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synapse

Generate prioritized Synapse skills from Cortex memory, PRD files, and task lists.

2|Updated Oct 26, 2025
Search Tags:#developer tools#workflow automation#pattern detection#AI recommendations#self-optimizing AI#AI skill generation#Cortex integration
One-click install
npx skills add https://github.com/bacoco/EvolveSkill --skill synapse
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: synapse
Source: https://github.com/bacoco/EvolveSkill/tree/main/.claude/skills/synapse
Command: npx skills add https://github.com/bacoco/EvolveSkill --skill synapse

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Manually identifying automation opportunities and creating new AI skills is time-consuming. Synapse automates this process by observing your work patterns, recommending, and even generating skills you need.

Core Features & Use Cases

  • Cortex Memory Analysis: Detects recurring patterns (e.g., API calls, data processing, errors) from your Cortex session history.
  • PRD & Task Analysis: Scans project requirements documents (PRDs) and TODO lists to identify explicit skill needs and automation opportunities.
  • Automatic Skill Generation: Creates new skills without user intervention when high-priority patterns emerge, making them instantly available to Claude.
  • Prioritized Recommendations: Generates Synapse_RECOMMENDATIONS.md with actionable, prioritized skill suggestions, even if not auto-generated.
  • Use Case: Imagine you frequently perform a specific data transformation. Synapse observes this pattern, automatically generates a 'data-transformer' skill, and the next time you need it, Claude uses the new skill, saving you the effort of writing the code yourself.

Quick Start

Run the auto-generator script once. Synapse will then automatically monitor your work, detect recurring patterns, and generate new skills as needed, making them instantly available to Claude. python .claude/skills/synapse/scripts/auto_skill_generator.py

Frequently Asked Questions about synapse

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

FAQPage Schema
How do I automatically detect recurring patterns in my workflow and generate skills?▼

Synapse identifies recurring patterns from your Cortex memory, PRD files, and task lists, then automatically generates new skills when high-priority patterns emerge. Run the auto-generator script once, and it monitors your work continuously, creating skills instantly available to Claude without manual intervention.

What data sources does Synapse analyze to find automation opportunities?▼

Synapse analyzes Cortex session history logs, project requirements documents (PRDs), and TODO/task lists across API calls, testing, deployment, data processing, and documentation contexts to identify explicit skill needs and recurring workflows worth automating.

Can I see recommended skills before Synapse auto-generates them?▼

Yes. Synapse generates a `Synapse_RECOMMENDATIONS.md` file with actionable, prioritized skill suggestions even when patterns don't meet auto-generation thresholds, letting you review and choose which skills to create.

How does Synapse decide which patterns to turn into skills automatically?▼

Synapse uses configurable thresholds and priority rules to evaluate detected patterns. When workflow patterns reach priority criteria, Synapse automatically generates SKILL.md files, scripts, and Cortex integration hooks without requiring user action.

What does a generated Synapse skill include?▼

Generated skills include SKILL.md documentation, executable scripts, and Cortex integration hooks that make the automation immediately available to Claude. Each skill is built from your specific workflow patterns and task contexts.

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