Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add BlackBeltTechnology/pi-agent-dashboard --skill pi-dashboardgit clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboardWrote 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.
[](https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/pi-dashboard)<a href="https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/pi-dashboard"><img src="https://agentmods.dev/badge/skills/blackbelttechnology/pi-agent-dashboard/pi-dashboard/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/pi-dashboard"><img src="https://agentmods.dev/badge/skills/blackbelttechnology/pi-agent-dashboard/pi-dashboard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 22 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium MCP Rug Pull · line 31 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 32 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 33 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium Rogue Agent · line 36 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
- medium Data Exfiltration · line 100 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 101 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 102 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 103 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 104 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 105 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 106 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 107 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 113 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 114 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 120 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 121 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 128 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 129 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 130 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 136 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00063 | $0.02282 |
| Opus 5 | $0.00032 | $0.01141 |
| Sonnet 5 | $0.00013 | $0.00456 |
| Haiku 4.5 | $0.00006 | $0.00228 |
Grade B, and why
pi-dashboard scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
| Send prompt | `curl -s -X POST "$BASE/api/session/ID/prompt" -H 'Content-Type: application/json' -d '{"text":"your message"}'` | Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s "$BASE/api/health" | jq . How it starts
The opening of the file, as written. The whole thing — 203 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pi Dashboard Control
Interact with the pi-dashboard server from any pi session via its REST API.
Typed bus client (preferred for commands)
Session/flow COMMAND verbs now ride the SAME WebSocket bus the web client uses,
via scripts/dashboard-bus.ts — a thin CLI wrapping
@blackbelt-technology/pi-dashboard-bus-client. It discovers the port itself
(config.json / DASHBOARD_PORT / 8000) and resolves an id-prefix to a full
session id from the live subscription snapshot, so command prose no longer needs
to teach BASE-URL derivation or GET /api/sessions id-resolution.
Canonical example:
npx tsx ./scripts/dashboard-bus.ts spawn /path/to/proj --prompt "/opsx-explore add-auth"
npx tsx ./scripts/dashboard-bus.ts until <id> idle
npx tsx ./scripts/dashboard-bus.ts prompt <id> "run the tests"
LLM authors can also write an ordinary type-checked .ts script importing
{ connect } from @blackbelt-technology/pi-dashboard-bus-client for multi-step
orchestration (spawn → prompt → until idle → read → plugin) using connect(),
spawn(), prompt(), until(), read.sessions(), and plugin("goal", …).
Tier split
- COMMAND verbs → bus (
dashboard-bus.ts): abort, send_prompt, spawn, resume, flow_control, set_model, set_thinking_level, rename, hide/unhide, attach/detach_proposal, plugin goal. - READ-ONLY + no-WS-twin → REST (
dashboard-api.sh): session / health / config reads, git ops, grep/browse,plugin_config_write, tunnel, peer scan, openspec archive/toggle. REST remains a supported compatibility shell.
Setup — Discover the Dashboard URL
Read the port from config, defaulting to 8000:
PORT=$(cat ~/.pi/dashboard/config.json 2>/dev/null | grep '"port"' | grep -o '[0-9]*' || echo 8000)
BASE="http://localhost:$PORT"
Verify the server is running:
curl -s "$BASE/api/health" | jq .
# Expected: { "ok": true, "pid": ..., "uptime": ... }
Authentication
By default, auth is disabled and all localhost requests work without tokens.
What ships with it
42 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- commands/dashboard-flow-abort.md 493 B
- commands/dashboard-flow-auto.md 535 B
- commands/dashboard-git-branches.md 254 B
- commands/dashboard-git-init.md 641 B
- commands/dashboard-git-stash-pop.md 643 B
- commands/dashboard-list-models.md 1.2 KB
- commands/dashboard-list-models.md.AGENTS.md 341 B
- commands/dashboard-peer-list.md 207 B
- commands/dashboard-peer-scan.md 280 B
- commands/dashboard-pin-list.md 149 B
- commands/dashboard-proposal-archive.md 258 B
- commands/dashboard-proposal-attach.md 548 B
- commands/dashboard-proposal-detach.md 498 B
- commands/dashboard-server-config.md 151 B
- commands/dashboard-server-health.md 200 B
- commands/dashboard-server-tunnel-off.md 557 B
- commands/dashboard-server-tunnel-on.md 549 B
- commands/dashboard-server-tunnel-status.md 213 B
- commands/dashboard-session-abort-all.md 681 B
- commands/dashboard-session-abort.md 500 B
- commands/dashboard-session-diff.md 599 B
- commands/dashboard-session-fork.md 481 B
- commands/dashboard-session-hide.md 467 B
- commands/dashboard-session-info.md 456 B
- commands/dashboard-session-kill.md 541 B
- commands/dashboard-session-list-active.md 279 B
- commands/dashboard-session-list-here.md 281 B
- commands/dashboard-session-list.md 231 B
- commands/dashboard-session-model.md 570 B
- commands/dashboard-session-rename.md 495 B
- commands/dashboard-session-resume.md 461 B
- commands/dashboard-session-spawn.md 585 B
- commands/dashboard-session-tell.md 537 B
- commands/dashboard-session-thinking.md 513 B
- commands/dashboard-session-unhide.md 465 B
- commands/README.md 1.6 KB
- references/api-reference.agent.md 4.5 KB
- references/api-reference.md 11 KB
- references/recipes.md 7.7 KB
- references/slash-commands.md 4.3 KB
- scripts/dashboard-api.sh 2.7 KB runs code
- scripts/dashboard-bus.ts 8.8 KB runs code
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.
- 11d ago First seen · 203 lines · 63 tokens per session scan B bd04e21bc9de
pi-dashboard is a skill published in the GitHub repository BlackBeltTechnology/pi-agent-dashboard (278 stars, last pushed today), licensed MIT. It adds 63 tokens to every session and 2,282 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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