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What is value-for-fable?

itsinseong/value-for-fable — explained in plain English

Analysis updated 2026-05-18

136ShellAudience · developerComplexity · 2/5Setup · easy

In one sentence

A Claude Code plugin that injects behavioral rules into Sonnet responses to make it act more like the pricier Opus or Fable models.

Mindmap

mindmap
  root((Value-for-Fable))
    What it does
      Behavior rules injection
      Cost efficient quality
      Sonnet enhancement
    Tech stack
      Shell
      Claude Code plugin
    Use cases
      Cheaper high quality replies
      Self reviewing agent
      Long session drift fix
    Audience
      Claude Code users

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Get Opus-level response quality from Sonnet at roughly a third of the cost

USE CASE 2

Trigger a stricter response mode with a skill file at the start of a session

USE CASE 3

Have a second Sonnet instance review drafts for missing requirements and errors

USE CASE 4

Inject a reminder mid-session to prevent behavioral rules from drifting out of context

What is it built with?

ShellClaude Code

How does it compare?

itsinseong/value-for-fablecodecrafters-io/build-your-own-sqlitedtnewman/burn-baby-burn
Stars136134134
LanguageShellShellShell
Setup difficultyeasymoderateeasy
Complexity2/51/51/5
Audiencedeveloperdeveloperdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Installable as a Claude Code plugin, or by manually copying files into Claude config directories.

No license information given in the explanation.

So what is it?

Value-for-Fable (VFF) is a Claude Code plugin, written and documented mostly in Korean, that tries to make the cheaper Claude Sonnet model respond more like the more expensive Fable or Opus models. The core argument is that the quality gap between models is partly a matter of behavior patterns, not just raw capability. VFF injects a structured set of rules (derived from observing how Fable 5 actually operates) into every Sonnet response, narrowing that gap without changing the model itself. The author ran a blind benchmark comparing bare Sonnet, Sonnet with VFF, and bare Opus on a set of diagnostic and advice tasks. The result the README reports is that Sonnet with VFF scored 87.1 on a neutral 0-100 rubric while bare Opus scored 86.2 and 89.4 across two separate evaluations, putting them within noise range of each other. The output cost of Sonnet is roughly 30% of Opus, so the project claims about three times the cost efficiency for similar quality on the tested task types. The benchmark materials are included in the repository for review. VFF operates through four components. The skill file is manually triggered at the start of a session and activates a mode that changes how Claude structures its replies. The agent file is a second Sonnet instance that reviews draft responses against four fixed criteria: missing requirements, factual errors, unexplained conclusions, and exceeding the requested scope. The output style file is a passive, always-on version of the same rules that activates through Claude Code's config panel rather than a typed trigger. The hook is a shell script that injects a reminder when a session grows long enough that the original instructions might have drifted out of context. The eight behavioral rules VFF enforces cover: putting the conclusion in the first sentence, prioritizing measurement before prescription, running tool calls in parallel, verifying before declaring done, staying within the scope of the request, matching word count precisely rather than capping it, avoiding empty praise, and reporting only changed lines rather than full file dumps. Installation is available as a Claude Code plugin with two commands, or by copying individual files manually into the appropriate Claude config directories.

Copy-paste prompts

Prompt 1
Install the Value-for-Fable Claude Code plugin and explain what each of its four components does.
Prompt 2
Walk me through the eight behavioral rules VFF enforces on Sonnet responses.
Prompt 3
How does the VFF agent file review a draft response for factual errors and scope creep?
Prompt 4
Explain how VFF's benchmark compared Sonnet-with-VFF against bare Opus.

Frequently asked questions

What is value-for-fable?

A Claude Code plugin that injects behavioral rules into Sonnet responses to make it act more like the pricier Opus or Fable models.

What language is value-for-fable written in?

Mainly Shell. The stack also includes Shell, Claude Code.

What license does value-for-fable use?

No license information given in the explanation.

How hard is value-for-fable to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is value-for-fable for?

Mainly developer.

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