Save a memory to the shared team knowledge base.

Use this to store architecture decisions, patterns, bugs, conventions, or any context useful for team members and AI agents.

Args: content: The memory content to save author: Who is saving this (developer name/email) tags: Categorization tags (e.g. ["auth", "frontend", "decision"]) file_path: Related file path if applicable memory_type: Type: general, decision, bug, pattern, onboarding

Search team memories by semantic similarity.

Use this to find relevant context, decisions, patterns, or conventions that team members have previously documented.

Args: query: Natural language search query top_k: Maximum number of results (default 5) tag: Filter by specific tag author: Filter by specific author

List recent memories from the project.

Args: limit: Maximum number of memories to return (default 20) tag: Filter by tag author: Filter by author memory_type: Filter by type (general, decision, bug, pattern, onboarding)

Delete a specific memory by its ID.

Args: memory_id: UUID of the memory to delete

Update an existing memory. Re-embeds automatically if content changes.

Args: memory_id: UUID of the memory to update content: New content (triggers re-embedding if changed) tags: New tags (replaces existing) file_path: New file path memory_type: New memory type

Get a summary of the project's shared knowledge base.

Use this when onboarding to a project or when you need an overview of what the team has documented so far.

Get a single memory by its UUID.

Args: memory_id: UUID of the memory to retrieve

List all unique tags used in this project with their usage counts.

List all contributors who have saved memories in this project.

Find all memories related to a specific file path.

Args: file_path: File path to search for (substring match, case-insensitive) limit: Maximum number of results (default 20)

Save multiple memories at once.

Args: memories: List of memory objects with 'content' (required) and optional 'author', 'tags', 'file_path', 'memory_type'

Find memories semantically similar to an existing memory.

Args: memory_id: UUID of the source memory top_k: Maximum number of similar memories (default 5)

Create a new project. Returns the generated token.

Args: name: Display name for the project description: Optional project description admin_token: Admin authentication token

List all registered projects. Requires admin token.

Args: admin_token: Admin authentication token