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 1.0.0

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 1.0.0
File	Size	Uploaded
hindsight_all-1.0.0.tar.gz	21.9 kB	Oct 13, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for hindsight-all 1.0.0
File	Interpreter	ABI	Platform	Reset
hindsight_all-1.0.0-py3-none-any.whl 14.0 kB Oct 13, 2026	Python 3	none	any	Details

Total release size: 35.9 kB

Release files / hindsight_all-1.0.0.tar.gz

Download URL	hindsight_all-1.0.0.tar.gz
Size	21.9 kB
Tags	Source
SHA-256 checksum How to use checksums	`96dbea4ab5714af0fbb851848e26422bb4ae76d352e8c1b8f7e15175224f79c3`
BLAKE2b-256 checksum How to use checksums	`e12c061c0e28da228b10d4d99ffdc3021263ac604b42f0b3e0f925d3f0e859b9`
Upload date	Oct 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/vectorize-io/hindsight
Publishing commit: github.com/vectorize-io/hindsight/tree/39c65ffe2f140d0c84cee58566cad8900c5b9908

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/39c65ffe2f140d0c84cee58566cad8900c5b9908/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/38407699722/attempts/1

Artifact

Subject: hindsight_all-1.0.0.tar.gz
SHA-256 checksum: 96dbea4ab5714af0fbb851848e26422bb4ae76d352e8c1b8f7e15175224f79c3 Verifying attestations

Release files / hindsight_all-1.0.0-py3-none-any.whl

Download URL	hindsight_all-1.0.0-py3-none-any.whl
Size	14.0 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`475f768726343d717eef68c90fe5655d43267f29eb5597936555c3c6181ede2f`
BLAKE2b-256 checksum How to use checksums	`c920c5f244a78158b7d1cb5a1ed61267422f9d09cdfa7852dcca90c6f516f654`
Upload date	Oct 13, 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/39c65ffe2f140d0c84cee58566cad8900c5b9908

Workflow

Publishing configuration: github.com/vectorize-io/hindsight/blob/39c65ffe2f140d0c84cee58566cad8900c5b9908/.github/workflows/release.yml
Publishing logs: github.com/vectorize-io/hindsight/actions/runs/38407699722/attempts/1

Artifact

Subject: hindsight_all-1.0.0-py3-none-any.whl
SHA-256 checksum: 475f768726343d717eef68c90fe5655d43267f29eb5597936555c3c6181ede2f Verifying attestations