pm-dashboard-dev

pm-dashboard-dev is a skill for Claude Code, Codex from dtannen/pm. It costs 47 tokens per session (2,137 once invoked), scanned A, original, MIT.

Development guidance for a PM Dashboard plugin, including its database, Python API, WebSocket updates, MCP tools, and browser interface. MCP is a way for AI agents to call tools exposed by an application.

In plain words
What is it for?
Use it when adding or modifying task-management features, database operations, API endpoints, real-time updates, MCP tools, or the dashboard interface.
Why use it?
It documents the project's established patterns and commands, reducing guesswork when changing connected parts of the dashboard. It also lists checks for tests, types, formatting, and linting.

Skill for Claude CodeCodex

Part of the pm plugin — 4 skills, 13 commands, 5 agents, 3 hooks, 1 MCP server shipped together

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.

agentmods
npx agentmods add skills/dtannen/pm/pm-dashboard-dev
Any agent
npx skills add dtannen/pm --skill pm-dashboard-dev
Clone the repo
git clone --depth 1 https://github.com/dtannen/pm

Made for: Claude Code, Codex.

Or install pm, the plugin that ships this one along with the rest of its 4 skills, 13 commands, 5 agents, 3 hooks, 1 MCP server.

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 pm-dashboard-dev

README.md
[![agentmods](https://agentmods.dev/badge/skills/dtannen/pm/pm-dashboard-dev.svg)](https://agentmods.dev/skills/dtannen/pm/pm-dashboard-dev)
Your own site
<a href="https://agentmods.dev/skills/dtannen/pm/pm-dashboard-dev"><img src="https://agentmods.dev/badge/skills/dtannen/pm/pm-dashboard-dev.svg" alt="Measured on agentmods" height="20"></a>
Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,137 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 $0.00047 $0.02137
Opus 5 $0.00023 $0.01069
Sonnet 5 $0.00009 $0.00427
Haiku 4.5 $0.00005 $0.00214

Measured 3d ago against content hash 49b3a13ce511, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

pm-dashboard-dev 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 3d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/run-full-tests.sh), 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.

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.

.claude-plugin/skills/pm-dashboard-dev/SKILL.md · 370 lines

How it starts

The opening of the file, as written. The whole thing — 370 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PM Dashboard Development Patterns

This skill guides development on the PM Dashboard plugin codebase with established patterns, architecture, and testing requirements.

Architecture Overview

Database Layer (SQLite + WAL)
      ↓
Tools Layer (MCP tools via tools_lib/)
      ↓
MCP Server (FastMCP integration)
      ↓
API Layer (FastAPI + WebSocket)
      ↓
Frontend (Static HTML/CSS/JS)

For detailed architecture, see ARCHITECTURE.md.

Quick Start Commands

# Activate virtual environment
source activate.sh

# Install dependencies
pip install -e ".[dev]"

# Run tests
python -m pytest test/project_manager/ -v

# Run specific test file
python -m pytest test/project_manager/test_database.py -v

# Type checking
mypy src/

# Code formatting
black .

# Lint code
ruff check .

# Start API server
python -m task_manager.api

# Start MCP server
python -m task_manager.mcp_server

Project Structure

src/task_manager/
├── database/
│   ├── connection.py      # Database initialization & schema
│   ├── tasks.py           # Task CRUD operations
│   ├── locks.py           # Atomic task locking
│   └── projects.py        # Project/epic operations
├── tools_lib/
│   ├── base.py            # BaseTool class
│   ├── tasks.py           # Task management tools
│   ├── knowledge.py       # Knowledge management tools
│   └── assumptions.py     # RA tag tools
├── routers/
│   ├── board.py           # Board state endpoint
│   ├── tasks.py           # Task endpoints
│   ├── projects.py        # Project endpoints
│   └── knowledge.py       # Knowledge endpoints
├── api.py                 # FastAPI app + WebSocket manager
├── mcp_server.py          # FastMCP server
├── models.py              # Pydantic models
└── static/                # Frontend assets

Adding New MCP Tools

See ADDING_MCP_TOOLS.md for complete step-by-step guide.

Quick Pattern

  1. Create tool class in tools_lib/:
from .base import BaseTool

class MyNewTool(BaseTool):
    async def apply(self, param1: str, param2: Optional[int] = None) -> str:
        """Tool description."""
        try:
            # Implementation
            return self._format_success_response(
                "Operation successful",
                result_data=data
            )
        except Exception as e:
            return self._format_error_response("Operation failed", error_details=str(e))

Read the full file on GitHub · 370 lines

Files

What ships with it

1 file 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.

  1. 3d ago First seen · 370 lines · 47 tokens per session scan A 49b3a13ce511

Subscribe to this mod's changes

pm-dashboard-dev is a skill published in the GitHub repository dtannen/pm (0 stars, last pushed 10mo ago), licensed MIT. It adds 47 tokens to every session and 2,137 once invoked, about $0.0002 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.

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