Installable skillMIT

Entity Memory Extraction Skill

Entity and fact extraction for user profiling and personalization

BY a5c-aiUPDATED Oct 27, 2026
INTENDED FOR◈OpenClawInstall in a listed agent.

instructions.md

---
name: entity-memory-extraction
description: Entity and fact extraction for user profiling and personalization
allowed-tools:
  - Read
  - Write
  - Edit
  - Bash
  - Glob
  - Grep
graph:
  domains: [domain:software-engineering]
  specializations: [specialization:ai-agents-conversational]
  skillAreas: [skill-area:natural-language-processing, skill-area:context-management]
  roles: [role:ml-engineer, role:backend-engineer]
  workflows: [workflow:feature-development, workflow:ml-model-lifecycle]

---

# Entity Memory Extraction Skill

## Capabilities

- Extract entities from conversations
- Build and update user profiles
- Track preferences and facts
- Implement entity disambiguation
- Design entity relationship graphs
- Configure extraction rules and schemas

## Target Processes

- long-term-memory-management
- conversational-persona-design

## Implementation Details

### Extraction Types

1. **Named Entities**: People, places, organizations
2. **User Preferences**: Likes, dislikes, interests
3. **Facts**: Stated information about user
4. **Temporal**: Dates, events, schedules
5. **Relationships**: Connections between entities

### Configuration Options

- Extraction model selection
- Entity schema definition
- Confidence thresholds
- Update policies
- Storage backend

### Best Practices

- Define clear entity schemas
- Handle entity conflicts
- Implement confidence scoring
- Regular profile validation
- Privacy considerations

### Dependencies

- langchain
- spacy (optional)
- Custom extraction models
COMPATIBILITY & REFERENCES

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.