hindsight-all

All-in-one package for Hindsight - Agent Memory That Works Like Human Memory

Quick Start

from hindsight import start_server, HindsightClient

# Start server with embedded PostgreSQL
server = start_server(
    llm_provider="groq",
    llm_api_key="your-api-key",
    llm_model="openai/gpt-oss-120b"
)

# Create client
client = HindsightClient(base_url=server.url)

# Store memories
client.put(agent_id="assistant", content="User prefers Python for data analysis")

# Search memories
results = client.search(agent_id="assistant", query="programming preferences")

# Generate contextual response
response = client.think(agent_id="assistant", query="What languages should I recommend?")

# Stop server when done
server.stop()

Using Context Manager

from hindsight import HindsightServer, HindsightClient

with HindsightServer(llm_provider="groq", llm_api_key="...") as server:
    client = HindsightClient(base_url=server.url)
    # ... use client ...
# Server automatically stops

Installation

pip install hindsight-all

Metadata

Release files for hindsight-all 0.9.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for hindsight-all 0.9.2
File	Size	Uploaded
hindsight_all-0.9.2.tar.gz	21.6 kB	Aug 25, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for hindsight-all 0.9.2
File	Interpreter	ABI	Platform	Reset
hindsight_all-0.9.2-py3-none-any.whl 13.7 kB Aug 25, 2026	Python 3	none	any	Details

Total release size: 35.3 kB

Release files / hindsight_all-0.9.2.tar.gz

Download URL	hindsight_all-0.9.2.tar.gz
Size	21.6 kB
Tags	Source
SHA-256 checksum How to use checksums	`38bf9298386265dd67599ef51f598131353781d6e3cbab00e53a8c82b2fd1f47`
BLAKE2b-256 checksum How to use checksums	`56e9e3f67453cd6babe4afe28b39948d6117c04a47c06137467634663836235b`
Upload date	Aug 25, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/vectorize-io/hindsight
Publishing commit: github.com/vectorize-io/hindsight/tree/ebad478240d3171bb88201ececda5e8d9883d22d

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/ebad478240d3171bb88201ececda5e8d9883d22d/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/32836669530/attempts/1

Artifact

Subject: hindsight_all-0.9.2.tar.gz
SHA-256 checksum: 38bf9298386265dd67599ef51f598131353781d6e3cbab00e53a8c82b2fd1f47 Verifying attestations

Release files / hindsight_all-0.9.2-py3-none-any.whl

Download URL	hindsight_all-0.9.2-py3-none-any.whl
Size	13.7 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`cd32e87a6859922676a52c8b6d98ae0652cedecdd3a901d29e659e521613144d`
BLAKE2b-256 checksum How to use checksums	`97d34c77e8788158db7f43f73ef96c4ebf1b212b1ae242e1c3395cafa9963e05`
Upload date	Aug 25, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/vectorize-io/hindsight
Publishing commit: github.com/vectorize-io/hindsight/tree/ebad478240d3171bb88201ececda5e8d9883d22d

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/ebad478240d3171bb88201ececda5e8d9883d22d/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/32836669530/attempts/1

Artifact

Subject: hindsight_all-0.9.2-py3-none-any.whl
SHA-256 checksum: cd32e87a6859922676a52c8b6d98ae0652cedecdd3a901d29e659e521613144d Verifying attestations