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 0.10.0

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 0.10.0
File	Size	Uploaded
hindsight_all-0.10.0.tar.gz	21.8 kB	Sep 14, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for hindsight-all 0.10.0
File	Interpreter	ABI	Platform	Reset
hindsight_all-0.10.0-py3-none-any.whl 14.0 kB Sep 14, 2026	Python 3	none	any	Details

Total release size: 35.9 kB

Release files / hindsight_all-0.10.0.tar.gz

Download URL	hindsight_all-0.10.0.tar.gz
Size	21.8 kB
Tags	Source
SHA-256 checksum How to use checksums	`7bb75dc6610b1256fb971883ff2897a42e4dcb72e2e91844fd35eb1bd3ab057a`
BLAKE2b-256 checksum How to use checksums	`e591bd4972e177a0cf353a18d29c72004ae9f52d9a293641e099680ca3e7d68a`
Upload date	Sep 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/vectorize-io/hindsight
Publishing commit: github.com/vectorize-io/hindsight/tree/5d46f9c8c8eb4fb96f549aa63abe1191b82a7840

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/5d46f9c8c8eb4fb96f549aa63abe1191b82a7840/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/34834771639/attempts/1

Artifact

Subject: hindsight_all-0.10.0.tar.gz
SHA-256 checksum: 7bb75dc6610b1256fb971883ff2897a42e4dcb72e2e91844fd35eb1bd3ab057a Verifying attestations

Release files / hindsight_all-0.10.0-py3-none-any.whl

Download URL	hindsight_all-0.10.0-py3-none-any.whl
Size	14.0 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`adcf529524c22dc13ebe0c788c9dbfcaf3e489c476c958677e50be2cce42a560`
BLAKE2b-256 checksum How to use checksums	`65c67ba85d8886f3a95b03af3e46fcfa0a0c6d3c2903a79543fa998ca96893c1`
Upload date	Sep 14, 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/5d46f9c8c8eb4fb96f549aa63abe1191b82a7840

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/5d46f9c8c8eb4fb96f549aa63abe1191b82a7840/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/34834771639/attempts/1

Artifact

Subject: hindsight_all-0.10.0-py3-none-any.whl
SHA-256 checksum: adcf529524c22dc13ebe0c788c9dbfcaf3e489c476c958677e50be2cce42a560 Verifying attestations