Skip to main content

Hindsight: Agent Memory That Works Like Human Memory - All-in-One Bundle

Project description

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

Project details


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-0.5.6.tar.gz (18.0 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-0.5.6-py3-none-any.whl (12.2 kB view details)

Uploaded Python 3

File details

Details for the file hindsight_all-0.5.6.tar.gz.

File metadata

  • Download URL: hindsight_all-0.5.6.tar.gz
  • Upload date:
  • Size: 18.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for hindsight_all-0.5.6.tar.gz
Algorithm Hash digest
SHA256 8437636f92ec4bb2b40fd3118ee351eef55a317919533cccf4aa872eb7de0886
MD5 4b4964e501834acad6f857ab3c1fc68c
BLAKE2b-256 d562f2ce66b3b9bb8a5d168c13f4bb880123bf58f58cc2be36d36c1ea2826969

See more details on using hashes here.

Provenance

The following attestation bundles were made for hindsight_all-0.5.6.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-0.5.6-py3-none-any.whl.

File metadata

  • Download URL: hindsight_all-0.5.6-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/3.13.12

File hashes

Hashes for hindsight_all-0.5.6-py3-none-any.whl
Algorithm Hash digest
SHA256 a6fbea69183af56d1eb2dca1bc122f7d768340e36a1429cce43d853e7e368842
MD5 ee00f2e385d1e526929c32017a76d739
BLAKE2b-256 e81519f2ad56dc9ceff5dcb57cef30886127f70238d071a8b3591cc53aa26c63

See more details on using hashes here.

Provenance

The following attestation bundles were made for hindsight_all-0.5.6-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.

Supported by

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