Open tools

Public tools for repeatable work.

These modular tools support repeatable research, task decomposition, and bounded multi-agent batch work. Built to run hermetically on your own infrastructure.

TOOL 01 work-coordination.sh

● CONTEXT BUS

COORDINATION // CONTEXT PARALLEL SESSIONS

WORK COORDINATION

● Context Bus

Purpose Keeps active work and relevant context visible across parallel agent sessions.

Mechanism Local file-backed blackboard with deterministic read/write state locks.

Shared context · Zero collision [ ACTIVE // TOOL ]

TOOL 02 skill-flow.ts

● DETERMINISTIC PIPELINE

SEQUENCE // PIPELINE TYPED RETURNS

SKILL FLOW

● Typed Pipeline

Purpose Turns repetitive agent steps into an explicit sequence with typed returns.

Mechanism Strict schema validation between stage transitions with rollback guarantees.

Composable · Type safe [ ACTIVE // TOOL ]

TOOL 03 handoff-skills.md

● DECISION LOG

HANDOFF // PERSISTENCE DECISION TRAIL

HANDOFF SKILLS

● Audit Trail

Purpose Carries the decision record into the next session without starting over.

Mechanism Structured Markdown & JSON state dumps with diff check on resume.

Session bridging · No drift [ ACTIVE // TOOL ]

TOOL 04 ui-crawl.spec

● PLAYWRIGHT ENGINE

REVIEW // VERIFICATION INTERFACE AUDIT

UI CRAWL

● Headless Audit

Purpose Reviews web interfaces and records issues for human engineers to judge.

Mechanism Headless DOM inspection, accessibility tree audit, and visual snapshotting.

Visual evidence · Deterministic [ ACTIVE // TOOL ]

TOOL 05 batch-worker.py

● TYPED EXTRACTION

BATCH // EXTRACTION BOUNDED RUNS

BATCH WORK

● Checkpointed

Purpose Runs typed classification and extraction across a bounded set of records.

Mechanism Hermetic chunking with sqlite checkpointing and error isolation.

Fault tolerant · Traceable [ ACTIVE // TOOL ]

TOOL 06 harness-router.rs

● ROUTE HARNESS

HARNESS // ROUTING LOCAL & REMOTE MODELS

HARNESS WORK

● Cost Optimizer

Purpose Routes bounded tasks across supported workers and retains verified evidence.

Mechanism Tiered routing from local small models to frontier APIs based on task complexity.

Zero vendor lock · Token efficient [ ACTIVE // TOOL ]

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These tools can be used on their own in your development environment. We can discuss a focused, verified delivery if your business needs custom workflows.

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