@git-fabric/aiana
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| QDRANT_URL | Yes | Qdrant Cloud base URL (e.g. https://xxx.us-west-1-0.aws.cloud.qdrant.io:6333) | |
| OPENAI_API_KEY | Yes | OpenAI API key for text-embedding-3-small embeddings | |
| QDRANT_API_KEY | Yes | Qdrant Cloud API key |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| aiana_memory_searchC | Semantic search over stored memories. Returns memories ranked by relevance to the query. |
| aiana_memory_addA | Store a new memory. Content is automatically scrubbed for secrets before embedding and storage. |
| aiana_memory_recallA | 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_deleteC | Permanently delete a memory by its ID. |
| aiana_memory_exportA | Export all stored memories as an array of memory records (JSONL-compatible). Optionally filter by project. |
| aiana_memory_importA | Import memories from a previously exported array of memory records. Duplicate IDs are overwritten. |
| aiana_session_listB | List sessions grouped by project. Sessions are derived from memories that share a sessionId. Returns sessions sorted by most-recent activity. |
| aiana_preference_addB | Store a user preference as a memory with type=preference. Preferences are searchable and recallable like any other memory. |
| aiana_memory_feedbackB | Record feedback on a recalled memory to improve future relevance. Rating: 1=helpful, 0=neutral, -1=not helpful. |
| aiana_statusB | Return collection stats: total memory count, memories per project, embedding model, and collection name. |
| aiana_healthA | Ping Qdrant Cloud and return connection status and latency. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
TDQS
Scored across 11 tools
Each tool has a clearly distinct purpose with no overlap: health check, memory CRUD operations, feedback, import/export, recall, search, preference management, session listing, and status reporting. The descriptions make it unambiguous which tool to use for each task.
All tools follow a consistent 'aiana_' prefix with descriptive snake_case naming (e.g., aiana_memory_add, aiana_session_list). The pattern is uniform across all 11 tools, making them predictable and easy to understand.
With 11 tools, this server is well-scoped for its memory management domain. It covers essential operations like add, delete, recall, search, import/export, and status checks without being overwhelming or sparse.
The toolset provides complete coverage for memory lifecycle management: creation (add), retrieval (recall, search), update (feedback, preference_add), deletion, import/export, and monitoring (health, status). No obvious gaps exist for the stated purpose.