Temporal Knowledge Graph Synthesizer

Actively parses daily session logs and unstructured memory files to extract entities, temporal data, and relationships into a structured Knowledge Graph.

Before installing or enabling this skill: (1) review and confirm you are comfortable with a background job reading all files in ~/.openclaw/workspace/memory and writing entity files to that same workspace; (2) note that the code does not actually implement relationship or temporal extraction despite the description—expect only basic entity extraction and mention counting unless you extend the script; (3) the SKILL.md will install spaCy and download its language model (network activity and significant disk usage); (4) if you do not want continuous background parsing, do not run cron_setup.sh (or inspect/modify it first); (5) consider running the script in an isolated environment and back up your memory directory before first run, and inspect the generated ~/.openclaw/workspace/memory/entities/* files for sensitive content exposure.

Type: OpenClaw Skill Name: temporal-kg-synthesizer Version: 0.1.0 The skill bundle is a legitimate utility for processing local session logs into a structured knowledge graph. It uses standard NLP libraries (spaCy) and local file operations within the designated OpenClaw workspace directory (~/.openclaw/workspace/memory). The cron job registration and script execution (scripts/build_kg.py) are consistent with the stated purpose of daily background synthesis, and no evidence of data exfiltration, obfuscation, or malicious intent was found.