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
1 maintainer
Metadata
1 maintainer
Release files for hindsight-all 0.10.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hindsight_all-0.10.1.tar.gz | 21.8 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| hindsight_all-0.10.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 35.9 kB
Release files / hindsight_all-0.10.1.tar.gz
| Download URL | hindsight_all-0.10.1.tar.gz |
|---|---|
| Size | 21.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
59fd1c2873bfb506fc8ee828e124232c7bea712b8bf8decb8c8e40378f17dd47
|
|
BLAKE2b-256 checksum How to use checksums |
bcfcb91d1eebce9e11e9d63ecf30b33ec35c17fc548570c03d17f9a65df4f651
|
| Upload date | |
|
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.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.
Transparency logRelease files / hindsight_all-0.10.1-py3-none-any.whl
| Download URL | hindsight_all-0.10.1-py3-none-any.whl |
|---|---|
| Size | 14.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
250e31184c82985f1d6677ae398b77ed10ca6010a7355651bb67a9871d313669
|
|
BLAKE2b-256 checksum How to use checksums |
6ff9de743a7094a8cbc6565de054390fdc335c91f5fe6fe4a2338f3eef717f59
|
| Upload date | |
|
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.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.
Transparency log
