Cut context bloat. Optimize token budgets. Improve agentic outputs.

Paste an agent doc. CheapAgent profiles its structure, flags wasted instructions, and converts to TOON only when it actually shrinks the payload.

CLAUDE.md AGENTS.md SKILL.md TOON Measured delta

Cut context now View engine

Browser-side by default. No hosted LLM. No document storage. Savings are measured per input.

Built for the files agents actually read

CLAUDE.md AGENTS.md SKILL.md TOON Measured delta

The workbench

To TOONify or not?

Paste CLAUDE.md, AGENTS.md, SKILL.md, or any agent-context doc. CheapAgent gives a yes/no verdict, bloat warnings, and a before/after token estimate.

Source doc 0 / 1,000 chars

Verdict ready

Run a check to see whether TOON helps this input.

Profiling structure...

Verdict

Run a check.

CheapAgent will say whether TOON helps this input.

Context plan

each section measured standalone, lossless

Section	Profile	Δ chars	Verdict	Action

Source0~0 tokens

Output0~0 tokens

Delta00%

Before

0 tok

After

0 tok

Bloat warnings

review before copying

. claude.optimized.toon

Measured locally. Document text is not stored by default. Upload .md or .txt

The engine

Built to cut, not decorate.

CheapAgent does not rewrite docs for style. It finds context your agent has to carry and shows whether a tighter structure helps.

Find bloat

Surface duplicate rules, vague instructions, long sections, and split-worthy blocks.

Check fit

TOON works best on repeated records and structured rules. CheapAgent says when it does not.

Show the delta

Compare source, output, and estimated tokens before you copy anything.

Flow

Read. Profile. Decide.

Paste a doc, let CheapAgent inspect the structure, then keep Markdown, split first, or copy TOON when the measured result wins.

Paste or upload.md, .txt, text

Start with an agent doc, prompt file, rules file, or plain text context.

Profile the structuredetect fit

CheapAgent detects prose, rules, tables, definitions, and mixed sections.

Flag the wastebloat warnings

Duplicates, vague rules, long blocks, and split candidates get called out.

Choose the outputverdict

Keep Markdown, split first, or copy TOON when the measured result wins.

Before / after

Less context. Same job.

When the structure fits, CheapAgent turns repeated agent instructions into compact TOON and shows the measured difference.

Before: Markdown sprawl

## Rules
- Always verify the source before changing copy.
- Always check the current source before editing copy.
- Be careful and keep quality high.

After: compact TOON

rules:
  - action: verify source
    before: copy changes
  - action: remove duplicate
    note: keep one clear rule

Honesty

No fake savings.

Some docs should stay Markdown. Some need splitting before conversion. CheapAgent should say that before you send anything to a model.

Read the honesty benchmark — 38 documents measured (19 of ours, 19 from public repos including the OpenAI Agents SDKs, ruff, and biome), one convert verdict, every number reproducible.

What it does

Profiles structure, flags bloat, converts to TOON, and reports measured before/after.

What it does not do

No universal savings claims. No model-quality guarantee. No production compliance promise.

Privacy default

Conversion runs in your browser. The beta does not store document bodies by default.

Cut the context. Keep the signal.

Run one agent doc through CheapAgent before it hits the model.

$ doc2toon convert CLAUDE.md --stats

Open workbench Read engine docs