Agent skill

Token Dashboard

by alexgreensh in alexgreensh/token-optimizer

Opens the Token Optimizer dashboard in the browser (context usage, quality, savings).

Custom licenceAuto-check passedAgent Workflows

Install Token Dashboard

skills CLI
$ npx skills add alexgreensh/token-optimizer --skill token-dashboard -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install alexgreensh/token-optimizer token-dashboard --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/alexgreensh/token-optimizer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/token-dashboard .claude/skills/token-dashboard && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
token-dashboard
GitHub stars
2.5k
Token cost
~950 tokens
SKILL.md length
173 words
Files
1
Skills in repo
6
Repo updated
First seen
Licence
Custom licence

At a glance

Opens the Token Optimizer dashboard in the browser (context usage, quality, savings).

  • Works in 2 steps: Resolve runtime and measure.py path → Collect and open
  • The user asks to see the dashboard
  • Calls python3

What it does

Token Dashboard is an agent skill from alexgreensh/token-optimizer. Opens the Token Optimizer dashboard in the browser (context usage, quality, savings). Use when the user asks to see the dashboard.

Its SKILL.md is about 950 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows. The repository describes itself as: Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.

When your agent uses it

  • The user asks to see the dashboard

Example prompts

  • “Use the token-dashboard skill to open the Token Optimizer dashboard in the browser (context usage, quality, savings)”
  • “/token-dashboard”

Requirements

  • Python 3

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Resolve runtime and measure.py path
  2. Collect and open

What it can do on your machine

Read from SKILL.md and the folder at commit 723c19b. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Token Dashboard loads about 950 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 173 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~950

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 173 words (~950 tokens).

“Opens an up-to-date dashboard showing your context usage trends, quality scores, session history, and skill management.”

— opening of SKILL.md by alexgreensh, Custom licence
name
token-dashboard
disable-model-invocation
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/token-dashboard of alexgreensh/token-optimizer.

Open the folder on GitHubat commit 723c19b

Compare with similar skills

Token Dashboard next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Token Dashboard compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Token Dashboard this skillalexgreensh/token-optimizer2.5k—~950Automated safety check: PassCustom licence
Claude Code Agent Developmentanthropics/claude-plugins-official38k7 repos~2.8kAutomated safety check: PassApache-2.0
Copilot Session Failure Analysisdotnet/maui23k—~3.4kAutomated safety check: PassMIT
Mem0 CLI Memory Commandsmem0ai/mem067k—~2kAutomated safety check: NotesApache-2.0
Create Agentvectorize-io/hindsight48k—~1.1kAutomated safety check: PassMIT
Google Antigravity SDKgoogle-antigravity/antigravity-sdk-python3.7k—~2.1kAutomated safety check: NotesApache-2.0

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More from alexgreensh/token-optimizer

  • Token Optimizer

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    Audits a Claude Code or Codex setup for context-window waste, fixes it with the user's approval, and measures the saving.

    2.5k GitHub stars~2.4k tokensUpdated today
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  • Fleet Auditor

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    Audits token waste and cost across Claude Code, Codex, OpenClaw, Hermes and OpenCode, with dollar savings.

    2.5k GitHub stars~1.5k tokensUpdated today
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  • Resume Checkpoint

    alexgreensh/token-optimizer

    Pulls a prior session's checkpoint as fenced, scrubbed recovery context.

    2.5k GitHub stars~838 tokensUpdated today
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  • Token Coach

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    Coaches a token-efficient Claude Code or Codex setup from the user's own usage data.

    2.5k GitHub stars~2.5k tokensUpdated today
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  • Token Optimizer

    alexgreensh/token-optimizer

    Audit your OpenClaw setup for token waste, context bloat, and cost optimization opportunities

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Questions about Token Dashboard

What does Token Dashboard do?

Opens the Token Optimizer dashboard in the browser (context usage, quality, savings). Token Dashboard is an agent skill from alexgreensh/token-optimizer. Opens the Token Optimizer dashboard in the browser (context usage, quality, savings).

When should I use Token Dashboard?

Token Dashboard fits situations like: the user asks to see the dashboard.

How do I install Token Dashboard in Claude Code?

Run `npx skills add alexgreensh/token-optimizer --skill token-dashboard -a claude-code`. Or copy the skill folder (skills/token-dashboard in alexgreensh/token-optimizer) into .claude/skills/token-dashboard in your project. Claude Code loads it when a task matches its description.

How do I install Token Dashboard in Codex?

Run `npx skills add alexgreensh/token-optimizer --skill token-dashboard -a codex`. Or copy the skill folder (skills/token-dashboard in alexgreensh/token-optimizer) into .agents/skills/token-dashboard in your project. Codex loads it when a task matches its description.

Can I use Token Dashboard in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add alexgreensh/token-optimizer --skill token-dashboard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/token-dashboard, .gemini/skills/token-dashboard, .github/skills/token-dashboard and .opencode/skills/token-dashboard in your project.

What does Token Dashboard need to run?

Going by SKILL.md and its folder, Token Dashboard needs the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Token Dashboard access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Token Dashboard safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Token Dashboard use?

Token Dashboard has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Token Dashboard use?

About 950 tokens (SKILL.md is roughly 3.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Token Dashboard?

Skills that share tags, products or a category with Token Dashboard: Claude Code Agent Development (anthropics/claude-plugins-official, 38k stars), Copilot Session Failure Analysis (dotnet/maui, 23k stars), Mem0 CLI Memory Commands (mem0ai/mem0, 67k stars) and Create Agent (vectorize-io/hindsight, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Token Dashboard?

alexgreensh (a GitHub user) maintains it in alexgreensh/token-optimizer, which has 2,534 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 10, 2026.

Source: alexgreensh/token-optimizer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.