Skip to main content

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

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

hindsight_all-0.8.6.tar.gz (18.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

hindsight_all-0.8.6-py3-none-any.whl (12.2 kB view details)

Uploaded Python 3

File details

Details for the file hindsight_all-0.8.6.tar.gz.

File metadata

  • Download URL: hindsight_all-0.8.6.tar.gz
  • Upload date:
  • Size: 18.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for hindsight_all-0.8.6.tar.gz
Algorithm Hash digest
SHA256 190452369237a2b93446fb1f065b0dab592c9ee1357f83c564299c3f62b4eaec
MD5 d5aea9273f2a6f5464423d0d669a270f
BLAKE2b-256 123e29ba12c1e00a1c06a9f9cbe6057fff1a8e600b08c215fc5b11ea2f86a34e

See more details on using hashes here.

Provenance

The following attestation bundles were made for hindsight_all-0.8.6.tar.gz:

Publisher: release.yml on vectorize-io/hindsight

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file hindsight_all-0.8.6-py3-none-any.whl.

File metadata

  • Download URL: hindsight_all-0.8.6-py3-none-any.whl
  • Upload date:
  • Size: 12.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for hindsight_all-0.8.6-py3-none-any.whl
Algorithm Hash digest
SHA256 035996b0d2d07ed3a43d9aea1758950fbb9950e40ace23dab891c69887330f92
MD5 0f794d4b2fb0a62982edad4fc757cc5b
BLAKE2b-256 8c9b3d2e757466ab81d00bc10a47afc397603ae5cbb43948e985316188ed631f

See more details on using hashes here.

Provenance

The following attestation bundles were made for hindsight_all-0.8.6-py3-none-any.whl:

Publisher: release.yml on vectorize-io/hindsight

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

0.9.1

2 files

0.9.0

2 files

This release

0.8.6 This release

2 files

0.8.5

2 files

0.8.4

2 files

0.8.3

2 files

0.8.2

2 files

0.8.1

2 files

0.8.0

2 files

0.7.2

2 files

0.7.1

2 files

0.7.0

2 files

0.6.2

2 files

0.6.1

2 files

0.6.0

2 files

0.5.6

2 files

0.5.5

2 files

0.5.4

2 files

0.5.3

2 files

0.5.2

2 files

0.5.1

2 files

0.5.0

2 files

0.4.22

2 files

0.4.21

2 files

0.4.20

2 files

0.4.19

2 files

0.4.18

2 files

0.4.17

2 files

0.4.16

2 files

0.4.15

2 files

0.4.14

2 files

0.4.13

2 files

0.4.12

2 files

0.4.11

2 files

0.4.10

2 files

0.4.9

2 files

0.4.8

2 files

0.4.7

2 files

0.4.6

2 files

0.4.5

2 files

0.4.4

2 files

0.4.3

2 files

0.4.2

2 files

0.4.1

2 files

0.4.0

2 files

0.3.0

2 files

0.2.1

2 files

0.2.0

2 files

0.1.16

2 files

0.1.15

2 files

0.1.14

2 files

0.1.13

2 files

0.1.12

2 files

0.1.11

2 files

0.1.10

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.5

2 files

0.1.4

2 files

0.1.3

2 files

0.1.2

2 files

0.1.1

2 files

0.1.0

2 files

0.0.21

2 files

0.0.20

2 files

0.0.7

2 files

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page