A coding guide for making changes in pi-agent-dashboard and refreshing the part of the running system that was edited. It maps extension, server, shared-code, and client changes to the needed reload, restart, or build action.

Use it while writing code in pi-agent-dashboard, after editing its extension, server, shared code, or client, or after applying a multi-part OpenSpec change.

It helps prevent using the wrong refresh process after an edit, which can leave the running application out of date or waste time rebuilding unrelated parts.

implement — Skill for Claude Code and Codex by BlackBeltTechnology

Install

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.

Any agent

npx skills add BlackBeltTechnology/pi-agent-dashboard --skill implement

Clone the repo

git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard

Made for: Claude Code, Codex.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/blackbelttechnology/pi-agent-dashboard/implement/github.svg)](https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/implement)

Your own site

<a href="https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/implement"><img src="https://agentmods.dev/badge/skills/blackbelttechnology/pi-agent-dashboard/implement/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/blackbelttechnology/pi-agent-dashboard/implement"><img src="https://agentmods.dev/badge/skills/blackbelttechnology/pi-agent-dashboard/implement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 86 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,007 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector warn 7 Sept 2026

SkillSpector: 10 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 30
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 35
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 40
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 41
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 42
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 47
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 52
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 65
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 66
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 67
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]

How audits are shown

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.

Model	Per session	Once invoked
Fable 5.1	$0.00086	$0.02007
Opus 5.5	$0.00034	$0.00803
Sonnet 5.5	$0.00017	$0.00401
Haiku 4.5	$0.00009	$0.00201

Measured 7d ago against content hash 1524f02dffba, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

implement scanned grade A with 1 finding 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 7d ago.

The scan reads SKILL.md. This mod also ships 5 executable files (scripts/check-mode.ts, scripts/full-rebuild.ts, scripts/parse-findings.ts, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

C --> C1["curl -X POST localhost:8000/api/restart<br/>(no build step: Node's native strip-only TS loader runs TS directly)"]

.pi/skills/implement/SKILL.md · 126 lines

How it starts

The opening of the file, as written. The whole thing — 126 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Implement

Two halves: how to write the change (discipline) and how to land it in the running system (rebuild + restart).

The skill exists because both halves are easy to get wrong:

Agents over-engineer simple changes when they're not anchored.
Agents rebuild the wrong component (or worse, all components when they didn't need to) after editing files.

Quick decision tree

flowchart TD
  A["Did you edit code?"] --> B["src/extension/"]
  A --> C["src/server/ or src/shared/"]
  A --> D["src/client/ (dev mode)"]
  A --> E["src/client/ (prod mode)"]
  A --> F["Multi-component / openspec"]
  B --> B1["npm run reload"]
  C --> C1["curl -X POST localhost:8000/api/restart<br/>(no build step: Node's native strip-only TS loader runs TS directly)"]
  D --> D1["nothing, Vite HMR"]
  E --> E1["npm run build && restart"]
  F --> F1["npx tsx .pi/skills/implement/scripts/full-rebuild.ts"]

Quick check current mode:

npx tsx .pi/skills/implement/scripts/check-mode.ts    # prints "dev" or "production"

Restart server (preserves mode unless overridden):

npx tsx .pi/skills/implement/scripts/restart-server.ts          # graceful restart, keeps mode
npx tsx .pi/skills/implement/scripts/restart-server.ts --dev    # force dev mode
npx tsx .pi/skills/implement/scripts/restart-server.ts --prod   # force production mode

Full rebuild (after openspec-apply or multi-component change):

npx tsx .pi/skills/implement/scripts/full-rebuild.ts

full-rebuild.ts deploys the checked-out dev version to the local running instance (build + restart + reload). It is NOT a feature-implementation step — worktree / Docker-isolated feature work does not run it. The code-review gate is separate (below).

Scripts are TypeScript (cross-platform). All invocations use npx tsx so they work identically on Linux, macOS, and Windows. tsx is already a project dep.

Full matrix with edge cases (dev-mode fallback, fault-tolerant restart, single-restart-path rule) lives in references/rebuild-matrix.md.

Read the full file on GitHub · 126 lines

Files

What ships with it

15 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.

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.

7d ago Changed · -3 lines 1524f02dffba
1mo ago First seen · 129 lines · 86 tokens per session scan A eb037d7405cd

Subscribe to this mod's changes

implement is a skill published in the GitHub repository BlackBeltTechnology/pi-agent-dashboard (325 stars, last pushed today), licensed MIT. It adds 86 tokens to every session and 2,007 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

agent agent-framework agent-orchestration agent-skills agentic agentic-ai

implement

Getting it into your agent

Wrote this? Show the measurements

What it costs to keep this loaded

Grade A, and why

Makes network callslowCapability

How it starts

Implement

Quick decision tree

What ships with it

What this file has done since we first saw it

Other skills, from other repositories

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goga-plan-by-design

goga-define-challenge

goga-define-project

goga-define-requirements

goga-define-resolve