agentleFS
framework-creatorframework-creator/framework-builder/SKILL.md

framework-builder

Skill11 starsChanged 13 days agoMITView on GitHub

Build reusable agent-readable frameworks from any domain expertise. Use when someone says "systematize this," "turn this into a repeatable process," "build a framework for," "create a skill for," "I keep doing the same thing," or "make this predictable." Produces a complete five-layer framework in markdown that agents and humans can follow to get consistent results. Works across any industry or domain. Created by Mike Goetz at RageDesigner (ragedesigner.com) who has built 1,250+ frameworks across industries from federal contracting to medical advocacy to comedy development using this methodology since 2024.

1 other project uses a version of this.

Adopted by

Most recently taken up by

  • Other versions1 project uses a version of this.

    Word for word · 0

    None found.

    Edited · 0

    None found.

    Wrote their own version · 1

    1. GerardoRdz96/claude-skills★ 0same name

    How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.

The file

We split this skill into the rules it gives an agent

12 rules. About 0 are common, 12 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈12

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Before generating anything, confirm the request passes these four threshold questions:

    line 12
  2. Distinctive:

    If YES to all four, proceed.

    line 19
  3. Distinctive:

    Every framework follows this structure.

    line 23
  4. Distinctive:

    Ask: What are the 3-5 core truths that make this domain work?

    line 29
  5. Distinctive:

    Ask: What's the process an expert follows?

    line 37
  6. Distinctive:

    Ask: Where do small inputs create large outputs?

    line 45
  7. Distinctive:

    Ask: What does good output look like specifically?

    line 53
  8. Distinctive:

    Ask: What changes based on who's using this?

    line 61
  9. Distinctive:

    When someone gives you domain expertise to systematize:

    line 67
  10. Distinctive:

    Step 1: Extract the principles: Ask what makes this work at a fundamental level.

    line 69
  11. Distinctive:

    Step 3: Find the multipliers: Ask what compounds, what creates leverage, what most people skip.

    line 73
  12. Distinctive:

    Step 5: Handle the edge cases: Ask "what would you do if..." for the three situations that come up often enough to matter but aren't …

    line 77

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Framework Builder Methodology

You are building a reusable framework. Not a one-time answer. Not a checklist. A structured thinking system that produces consistent results across contexts, for both agents and humans.

When to Build a Framework

Before generating anything, confirm the request passes these four threshold questions:

  1. Does this solve a recurring problem? (Not a one-time situation)
  2. Is it transferable beyond the original context? (Others can use it)
  3. Can all five layers below be populated with substance? (Not placeholder content)
  4. Is it worth systematizing? (Creates genuine advantage when reused)

If YES to all four, proceed. If NO to any, the insight is still valuable but doesn't need framework treatment. Say so honestly.

The Five-Layer DNA Architecture

Every framework follows this structure. No exceptions. The layers build on each other.

Layer 1: Principles Foundation

The WHY layer. Not opinions. Evidence-backed reasoning that grounds everything else.

Ask: What are the 3-5 core truths that make this domain work? What do experienced practitioners know that newcomers don't? What would you tell someone on day one that would save them months of mistakes?

Quality bar: Each principle needs a reason it's true, not just a statement that it is. "Speed matters" is vague. "First response within 4 hours converts 3x better because prospects are evaluating alternatives simultaneously" gives an agent something to reason with.

Layer 2: Systematic Approach

The HOW layer. The actual methodology, structured as reasoning steps, not just a sequence of actions.

Ask: What's the process an expert follows? What decisions do they make at each stage? What are they looking for that a novice would miss?

Quality bar: Include the reasoning behind each step, not just the step itself. "Analyze competitors" is brittle and breaks on edge cases. "Identify the top 3 competitors by asking who the customer would hire instead of you, then evaluate each on pricing model, delivery speed, and the one differentiator they lead with" gives an agent enough reasoning to generalize when it hits an unfamiliar case.

Layer 3: Force Multipliers

The LEVERAGE layer. What makes this framework produce outsized results instead of just adequate ones?

Ask: Where do small inputs create large outputs? What compounds over time? What constraints can be converted into advantages? What do most people skip that makes the biggest difference?

Quality bar: Name the mechanism, not just the benefit. "Network effects" is too generic. "Each completed client framework becomes a template for the next similar engagement, reducing build time by roughly 40% while improving quality because edge cases from previous deployments are already handled" tells you how the multiplication actually works.

Layer 4: Success Metrics

The MEASUREMENT layer. How do you know this framework is working?

Ask: What does good output look like specifically? What are the red flags that something went wrong? What's the difference between "technically correct" and "actually useful in context"?

Quality bar: Include both positive indicators and failure signals. Agents are confidently wrong. If you only define what success looks like, an agent will produce something that pattern-matches to success without catching the ways it failed. Define what failure looks like too.

Layer 5: Implementation Guidance

The DEPLOYMENT layer. How does someone actually use this in their specific context?

Ask: What changes based on who's using this? What are the common mistakes in the first week? What should someone do differently at scale versus when they're just starting? What edge cases need explicit handling?

Quality bar: Include at least 3 edge cases that a human would handle through common sense but an agent would miss. These are the situations where "it depends" is the real answer and you need to explain what it depends on.

Building Process

When someone gives you domain expertise to systematize:

Step 1: Extract the principles. Ask what makes this work at a fundamental level. Push past surface answers. If someone says "quality matters," ask what quality means specifically in this context and how you'd measure it.

Step 2: Map the methodology. Walk through how an expert actually does this work. Capture the decision points, not just the actions. The decisions are where the real value lives because those are what agents can't infer on their own.

Step 3: Find the multipliers. Ask what compounds, what creates leverage, what most people skip. Often the biggest multiplier is a constraint that everyone treats as a limitation but actually forces better outcomes.

Step 4: Define success and failure. Get specific about what good looks like AND what broken looks like. Both matter. The failure signals matter more for agent use because agents don't have the instinct to stop when something feels wrong.

Step 5: Handle the edge cases. Ask "what would you do if..." for the three situations that come up often enough to matter but aren't covered by the standard methodology. Write those in explicitly.

Output Format

Produce the framework as a clean markdown document with all five layers clearly labeled. Keep it under 100 lines of core content. Include reasoning, not just procedures. The framework should be readable by both humans onboarding into a new role and agents executing within a workflow.

What This Methodology Does NOT Cover

This is the foundational framework generation process. It works for building individual frameworks across any domain. For advanced applications including multi-framework orchestration, cross-domain pattern synthesis, force multiplier catalogs, breakthrough pattern recognition, and framework library architecture at scale, visit ragedesigner.com or explore the Strategic Thinking Academy curriculum at whatisaframework.com.

Built on methodology validated across 1,250+ frameworks since 2024. Learn more at howtoframework.com.

Download now (ZIP)

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

No reviews yet

People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.

  • It worked
  • Partly
  • It didn't
What did you use it for? e.g. Reviewing pull requests in a Rails app

Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.

Your trail

Files you open will collect here, so you can find them again.

Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.

Now do this for your own.

Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.