Agent Toolkit

Runtime-side helpers for local agent operations, memory hygiene, and governed execution support.

Positioning

The toolkit is a runtime-side companion to DashClaw, not a separate product tier. These utilities help local operators and governed runtimes stay healthy, while the DashClaw control plane remains the system of record for policies, approvals, replay, and evidence.

Operations & Continuity

session-handoff

CLI

Generates structured handover documents for agent session continuity.

python handoff.py create

goal-tracker

CLI

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

python goals.py add "Feature X"

daily-digest

CLI

Aggregates all agent activity into a single daily summary.

python digest.py generate

project-monitor

CLI

Tracks engagement across different systems and repositories.

python monitor.py status

Knowledge & Learning

learning-database

CLI

Logs key decisions and lessons learned with outcome tracking.

python learner.py log "Decision X"

memory-health

CLI

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

python scanner.py scan

context-manager

CLI

Manages key points and organizes context into topical threads.

python context.py capture

memory-search

CLI

Advanced search utility for semantic lookup across agent memory.

python search.py "auth flow"

Security & Governance

outbound-filter

CLI

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

python filter.py scan response.txt

session-isolator

CLI

Ensures agent work remains within specific directory boundaries.

python isolate.py check .

audit-logger

CLI

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

python audit.py tail

token-optimizer

CLI

Analyzes prompt history to suggest context window efficiencies.

python optimize.py analyze

Intelligence & Discovery

memory-extractor

CLI

Automatically extracts entities and topics from raw memory files.

python extract.py entities

relationship-tracker

CLI

Mini-CRM for tracking contacts and previous interaction summaries.

python crm.py contact "Alice"

error-logger

CLI

Identifies recurring failure patterns in agent execution logs.

python error_log.py analyze

communication-analytics

CLI

Analyzes tone and style consistency across messages.

python stats.py communication

Ready to govern your agent?

Use the toolkit alongside the SDK or runtime adapters, then connect everything back to the DashClaw control plane.

Install Toolkit Star on GitHub