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memory-query

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UpdatedFebruary 23, 2026 at 22:08

This skill should be used when the user asks to "search memories", "find in memory", "what do I remember about X", "recall past decisions", "check memory for X", or needs guidance on constructing memory queries. Covers: MCP tool usage patterns, memory type selection (episodic/semantic/procedural/working), scope selection (session/project/user), importance scoring, and retrieval strategies (BM25, graph, hybrid).

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baladithyab

baladithyab/engram

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Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

SKILL.md

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name	memory-query
description	This skill should be used when the user asks to "search memories", "find in memory", "what do I remember about X", "recall past decisions", "check memory for X", or needs guidance on constructing memory queries. Covers: MCP tool usage patterns, memory type selection (episodic/semantic/procedural/working), scope selection (session/project/user), importance scoring, and retrieval strategies (BM25, graph, hybrid).
version	0.1.0

Memory Query Patterns

Available MCP Tools

store_memory — create a memory (content, type, scope, tags, importance)
recall_memories — search by text query with BM25 full-text search
forget_memory — soft-delete a memory
get_memory_status — connection and count stats
promote_memory — move memory to higher scope

Memory Types

Type	Use For	Examples
`episodic`	Events, conversations, experiences	"Fixed auth bug by adding token refresh"
`semantic`	Facts, knowledge, concepts	"This project uses PostgreSQL 16 with pgvector"
`procedural`	Skills, patterns, how-tos	"To deploy, run `cdk deploy --all` from infra/"
`working`	Temporary task context	"Currently investigating the CORS issue on /api/users"

Memory Scopes

Scope	Persists	Use For
`session`	This conversation only	Working context, temporary notes
`project`	Across sessions in this project	Codebase knowledge, conventions
`user`	Across all projects	Personal preferences, cross-project patterns

Query Strategies

Broad search: recall_memories(query: "authentication") — finds all auth-related memories
Scoped search: recall_memories(query: "test patterns", scope: "project") — project-specific
Typed search: recall_memories(query: "how to deploy", memory_type: "procedural") — skills only

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name	memory-query
description	This skill should be used when the user asks to "search memories", "find in memory", "what do I remember about X", "recall past decisions", "check memory for X", or needs guidance on constructing memory queries. Covers: MCP tool usage patterns, memory type selection (episodic/semantic/procedural/working), scope selection (session/project/user), importance scoring, and retrieval strategies (BM25, graph, hybrid).
version	0.1.0

Memory Query Patterns

Available MCP Tools

store_memory — create a memory (content, type, scope, tags, importance)
recall_memories — search by text query with BM25 full-text search
forget_memory — soft-delete a memory
get_memory_status — connection and count stats
promote_memory — move memory to higher scope

Memory Types

Type	Use For	Examples
`episodic`	Events, conversations, experiences	"Fixed auth bug by adding token refresh"
`semantic`	Facts, knowledge, concepts	"This project uses PostgreSQL 16 with pgvector"
`procedural`	Skills, patterns, how-tos	"To deploy, run `cdk deploy --all` from infra/"
`working`	Temporary task context	"Currently investigating the CORS issue on /api/users"

Memory Scopes

Scope	Persists	Use For
`session`	This conversation only	Working context, temporary notes
`project`	Across sessions in this project	Codebase knowledge, conventions
`user`	Across all projects	Personal preferences, cross-project patterns

Query Strategies

Broad search: recall_memories(query: "authentication") — finds all auth-related memories
Scoped search: recall_memories(query: "test patterns", scope: "project") — project-specific
Typed search: recall_memories(query: "how to deploy", memory_type: "procedural") — skills only