hindsight-all

All-in-one package for Hindsight - Agent Memory That Learns

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-slim 0.10.3

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-slim 0.10.3
File	Size	Uploaded
hindsight_all_slim-0.10.3.tar.gz	2.5 kB	Oct 8, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for hindsight-all-slim 0.10.3
File	Interpreter	ABI	Platform	Reset
hindsight_all_slim-0.10.3-py3-none-any.whl 2.6 kB Oct 8, 2026	Python 3	none	any	Details

Total release size: 5.1 kB

Release files / hindsight_all_slim-0.10.3.tar.gz

Download URL	hindsight_all_slim-0.10.3.tar.gz
Size	2.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`d6fadca81afc2664bbbfc0c67e7ae9904afadb1825df50ffdecf88ae9cc75cfe`
BLAKE2b-256 checksum How to use checksums	`7916b39773344a561b990aacc124e9be6507338a94bfced5cd26d54f1e2be8e9`
Upload date	Oct 8, 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/eb6df499d35300e5b2f3f029b2e6adda04ed90f8

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/eb6df499d35300e5b2f3f029b2e6adda04ed90f8/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/37800640790/attempts/1

Artifact

Subject: hindsight_all_slim-0.10.3.tar.gz
SHA-256 checksum: d6fadca81afc2664bbbfc0c67e7ae9904afadb1825df50ffdecf88ae9cc75cfe Verifying attestations

Release files / hindsight_all_slim-0.10.3-py3-none-any.whl

Download URL	hindsight_all_slim-0.10.3-py3-none-any.whl
Size	2.6 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`e51096b90538479b3cce1eb82f0720ee0f8022d06f22d491e7619b8744c37f00`
BLAKE2b-256 checksum How to use checksums	`c3c490d70e2d4682307a4b5714ca7e0be48f898a1cb489eb0bc129096f48c5a2`
Upload date	Oct 8, 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/eb6df499d35300e5b2f3f029b2e6adda04ed90f8

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/eb6df499d35300e5b2f3f029b2e6adda04ed90f8/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/37800640790/attempts/1

Artifact

Subject: hindsight_all_slim-0.10.3-py3-none-any.whl
SHA-256 checksum: e51096b90538479b3cce1eb82f0720ee0f8022d06f22d491e7619b8744c37f00 Verifying attestations