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Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
QDRANT_URLYesQdrant Cloud base URL (e.g. https://xxx.us-west-1-0.aws.cloud.qdrant.io:6333)
OPENAI_API_KEYYesOpenAI API key for text-embedding-3-small embeddings
QDRANT_API_KEYYesQdrant Cloud API key

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
aiana_memory_search

Semantic search over stored memories. Returns memories ranked by relevance to the query.

aiana_memory_add

Store a new memory. Content is automatically scrubbed for secrets before embedding and storage.

aiana_memory_recall

Recall the most relevant memories for a project. Uses the project name as a semantic seed and returns the top-N most relevant memories scoped to that project.

aiana_memory_delete

Permanently delete a memory by its ID.

aiana_memory_export

Export all stored memories as an array of memory records (JSONL-compatible). Optionally filter by project.

aiana_memory_import

Import memories from a previously exported array of memory records. Duplicate IDs are overwritten.

aiana_session_list

List sessions grouped by project. Sessions are derived from memories that share a sessionId. Returns sessions sorted by most-recent activity.

aiana_preference_add

Store a user preference as a memory with type=preference. Preferences are searchable and recallable like any other memory.

aiana_memory_feedback

Record feedback on a recalled memory to improve future relevance. Rating: 1=helpful, 0=neutral, -1=not helpful.

aiana_status

Return collection stats: total memory count, memories per project, embedding model, and collection name.

aiana_health

Ping Qdrant Cloud and return connection status and latency.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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