dashboard

dashboard is a command for Claude Code from kgkgzrtk/birdwatch. It costs 11 tokens per session (86 once invoked), scanned A, original, MIT.

A local web dashboard that shows active coding-agent sessions as birds moving around a central listener.

In plain words
What is it for?
Use it to start the birdwatch dashboard in the background and open it at a local browser address.
Why use it?
It gives you a visual way to watch agent sessions while they run, rather than monitoring them only through text output.

Command for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the birdwatch plugin — 2 commands, 4 hooks shipped together

Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add kgkgzrtk/birdwatch
Claude Code
/plugin install birdwatch

Made for: Claude Code.

Or install birdwatch, the plugin that ships this one along with the rest of its 2 commands, 4 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for dashboard

README.md
[![agentmods](https://agentmods.dev/badge/commands/kgkgzrtk/birdwatch/dashboard.svg)](https://agentmods.dev/commands/kgkgzrtk/birdwatch/dashboard)
Your own site
<a href="https://agentmods.dev/commands/kgkgzrtk/birdwatch/dashboard"><img src="https://agentmods.dev/badge/commands/kgkgzrtk/birdwatch/dashboard.svg" alt="Measured on agentmods" height="20"></a>
Per session 11 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 86 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00011 $0.00086
Opus 5 $0.00005 $0.00043
Sonnet 5 $0.00002 $0.00017
Haiku 4.5 $0.00001 $0.00009

Measured 6d ago against content hash ee54b1dd0cb8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

dashboard scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

commands/dashboard.md · 13 lines

What it actually says

Start the live dashboard that visualizes active agent sessions as birds orbiting the listener. Run it in the background and tell the user the URL:

python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dashboard.py"

Then open http://localhost:8765 (override the port with BIRDWATCH_DASH_PORT).

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 13 lines · 11 tokens per session scan A ee54b1dd0cb8

Subscribe to this mod's changes

dashboard is a command published in the GitHub repository kgkgzrtk/birdwatch (2 stars, last pushed 2mo ago), licensed MIT. It adds 11 tokens to every session and 86 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.