evolve

Analyze completed plan diffs and route learnings to agent templates and docs.

1|Updated Feb 25, 2026
One-click install
npx skills add https://github.com/danalexilewis/taskgraph --skill evolve-danalexilewis
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: evolve
Source: https://github.com/danalexilewis/taskgraph/tree/main/.cursor/skills/evolve
Command: npx skills add https://github.com/danalexilewis/taskgraph --skill evolve-danalexilewis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Post-plan pattern mining to review completed plan execution for anti-patterns and route learnings to agent templates and docs. It enables a targeted post-mortem that informs templates like implementer.md and quality-reviewer.md and updates to docs/skills.

Core Features & Use Cases

  • Diff-based analysis of plan changes to surface anti-patterns.
  • Routing learnings to agent templates (e.g., implementer.md, quality-reviewer.md) and to docs/skills.
  • Supports multi-agent orchestration prior to the plan-merge step, and returns structured findings for action.

Quick Start

Invoke evolve after a plan completes to extract diffs and route learnings to templates and docs.

Frequently Asked Questions about evolve

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

FAQPage Schema
How do I identify anti-patterns from plan diffs after a project completes?▼

Analyzing plan diffs for anti-patterns involves inspecting completed plan execution changes to surface implementation issues. It extracts structural diffs from the most recent plan and generates structured findings to inform cross-team learning and post-mortem reviews.

What is plan-diff analysis and when do I need it for software engineering workflows?▼

Plan-diff analysis is a post-plan pattern mining technique that reviews completed plan changes for implementation anti-patterns. You need it after a plan completes to route extracted learnings to agent templates and docs, enabling targeted post-mortems for cross-team development.

How do I route learnings from plan reviews to agent templates and docs?▼

Routing learnings to agent templates and docs is achieved by analyzing plan diffs and generating structured findings. The process targets templates like implementer.md and quality-reviewer.md, updating durable knowledge across docs/skills for future use.

Can I use plan-evolve workflows for multi-agent orchestration prior to plan-merge?▼

Plan-evolve workflows support multi-agent orchestration prior to the plan-merge step. By invoking diff analysis after a plan completes, the process returns structured findings that route learnings to agent templates and docs for action.

What are the limitations of analyzing plan diffs for anti-patterns?▼

Analyzing plan diffs for anti-patterns targets only the most recent plan execution and requires a completed plan to extract changes. It focuses strictly on post-plan pattern mining and routing learnings to templates, not pre-execution validation.