Extract memories, better summarization, etc.

[abrookins]

No description provided.

[Copilot]

Pull Request Overview

This PR enhances memory extraction, summarization, and Redis schema support by introducing new migrations, CLI commands, and model refactoring.

• Add migrations and CLI commands (migrate_memories, rebuild_index) to update Redis schema with memory_hash, discrete_memory_extracted, and memory_type.
• Implement discrete LLM-based memory extraction and integrate memory_type filtering throughout API and models.
• Refactor model definitions into a single file, update summarization code, and modernize Docker/Compose commands to use the uv CLI.

Reviewed Changes

Copilot reviewed 29 out of 29 changed files in this pull request and generated 4 comments.

Show a summary per file

File	Description
pyproject.toml	Bump redisvl to 0.6.0 for new index-field support
docker-compose.yml	Switch service command to uv run agent-memory mcp --mode sse
agent_memory_server/utils/redis.py	Add memory_type, discrete_memory_extracted and overwrite flag for index
agent_memory_server/summarization.py	Update attribute access, add debug prints
agent_memory_server/models.py	Consolidate all Pydantic models, add memory_type and discrete_memory_extracted fields
agent_memory_server/migrations.py	New migrations for populating memory_hash, discrete_memory_extracted, memory_type
agent_memory_server/extraction.py	Introduce extract_topics_llm and extract_discrete_memories
agent_memory_server/cli.py	Add rebuild_index and migrate_memories CLI commands
agent_memory_server/client/api.py	Accept memory_type filter in search_long_term_memory
README.md	Document uv usage and new CLI commands
Dockerfile	Change default CMD to uv run agent-memory api

Comments suppressed due to low confidence (3)

agent_memory_server/migrations.py:102

• The commented-out check means existing records with discrete_memory_extracted set to "t" will be reset to "f" on re-run; re-enable or update the skip logic to make the migration truly idempotent.

#        # if extracted and extracted.decode() == "t":

agent_memory_server/migrations.py:18

• There aren’t any tests covering the new migrations; consider adding integration tests to verify that each migration runs idempotently and yields the expected Redis schema changes.

"""
Simplest possible migrations you could have.
"""

Dockerfile:31

• Ensure that the image installs the uv CLI and that the working directory is set so uv run agent-memory resolves correctly; otherwise, the container may fail to start.

CMD ["uv", "run", "agent-memory", "api"]

[Copilot]

[nitpick] Debug prints using print should be replaced with structured logging (e.g., logger.debug or logger.info) to maintain consistency and allow log-level control.

Suggested change

	print("Summarizing session")
	logger.info("Summarizing session")

[Copilot]

[nitpick] This debug output should use the project's logging framework instead of print for better observability and log management.

Suggested change

	print(f"<task> Number of messages: {num_messages}")
	logger.info(f"<task> Number of messages: {num_messages}")

[Copilot]

Consider checking for collections.abc.Mapping instead of dict to support dict subclasses and other mapping types in safe_get.

Suggested change

	if isinstance(doc, dict):
	if isinstance(doc, Mapping):

[Copilot]

[nitpick] The rebuild_index command runs without user feedback on completion; consider adding a click.echo after the async call to confirm success.

Suggested change

	click.echo("Search index rebuilt successfully.")