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 0.10.0

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-slim 0.10.0
File	Size	Uploaded
hindsight_all_slim-0.10.0.tar.gz	2.5 kB	Sep 14, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for hindsight-all-slim 0.10.0
File	Interpreter	ABI	Platform	Reset
hindsight_all_slim-0.10.0-py3-none-any.whl 2.6 kB Sep 14, 2026	Python 3	none	any	Details

Total release size: 5.1 kB

Release files / hindsight_all_slim-0.10.0.tar.gz

Download URL	hindsight_all_slim-0.10.0.tar.gz
Size	2.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`00738bcac06034a3f1d734f0bec58f35852f55e6e1c4904cb17e6cda1d4ca3ef`
BLAKE2b-256 checksum How to use checksums	`98634f74dbf0869d18e4afacda5c14603ec4606a26eda02bc03a3175c178b00c`
Upload date	Sep 14, 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/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_slim-0.10.0.tar.gz
SHA-256 checksum: 00738bcac06034a3f1d734f0bec58f35852f55e6e1c4904cb17e6cda1d4ca3ef Verifying attestations

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

Download URL	hindsight_all_slim-0.10.0-py3-none-any.whl
Size	2.6 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`9f5eb916933abf65713f33d5cc64ce0bc99fe3371eeb76e983add3621b72fae1`
BLAKE2b-256 checksum How to use checksums	`095a814330e400ec818f98677fbb9626a77d95b11ec5717cf529dfe044c1897d`
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_slim-0.10.0-py3-none-any.whl
SHA-256 checksum: 9f5eb916933abf65713f33d5cc64ce0bc99fe3371eeb76e983add3621b72fae1 Verifying attestations