improve-autonomy

Analyze a session to identify gaps for autonomous end-to-end operation.

5|Updated Jul 25, 2025
One-click install
npx skills add https://github.com/tomzx/agents --skill improve-autonomy
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: improve-autonomy
Source: https://github.com/tomzx/agents/tree/main/skills/improve-autonomy
Command: npx skills add https://github.com/tomzx/agents --skill improve-autonomy

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Reflect on the current session to identify what would have been needed to run it fully autonomously end to end, producing a concrete readiness assessment and a prioritized gap list.

Core Features & Use Cases

  • Structured autonomy readiness analysis that surfaces missing context, missing tools, missing decisions, missing guardrails, and missing feedback loops.
  • Generates an autonomous-session specification to guide end-to-end automation.
  • Provides a prioritized gap backlog with actionable steps, risk awareness, and estimates of effort.

Quick Start

Request an autonomy readiness assessment for the current session to generate a gap list and a fully autonomous-session spec.

Frequently Asked Questions about improve-autonomy

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is an autonomy readiness assessment for software engineering sessions?

An autonomy readiness assessment analyzes a completed session to identify missing context, tools, decisions, guardrails, and feedback loops required to run it fully autonomously end-to-end.

How do I map gaps for end-to-end workflow automation?

You can map automation gaps by analyzing a session to surface missing context, missing tools, missing decisions, missing guardrails, and missing feedback loops, producing a structured gap analysis and actionable backlog.

Does this session analysis tool work for knowledge-work and software-engineering tasks?

Yes, the session analysis applies to both knowledge-work and software-engineering sessions where full autonomy is desired, providing a structured gap analysis and autonomous session spec.

What is the best way to generate an autonomous session specification?

The best way to generate an autonomous session specification is to request an autonomy readiness assessment, which scores readiness and outputs a concrete plan including actionable steps, risk awareness, and effort estimates.

When should I not use an autonomy gap analysis?

You should avoid autonomy gap analysis when a session lacks sufficient structure for full end-to-end automation, or when missing guardrails and feedback loops cannot be resolved through a prioritized gap backlog.