Token Estimator

Disclaimer

Rough estimate only — not billing-grade. Same file on disk → same numbers every run. Real token counts depend on the model’s tokenizer; this skill uses a fixed heuristic (⌈chars ÷ 4⌉, English-oriented). Use for ballparks and comparisons, not hard limits.

What It Does

• One file — report chars and est_tokens.
• Folder — recursively count every .md, .txt, .mdx file; report per file plus total.
• Read-only — never modify targets.

Workflow

1. Confirm path (file or directory).
2. Run scripts/estimate_tokens.py when possible; otherwise apply references/estimation-method.md.
3. Reply with totals first, then per-file lines only if there is more than one file.

Rules

1. Deterministic — fixed extensions, alphabetical order, integer formula (chars + 3) // 4.
2. Recursive — walk subdirectories; skip .git, node_modules, __pycache__, .venv, binaries.
3. Label — always say est_tokens or ~tokens, never imply exact provider counts.

Output (Minimal)

total: 5376 chars, ~1344 est_tokens
references/foo.md: 1112 chars, ~278 est_tokens

One path in the reply is enough unless the user asked for several.

Reference

• Formulas and file rules: references/estimation-method.md

When To Use

• Ballpark size of a doc, skill folder, or prompt file.
• Same metric applied twice should match (sanity check, before/after edits).