--- sidebar_position: 1 --- # Quick Start Get up and running with Hindsight in 60 seconds. import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; :::tip Prerequisites Make sure you've [installed Hindsight](./installation) and configured your LLM provider. ::: ## Basic Usage ### With All-in-One Package ```python import os from hindsight import HindsightServer, HindsightClient # Start embedded server (PostgreSQL + HTTP API) with HindsightServer( llm_provider="openai", llm_model="gpt-4o-mini", llm_api_key=os.environ["OPENAI_API_KEY"] ) as server: client = HindsightClient(base_url=server.url) # Retain: Store information client.retain(bank_id="my-bank", content="Alice works at Google as a software engineer") client.retain(bank_id="my-bank", content="Bob prefers Python over JavaScript") # Recall: Search memories results = client.recall(bank_id="my-bank", query="What does Alice do?") for r in results: print(r["text"]) # Reflect: Generate personality-aware response response = client.reflect(bank_id="my-bank", query="Tell me about Alice") print(response["text"]) ``` ### With Client Only ```python from hindsight_client import Hindsight client = Hindsight(base_url="http://localhost:8888") # Retain: Store information client.retain(bank_id="my-bank", content="Alice works at Google as a software engineer") # Recall: Search memories results = client.recall(bank_id="my-bank", query="What does Alice do?") # Reflect: Generate response response = client.reflect(bank_id="my-bank", query="Tell me about Alice") print(response["text"]) ``` ```javascript const { HindsightClient } = require('@hindsight/client'); const client = new HindsightClient({ baseUrl: 'http://localhost:8888' }); // Retain: Store information await client.retain({ bankId: 'my-bank', content: 'Alice works at Google as a software engineer' }); // Recall: Search memories const results = await client.recall({ bankId: 'my-bank', query: 'What does Alice do?' }); // Reflect: Generate response const response = await client.reflect({ bankId: 'my-bank', query: 'Tell me about Alice' }); console.log(response.text); ``` ```bash # Retain: Store information hindsight retain my-bank "Alice works at Google as a software engineer" # Recall: Search memories hindsight recall my-bank "What does Alice do?" # Reflect: Generate response hindsight reflect my-bank "Tell me about Alice" ``` ## What's Happening **Retain** → Content is processed, facts are extracted, entities are identified and linked in a knowledge graph **Recall** → Four search strategies (semantic, keyword, graph, temporal) run in parallel to find relevant memories **Reflect** → Retrieved memories are used to generate a personality-aware response with formed opinions ## Next Steps - [**Retain**](./retain) — Advanced options for storing memories - [**Recall**](./recall) — Search and retrieval strategies - [**Reflect**](./reflect) — Personality-aware reasoning - [**Memory Banks**](./memory-banks) — Configure personality and background - [**Server Options**](/developer/installation) — Production deployment