fleet-memory/hindsight-docs/docs/sdks/cli.md
Nicolò Boschi 90e370ef35
fix: misc fixes for observations and mental models (#209)
* fix: misc fixes for observations and mental models

* feat: improve graph retrieval for observations

- Update LinkExpansionRetriever to traverse through source_memory_ids
  for observation entity connections (avoiding data duplication)
- Remove entity link copy from world facts to observations in consolidator
- Add tests for link expansion graph retrieval
- Add directives_applied field to ReflectResult
- Include user's other changes (CLI, docs, client updates)

* fix: CI test failures

- Add mental_model_id parameter to create_mental_model function
- Fix ToolCallTrace not including reason field from ToolCall
- Improve test_link_expansion_observation_graph_retrieval to wait for consolidation with retry

* chore: reduce link expansion log verbosity

* Revert "chore: reduce link expansion log verbosity"

This reverts commit 3ce759391cead1012157785fa78fef16ef9bfe3b.

* feat: add semantic/temporal/entity links as fallback in graph retrieval

- Add fallback query for semantic, temporal, and entity links from memory_links
- Check both directions (outgoing and incoming links)
- Weight fallback results at 0.5x to prioritize entity links via unit_entities
- Fixes graph retrieval returning 0 when data has cross-cluster temporal connections

* fix: enable observations fixture for link expansion test

- Add enable_observations fixture to ensure observations are created
- Increase wait time from 10 to 30 seconds for CI reliability
2026-01-27 15:37:57 +01:00

5.4 KiB

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CLI Reference

The Hindsight CLI provides command-line access to memory operations and bank management. All commands follow the OpenAPI specification, so you can use --help on any command to see all available options.

Installation

curl -fsSL https://hindsight.vectorize.io/get-cli | bash

Configuration

Configure the API URL:

# Interactive configuration
hindsight configure

# Or set directly
hindsight configure --api-url http://localhost:8888

# With API key for authentication
hindsight configure --api-url http://localhost:8888 --api-key your-api-key

# Or use environment variables (highest priority)
export HINDSIGHT_API_URL=http://localhost:8888
export HINDSIGHT_API_KEY=your-api-key

Core Commands

Retain (Store Memory)

Store a single memory:

hindsight memory retain <bank_id> "Alice works at Google as a software engineer"

# With context
hindsight memory retain <bank_id> "Bob loves hiking" --context "hobby discussion"

# Queue for background processing
hindsight memory retain <bank_id> "Meeting notes" --async

Retain Files

Bulk import from files:

# Single file
hindsight memory retain-files <bank_id> notes.txt

# Directory (recursive by default)
hindsight memory retain-files <bank_id> ./documents/

# With context
hindsight memory retain-files <bank_id> meeting-notes.txt --context "team meeting"

# Background processing
hindsight memory retain-files <bank_id> ./data/ --async

Search memories using semantic similarity:

hindsight memory recall <bank_id> "What does Alice do?"

# With options
hindsight memory recall <bank_id> "hiking recommendations" \
  --budget high \
  --max-tokens 8192

# Filter by fact type
hindsight memory recall <bank_id> "query" --fact-type world,observation

# Show trace information
hindsight memory recall <bank_id> "query" --trace

Reflect (Generate Response)

Generate a response using memories and bank disposition:

hindsight memory reflect <bank_id> "What do you know about Alice?"

# With additional context
hindsight memory reflect <bank_id> "Should I learn Python?" --context "career advice"

# Higher budget for complex questions
hindsight memory reflect <bank_id> "Summarize my week" --budget high

Bank Management

List Banks

hindsight bank list

View Disposition

hindsight bank disposition <bank_id>

View Statistics

hindsight bank stats <bank_id>

Set Bank Name

hindsight bank name <bank_id> "My Assistant"

Set Mission

hindsight bank mission <bank_id> "I am a helpful AI assistant interested in technology"

Document Management

# List documents
hindsight document list <bank_id>

# Get document details
hindsight document get <bank_id> <document_id>

# Delete document and its memories
hindsight document delete <bank_id> <document_id>

Entity Management

# List entities
hindsight entity list <bank_id>

# Get entity details
hindsight entity get <bank_id> <entity_id>

Output Formats

# Pretty (default)
hindsight memory recall <bank_id> "query"

# JSON
hindsight memory recall <bank_id> "query" -o json

# YAML
hindsight memory recall <bank_id> "query" -o yaml

Global Options

Flag Description
-v, --verbose Show detailed output including request/response
-o, --output <format> Output format: pretty, json, yaml
--help Show help
--version Show version

Control Plane UI

Launch the web-based Control Plane UI directly from the CLI:

hindsight ui

This runs the Control Plane locally on port 9999 using the API URL from your configuration. The UI provides:

  • Memory bank management — Browse and manage all your banks
  • Entity explorer — Visualize the knowledge graph
  • Query testing — Interactive recall and reflect testing
  • Operation history — View ingestion and processing logs

:::tip The UI command requires Node.js to be installed. It automatically downloads and runs the @vectorize-io/hindsight-control-plane package via npx. :::

Interactive Explorer

Launch the TUI explorer for visual navigation of your memory banks:

hindsight explore

The explorer provides an interactive terminal interface to:

  • Browse memory banks — View all banks and their statistics
  • Search memories — Run recall queries with real-time results
  • Inspect entities — Explore the knowledge graph and entity relationships
  • View facts — Browse world facts, experiences, and observations
  • Navigate documents — See source documents and their extracted memories

Keyboard Shortcuts

Key Action
↑/↓ Navigate items
Enter Select / Expand
Tab Switch panels
/ Search
q Quit

Example Workflow

# Configure API URL
hindsight configure --api-url http://localhost:8888

# Store some memories
hindsight memory retain demo "Alice works at Google"
hindsight memory retain demo "Bob is a data scientist"
hindsight memory retain demo "Alice and Bob are colleagues"

# Search memories
hindsight memory recall demo "Who works with Alice?"

# Generate a response
hindsight memory reflect demo "What do you know about the team?"

# Check bank disposition
hindsight bank disposition demo