Agent Toolkit

Generates structured handover documents for agent session continuity.

Tracks goals, milestones, and real-time progress markers.

Aggregates all agent activity into a single daily summary.

Tracks engagement across different systems and repositories.

Logs key decisions and lessons learned with outcome tracking.

Scans memory files for duplication, staleness, and knowledge density.

Manages key points and organizes context into topical threads.

Advanced search utility for semantic lookup across agent memory.

Scans agent responses for leaked API keys, tokens, or PII.

Ensures agent work remains within specific directory boundaries.

Local-first append-only log of all shell commands executed.

Analyzes prompt history to suggest context window efficiencies.

Automatically extracts entities and topics from raw memory files.

Mini-CRM for tracking contacts and previous interaction summaries.

Identifies recurring failure patterns in agent execution logs.

Analyzes tone and style consistency across messages.