fleet-memory/hindsight-docs/examples/api
Nicolò Boschi 5b52a84fff
chore: internal renames (#204)
This commit renames the terminology across the entire codebase:
- "mental models" (fact_type='mental_model' in memory_units) → "observations"
- "reflections" table (stored reflect responses) → "mental_models"

Changes include:
- Database migration to rename tables, indexes, and constraints
- API endpoints: /reflections → /mental-models, /mental-models → /observations
- Config: ENABLE_MENTAL_MODELS → ENABLE_OBSERVATIONS
- Response models and Pydantic classes
- Reflect agent tools and prompts
- Control plane UI and routes
- Documentation and examples
- Regenerated OpenAPI spec and client SDKs (Python, TypeScript)
- Rust CLI: reflection commands → mental-model commands
- LiteLLM: updated fact_types documentation
2026-01-27 09:53:28 +01:00
..
legacy doc: mental models (#199) 2026-01-26 14:27:08 +01:00
cli-reference.sh ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
documents.mjs feat(misc): update clients types, test coverage, improve /health endpoint and add changelog (#70) 2025-12-23 12:49:31 +01:00
documents.py feat(misc): update clients types, test coverage, improve /health endpoint and add changelog (#70) 2025-12-23 12:49:31 +01:00
main-methods.mjs ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
main-methods.py ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
memory-banks.mjs doc: mental models (#199) 2026-01-26 14:27:08 +01:00
memory-banks.py doc: mental models (#199) 2026-01-26 14:27:08 +01:00
mental-models.py chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
quickstart.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
quickstart.py Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
quickstart.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
README.md doc: mental models (#199) 2026-01-26 14:27:08 +01:00
recall.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
recall.py chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
recall.sh chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
reflect.mjs chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
reflect.py doc: mental models (#199) 2026-01-26 14:27:08 +01:00
reflect.sh chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
retain.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
retain.py doc: mental models (#199) 2026-01-26 14:27:08 +01:00
retain.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00

API Documentation Examples

This directory contains runnable example scripts that serve as the source of truth for code samples in the documentation.

How It Works

  1. Scripts are runnable - Each file can be executed as a smoke test
  2. Markers define sections - Code between # [docs:section-name] and # [/docs:section-name] markers is extracted
  3. Docs import at build time - MDX files use raw-loader to import scripts, then CodeSnippet extracts marked sections

File Structure

File Documentation Description
quickstart.py/mjs/sh quickstart.md Getting started examples
retain.py/mjs/sh retain.md Memory ingestion examples
recall.py/mjs/sh recall.md Memory retrieval examples
reflect.py/mjs/sh reflect.md AI reflection examples
memory-banks.py/mjs memory-banks.md Bank management examples
documents.py/mjs documents.md Document CRUD examples
reflections.py reflections.md Reflections CRUD examples
main-methods.py main-methods.md Core method examples
cli-reference.sh cli.md CLI command examples

Running Examples

# Run all Python examples
for f in *.py; do python "$f"; done

# Run all Node.js examples
for f in *.mjs; do node "$f"; done

# Run all CLI examples
for f in *.sh; do bash "$f"; done

Requires a running Hindsight server at http://localhost:8888 (or set HINDSIGHT_API_URL).

Legacy Examples

The legacy/ folder contains deprecated example files kept only for backward compatibility with older documentation versions. These files are not runnable and are skipped by CI tests.

What's NOT Covered

1. OpenAPI Auto-Generated Docs (/api-reference/*)

These pages are generated directly from the OpenAPI specification. The spec itself is the source of truth, and the generated docs reflect it automatically. No manual code examples to validate.

2. Interactive CLI Commands

Command Reason
hindsight configure Requires interactive user input (prompts for API URL, credentials)
hindsight configure --show Displays sensitive configuration, not suitable for automated tests

3. Installation/Setup Instructions

Documentation sections covering pip install, npm install, or system setup are instructions, not executable code samples. These are validated by the CI environment setup itself.

4. Error Handling Examples

Some docs show error responses (e.g., "what happens when bank doesn't exist"). These require intentionally broken states that would fail smoke tests. Error behavior is covered by unit tests instead.

Adding New Examples

  1. Create or edit the appropriate script file
  2. Add markers around the new code section:
    # [docs:my-new-section]
    client.some_method(...)
    # [/docs:my-new-section]
    
  3. Reference in the MDX file:
    import myScript from '!!raw-loader!@site/examples/api/my-script.py';
    <CodeSnippet code={myScript} section="my-new-section" language="python" />
    
  4. Run the script locally to verify it works

Marker Format

  • Python/Bash: # [docs:section-name] / # [/docs:section-name]
  • JavaScript: // [docs:section-name] / // [/docs:section-name]

Section names should be kebab-case and descriptive (e.g., retain-with-context, recall-basic).