fleet-memory/hindsight-docs/examples/api
DK09876 1d4879a206
feat(litellm): async retain, reflect support, and API cleanup (#167)
* feat(litellm): async retain with sync option, fix client session cleanup

- Add sync parameter to retain() for blocking vs background operation
- Default to async retain (sync=False) for better performance
- Add get_pending_retain_errors() to check async failures
- Fix "Unclosed client session" warnings by properly closing clients
- Fix "Timeout context manager" asyncio errors by creating fresh clients
- Each API call now creates and closes its own client (aiohttp limitation)
- Add _get_client() and _close_client() helpers for consistent handling
- Update recall(), reflect(), _retain_sync() and _inject_memories()

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* feat(litellm): add reflect support and require explicit hindsight_query

- Make hindsight_query required when inject_memories=True to enforce
  intentional memory queries (no automatic last-user-message fallback)
- Add reflect_context parameter for shaping LLM reasoning in reflect
- Add reflect_response_schema for structured JSON output from reflect
- Add _reflect_sync() and _reflect_async() methods in callbacks
- Update wrappers.py to support response_schema in reflect/areflect

This improves the developer experience by making memory injection
explicit and adds full reflect API support through the integration.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* feat(litellm): rename recall_budget to budget, add per-call reflect context

- Rename `recall_budget` parameter to `budget` for consistency with API
- Add `hindsight_reflect_context` kwarg for per-call reflect context override
- Fix reflect() to not pass None values for optional parameters

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* docs(litellm): update README for new API structure and features

- Document configure() vs set_defaults() separation
- Add hindsight_query requirement when inject_memories=True
- Document async retain (sync=False default) and get_pending_retain_errors()
- Add hindsight_reflect_context per-call override documentation
- Document budget parameter (renamed from recall_budget)
- Add reflect_context and reflect_response_schema options
- Update all code examples to use new API structure
- Add new functions to API Reference table

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* test(litellm): update tests for new configure/set_defaults API

- Update tests to use separate configure() and set_defaults() calls
- Fix test assertions to check config vs defaults appropriately
- Add tests for legacy parameter backwards compatibility
- Add new TestSetDefaults test class
- Fix _format_memories test call signature (settings, config order)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* feat: add set_bank_mission(), deprecate set_bank_background()

- Add mission parameter to hindsight_client.create_bank()
- Add set_bank_mission() function to hindsight_litellm
- Deprecate set_bank_background() with DeprecationWarning
- Update _create_or_update_bank() to support mission parameter
- Update README and docstrings to document the new API

The 'background' field has been deprecated in the Hindsight API in favor
of 'mission' which is used for mental model generation.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Remove deprecated background parameter and legacy configure() parameters

- Remove set_bank_background() in favor of set_bank_mission()
- Remove background parameter from _create_or_update_bank()
- Remove background parameter from hindsight_client.create_bank()
- Remove legacy parameters from configure() (bank_id, document_id, budget, etc.)
- These have been replaced by the set_defaults() API
- Remove legacy test cases for deprecated parameters

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* fix: update tests and docs to use mission instead of background

The create_bank() parameter was renamed from background to mission.
Update all tests and doc examples to use the new parameter name.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: Nicolò Boschi <boschi1997@gmail.com>
2026-01-26 10:07:32 +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 ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
memory-banks.py feat(litellm): async retain, reflect support, and API cleanup (#167) 2026-01-26 10:07:32 +01:00
opinions.mjs ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
opinions.py ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
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 Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
recall.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
recall.py doc: refinement for 0.3.0 new features (#159) 2026-01-16 11:16:52 +01:00
recall.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
reflect.mjs ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
reflect.py feat(litellm): async retain, reflect support, and API cleanup (#167) 2026-01-26 10:07:32 +01:00
reflect.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
retain.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
retain.py doc: refinement for 0.3.0 new features (#159) 2026-01-16 11:16:52 +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
opinions.py opinions.md Opinion management 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).

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).