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local install
kael-bit-engram
Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.
Tools
16
GitHub stars
27
Installs / wk
—
Licence
MIT
Transport
stdio
Last checked
never
Tools & capabilities
16 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.
engram_consolidate
from source
Run a memory consolidation cycle. Promotes important memories upward, Run a memory consolidation cycle. Promotes important memories upward,
engram_delete
from source
Delete a memory by ID. Use when a memory is outdated, incorrect, or redundant. Delete a memory by ID. Use when a memory is outdated, incorrect, or redundant.
engram_extract
from source
Extract structured memories from raw text using LLM. Extract structured memories from raw text using LLM.
engram_health
from source
Detailed health check: uptime, RSS memory, embed cache stats, AI config status. Detailed health check: uptime, RSS memory, embed cache stats, AI config status.
engram_recall
from source
Hybrid semantic + keyword search with budget-aware retrieval. Hybrid semantic + keyword search with budget-aware retrieval.
engram_recent
from source
List recent memories by creation time. Good for session context recovery. List recent memories by creation time. Good for session context recovery.
engram_repair
from source
Repair FTS search index. Removes orphaned entries and rebuilds missing ones. Repair FTS search index. Removes orphaned entries and rebuilds missing ones.
engram_restore
from source
Restore a soft-deleted memory from trash back to its original layer. Restore a soft-deleted memory from trash back to its original layer.
engram_resume
from source
Full memory bootstrap for session recovery. Returns core (permanent knowledge), Full memory bootstrap for session recovery. Returns core (permanent knowledge),
engram_search
from source
Quick keyword search. Lighter than recall — no scoring or budget logic. Quick keyword search. Lighter than recall — no scoring or budget logic.
engram_stats
from source
Get memory statistics: counts per layer, AI status, version. Get memory statistics: counts per layer, AI status, version.
engram_store
from source
Store a memory. All memories start in Buffer and promote to Working/Core through Store a memory. All memories start in Buffer and promote to Working/Core through
engram_topic
from source
Drill into topic clusters by ID. Use after /resume to explore specific topics from the knowledge index. Drill into topic clusters by ID. Use after /resume to explore specific topics from the knowledge index.
engram_trash
from source
List soft-deleted memories. Recently deleted items can be restored. List soft-deleted memories. Recently deleted items can be restored.
engram_triggers
from source
Fetch trigger memories for a specific action. Call before performing an action (e.g. git-push, deploy) to recall relevant lessons and rules. Fetch trigger memories for a specific action. Call before performing an action (e.g. git-push, deploy) to recall relevant lessons and rules.
engram_update
from source