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Models & Inference

🧾TOON

ACTIVE STEADY

toon-format/toon · homepage ↗

🎒 Token-Oriented Object Notation (TOON), compact, human-readable serialization of JSON data for LLM prompts. TypeScript SDK, CLI, benchmarks.

⭐ Very popular: 25k stars, gaining about 54 a week

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repo profile

vintage 2025 1 year old
language TypeScript
license MIT

momentum

total stars 25k
stars added last week +54
used by 18 repos & packages
commits / week 29 accelerating · +1189% vs prior mo
issues closed 99% ~1 day to close, median
contributors 46
release cadence monthly
last activity 8d ago

durability

backing community / independent community
openness permissive
bus factor 1 solo
top-author share 93% 6 mo

bus factor = how many people it takes to cover more than half the commits (6 months). 1 is a solo project; higher means the work is spread across a team. top-author share is the single busiest author's slice of those commits.

since we covered it

monthly average + 817/mo (+5%/mo) · + 7k total since PR#22

why it's a big deal

  • Reduces token cost for structured data, improving efficiency in LLM heavy apps.
  • Keeps schemas explicit through length markers and field headers for more reliable parsing.
  • Fits naturally into prompt construction and data retrieval scenarios.

under the hood

  • MIT licensed format with TypeScript reference implementation.
  • Lossless round trip encoding to and from JSON.
  • Supports tabular and nested structures with minimal syntax.

our take from PR#22, 2025-11-26

star history

PR#22 · 18k25k now Oct 2025Aug 2026
  1. PR#22 18k 2025-11-26
  2. now 25k + 7k since first covered

curve is sampled from GitHub's star history, plus our own daily readings since we covered it; the dashed stretch is before we first covered it, the solid line since. figures at coverage are the numbers we printed then (approx.), current count is live.

understory

Output and attention are roughly in balance.

-3 understory score output 58 · clout 61
Aug 2025 Jul 2026
  • output, commits & releases
  • clout, star velocity

output = commits & releases; clout = star velocity, both 0 to 100 monthly indices; the gap where output runs above clout is the understory. The understory →

covered in

  • PR#22 2025-11-26 on the radar

    Token efficient JSON alternative for LLM inputs

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