* feat(mcp): add async_processing parameter to retain tool
Add async_processing parameter (default: True) to the MCP retain tool
to allow non-blocking memory storage. When True, memories are queued
for background processing and the tool returns immediately. When False,
the tool waits for completion before returning.
This matches the async behavior available in the HTTP API.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* feat(mcp): add list_memories and reflect tools
Add two missing MCP tools to achieve feature parity with HTTP API:
- list_memories: browse memories with pagination and full-text search
(equivalent to GET /memories/list)
- reflect: LLM-based reasoning over memories with disposition awareness
(equivalent to POST /reflect)
Both tools follow the existing pattern with JSON string responses
and proper error handling.
* docs: improve CLAUDE.md with detailed architecture info
- Add memory types explanation (world, experience, opinion, observation)
- Document retain/ and search/ submodule structure
- Add commands for single test run, ruff format, ty type checking
- Note MCP server implementation in API layer
- Add optional environment variables section
- Clarify conventions (no Python files at root, npm workspaces)
* chore: add .mcp.json and .osgrep to gitignore
These are user-specific development tool configs that should not be committed.
* changes
* refactor(mcp): remove list_memories tool
The list_memories endpoint is for debugging/exploration, not agent use.
Agents should use recall for semantic search instead.
Feedback from maintainer: "this tool is misleading for the agent,
it should use recall, the list method is mostly for debugging and
exploration, not for real usage"
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* refactor(mcp): remove list_banks and create_bank tools
These admin/orchestration tools are not needed for typical agent usage.
Agents work with a single configured bank via X-Bank-Id header.
MCP now exposes only core memory operations:
- retain: store memories
- recall: semantic search
- reflect: LLM reasoning over memories
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
---------
Co-authored-by: Anton Evseev <a.evseev@xsolla.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
* feat(mcp): Add multi-bank access and new MCP tools
Enables orchestrator agents to access multiple memory banks from a
single MCP connection, with new tools for bank management.
## New MCP Tools
- `reflect` - Thoughtful analysis using bank's personality and memories
- `list_banks` - Discover all available memory banks
- `create_bank` - Create new banks programmatically
## Multi-Bank Access
- Added optional `bank_id` parameter to `retain`, `recall`, `reflect`
- Allows cross-bank operations from a single MCP session
- Defaults to session bank if not specified
## Claude Code Compatibility
- Enabled `stateless_http=True` for proper Claude Code integration
- Responses now include `bank_id` for transparency
## Documentation
- Added docker-compose.example.yml with env var substitution
- Added HINDSIGHT-DOCKER.md setup guide with volume persistence docs
- Updated .gitignore to exclude local docker-compose.yml
## Use Case
Orchestrator agents can now:
- Maintain a private meta-orchestration bank
- Access shared project knowledge banks
- Query across banks for cross-context insights
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Address PR review feedback: remove docker files, improve reflect description
- Remove HINDSIGHT-DOCKER.md and docker-compose.example.yml per reviewer request
- Improve reflect tool description with clearer guidance for AI agents:
- Added "WHEN TO USE THIS TOOL" section
- Added "EXAMPLES OF GOOD QUERIES" with concrete use cases
- Added "HOW IT DIFFERS FROM RECALL" to clarify when to use each tool
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
---------
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
* bump pg0 0.11.x and improve documentation
* bump pg0 0.11.x and improve documentation
* bump pg0 0.11.x and improve documentation
* ci: test notebooks on ci
* ci: test notebooks on ci
* rm llms-full from repo
* formatting
* formatting
* change the package to workspace concept
* add provider name and change default model
* add the node_modules to git ignore
* change the npm runs to use workspace
* fix the start scripts to use the workspace
* update the uv.lock
* updated instructions
* update the docker build to use the npm workspace
* Update package-lock.json after merge to sync workspace dependencies
* fix merge conflict
