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.