token-optimizer-output SKILL.md skillA

token-optimizer-output from alexgreensh/token-optimizer is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add alexgreensh/token-optimizer/token-optimizer-output@git:20261014.2d28beb

Pins git:20261014.2d28beb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
alexgreensh/token-optimizer
Path
devin/SKILL.md
Versions recorded
6
Latest version
git:20261014.2d28beb, committed Oct 14, 2026
First version recorded
Oct 12, 2026
Size
6,388 bytes
Repository stars
2,651
License
a license file GitHub does not identify

Explicitly filter private captured command output using Token Optimizer. Works on its own or as the manual fallback to automatic mode. No provider accounting.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

Use Token Optimizer only when the user invokes this skill. It does not run commands, add permissions or replace native compaction. If the user installed automatic mode (`install.sh --devin --auto`), eligible command output is already compressed by hooks and carries its own capture ID and recover command; this skill is the manual fallback for everything else.

Keep `-I` in every filter command. It is required from the first trusted Python startup; plain invocation and direct shebang execution are unsupported.

This is a finite captured-output workflow, not a transparent shell wrapper. Redirection can change buffering and isatty-dependent behavior; separate captures cannot preserve cross-stream timing/order. Use only completed non-interactive foreground commands. Never capture interactive prompts or background producers. Never rerun a command just to measure it.

Prepare an adapter-owned private capture directory first:

```bash
@PYTHON@ -I @FILTER@ prepare
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add alexgreensh/token-optimizer/token-optimizer-output@sha256:3f378d6e6a9cde26

The line at the top of this page pins the label git:20261014.2d28beb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_x6ylpqogf54mzxfz.svg)](https://markdownregistry.com/a/art_x6ylpqogf54mzxfz)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Oct 12, 2026 and Oct 14, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261014.2d28beb latest2026-10-14 2d28beb 6,388 BA view · diff
git:20261013.cc50e8c2026-10-13 cc50e8c 6,115 BA view · diff
git:20261013.310e82d2026-10-13 310e82d 5,388 BA view · diff
git:20261012.fc2cc8d2026-10-12 fc2cc8d 5,223 BA view · diff
git:20261012.08c409c2026-10-12 08c409c 5,211 BA view · diff
git:20261012.3bed24d2026-10-12 3bed24d 5,057 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6388 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

alexgreensh/token-optimizer · 2,651 stars · license a license file GitHub does not identify · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_x6ylpqogf54mzxfz
GET https://markdownregistry.com/api/v1/resolve?ref=alexgreensh/token-optimizer/token-optimizer-output
GET https://markdownregistry.com/api/v1/blob/3f378d6e6a9cde26e23ea3e54cb07fe7f46cf7102bc9ec5b2ec17f16068fe7b6

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from alexgreensh/token-optimizer

fleet-auditor SKILL.md skill
alexgreensh/token-optimizer · cowork/token-optimizer/skills/fleet-auditor/SKILL.md · Audits token waste and cost across Claude Code, Codex, OpenClaw, Hermes and OpenCode, with dollar savings. Use when…
git:20261019.c063470 · audit A · 2,651 stars
resume-checkpoint SKILL.md skill
alexgreensh/token-optimizer · cowork/token-optimizer/skills/resume-checkpoint/SKILL.md · Pulls a prior session's checkpoint as fenced, scrubbed recovery context. Use when the user is continuing prior work…
git:20261010.9f146e0 · audit A · 2,651 stars
token-coach SKILL.md skill
alexgreensh/token-optimizer · cowork/token-optimizer/skills/token-coach/SKILL.md · Coaches a token-efficient Claude Code or Codex setup from the user's own usage data. Use when planning a build, fixing…
git:20261019.5e18db5 · audit A · 2,651 stars
token-dashboard SKILL.md skill
alexgreensh/token-optimizer · cowork/token-optimizer/skills/token-dashboard/SKILL.md · Answers what a past session cost ("the Garden session yesterday", a session id) with a priced number, and opens the…
git:20261020.7299960 · audit A · 2,651 stars
token-optimizer SKILL.md skill
alexgreensh/token-optimizer · cowork/token-optimizer/skills/token-optimizer/SKILL.md · Audits a Claude Code or Codex setup for context-window waste, fixes it with the user's approval, and measures the…
git:20261010.f756a67 · audit A · 2,651 stars
token-optimizer SKILL.md skill
alexgreensh/token-optimizer · openclaw/skills/token-optimizer/SKILL.md · Audit your OpenClaw setup for token waste, context bloat, and cost optimization opportunities
git:20260316.25fde7b · audit A · 2,651 stars
fleet-auditor SKILL.md skill
alexgreensh/token-optimizer · plugins/token-optimizer/skills/fleet-auditor/SKILL.md · Audits token waste and cost across Claude Code, Codex, OpenClaw, Hermes and OpenCode, with dollar savings. Use when…
git:20261019.c063470 · audit A · 2,651 stars
resume-checkpoint SKILL.md skill
alexgreensh/token-optimizer · plugins/token-optimizer/skills/resume-checkpoint/SKILL.md · Pulls a prior session's checkpoint as fenced, scrubbed recovery context. Use when the user is continuing prior work…
git:20261010.d43ebe5 · audit A · 2,651 stars
token-coach SKILL.md skill
alexgreensh/token-optimizer · plugins/token-optimizer/skills/token-coach/SKILL.md · Coaches a token-efficient Claude Code or Codex setup from the user's own usage data. Use when planning a build, fixing…
git:20261019.5e18db5 · audit A · 2,651 stars
token-dashboard SKILL.md skill
alexgreensh/token-optimizer · plugins/token-optimizer/skills/token-dashboard/SKILL.md · Answers what a past session cost ("the Garden session yesterday", a session id) with a priced number, and opens the…
git:20261020.7299960 · audit A · 2,651 stars
token-optimizer SKILL.md skill
alexgreensh/token-optimizer · plugins/token-optimizer/skills/token-optimizer/SKILL.md · Audits a Claude Code or Codex setup for context-window waste, fixes it with the user's approval, and measures the…
git:20261010.f756a67 · audit A · 2,651 stars
fleet-auditor SKILL.md skill
alexgreensh/token-optimizer · skills/fleet-auditor/SKILL.md · Audits token waste and cost across Claude Code, Codex, OpenClaw, Hermes and OpenCode, with dollar savings. Use when…
git:20261019.c063470 · audit A · 2,651 stars

Every file in alexgreensh/token-optimizer

Other files named token-optimizer-output

token-optimizer-output SKILL.md skill
alexgreensh/token-optimizer · tests/fixtures/devin_229_baseline/devin/SKILL.md · Explicitly filter private captured command output using Token Optimizer. No automatic hooks or provider accounting.
git:20261013.edba7ef · audit A · 2,651 stars

Browse by kind, by grade A, or by owner.