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kalairos
Durable, private, time-aware memory engine for long-running AI agents
Tools
13
GitHub stars
1
Installs / wk
18
Licence
MIT
Transport
stdio
Last checked
never
Tools & capabilities
13 toolsRead from the published package source — this server runs locally, so there is no endpoint to query. Names are taken from the code, not observed at runtime, and descriptions are often absent.
kalairos_batch_store
from source
Store multiple memories in a single call. Deduplication and version detection apply to each item. Returns array of entity IDs. Store multiple memories in a single call. Deduplication and version detection apply to each item. Returns array of entity IDs.
kalairos_consolidate
from source
Merge duplicate or near-duplicate memories. Returns counts of consolidated, removed, and preserved entities. Merge duplicate or near-duplicate memories. Returns counts of consolidated, removed, and preserved entities.
kalairos_delete
from source
Soft-delete a memory. The entity is marked as deleted but retained for audit purposes. Use kalairos_recall to verify it no longer appears in results. Soft-delete a memory. The entity is marked as deleted but retained for audit purposes. Use kalairos_recall to verify it no longer appears in results.
kalairos_export
from source
Export all memories as structured Markdown. Useful for backup, inspection, or sharing. Export all memories as structured Markdown. Useful for backup, inspection, or sharing.
kalairos_extract_facts
from source
Extract discrete facts from raw text (e.g. meeting notes, paragraphs) and store each as a separate memory. Requires factExtractFn to be configured. Extract discrete facts from raw text (e.g. meeting notes, paragraphs) and store each as a separate memory. Requires factExtractFn to be configured.
kalairos_get
from source
Retrieve a specific memory by its stable ID. Returns full entity including metadata, tags, provenance, and version count. Retrieve a specific memory by its stable ID. Returns full entity including metadata, tags, provenance, and version count.
kalairos_graph
from source
Get the knowledge graph of relationships between memories. Returns nodes, edges, and breakdowns by type/workspace. Get the knowledge graph of relationships between memories. Returns nodes, edges, and breakdowns by type/workspace.
kalairos_history
from source
Get the full version history for a memory. Shows how it changed over time, including diffs, contradiction flags, and provenance per version. Get the full version history for a memory. Shows how it changed over time, including diffs, contradiction flags, and provenance per version.
kalairos_list
from source
List stored memories with pagination and optional filters. Returns entity summaries sorted by most recently updated. List stored memories with pagination and optional filters. Returns entity summaries sorted by most recently updated.
kalairos_recall
from source
Search memories by semantic similarity. Returns ranked results with scores, provenance, and version info. Supports time-travel via asOf and token-budgeted packing via maxTokens. Search memories by semantic similarity. Returns ranked results with scores, provenance, and version info. Supports time-travel via asOf and token-budgeted packing via maxTokens.
kalairos_remember
from source
Store a memory. If similar content already exists, it is updated in-place (version history preserved). Returns the stable entity ID. Store a memory. If similar content already exists, it is updated in-place (version history preserved). Returns the stable entity ID.
kalairos_startup_summary
from source
Get the most critical memories in minimal tokens for agent boot. Ranks by importance, recency, connectivity, and update frequency — no search query needed. Call once at startup ins… Get the most critical memories in minimal tokens for agent boot. Ranks by importance, recency, connectivity, and update frequency — no search query needed. Call once at startup instead of scanning all memories.
kalairos_status
from source