AI-PM-essential-skills: Instructions file for Claude Code

CLAUDE.md

AI-PM-essential-skills CLAUDE.md is an instructions file for Claude Code from Abhillashjadhav/AI-PM-essential-skills. It costs 812 tokens per session, scanned A, original, MIT.

A set of four skills for AI product managers, covering inference costs, evaluation design, context reliability, and concise output. The repository also defines review and release requirements for these skills.

In plain words
What is it for?
Working on AI product-management skills, including cost analysis, evaluation planning, context checks, output compression, pull requests, and validation.
Why use it?
It provides project-specific quality rules for shipping product-management skills. Required tests, reviews, and guardrails help prevent unverifiable or duplicate work.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: reads .claude/ paths; mentions .claude-plugin.

This is Abhillashjadhav/AI-PM-essential-skills's own configuration. It tells Claude Code how to work on AI-PM-essential-skills itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything AI-PM-essential-skills configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Abhillashjadhav/AI-PM-essential-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Abhillashjadhav/AI-PM-essential-skills/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/Abhillashjadhav/AI-PM-essential-skills

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Per session 812 This file is loaded in full into every session.
When invoked 812 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 $0.00812 $0.00812
Opus 5.5 $0.00325 $0.00325
Sonnet 5.5 $0.00162 $0.00162
Haiku 4.5 $0.00081 $0.00081

Measured 28d ago against content hash 512c2a4baa14, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

AI-PM-essential-skills CLAUDE.md 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 28d 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.

CLAUDE.md · 44 lines

How it starts

The opening of the file, as written. The whole thing — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI PM Skills Marketplace

What this repo is

The catalogue in .claude-plugin/marketplace.json contains 8 installable plugins for AI product managers. Three standalone utilities and the ContextPort toolkit also live here. Read README.md for product boundaries and docs/VALIDATION.md for the evidence available for each product; installation and live skill quality are not established by static checks.

PR rules (non-negotiable)

  • Every change to a SKILL.md goes through a PR. No direct pushes to main.
  • Every PR is reviewed using /pr-review before merge.
  • One concern per PR. Schema changes, logic changes, and doc changes are separate PRs.
  • PR description must state: what changed, why, and how to test the change.

Skill quality bar

A skill ships when:

  1. The SKILL.md has valid frontmatter (name, description, argument-hint)
  2. The skill body has at least 3 explicit hard rules
  3. A test input + expected output exists in the skill's README section
  4. The PR review returns APPROVE

What we do not ship

  • Skills that duplicate official Anthropic surfaces
  • Skills that produce unverifiable output (fabricated metrics, invented pricing)
  • Skills without explicit failure guardrails

Skill routing (fallback for not-yet-enabled sessions)

Plugin skills fire natively once .claude/settings.json (marketplace + enabledPlugins) is committed to the repo and the session trusts project settings. Sessions started before that commit, or where the plugin was installed mid-session rather than picked up from committed settings, won't have it in their invocable set yet. For those sessions, when a request matches one of the descriptions below, read that skill's SKILL.md from pm-tactical/skills/ and follow it exactly, as if it had fired natively:

  • Model choice / "which model should I use" / cost-per-task → pm-tactical/skills/model-complexity-router/SKILL.md
  • Generate an artifact and validate it against a spec / self-QA → pm-tactical/skills/builder-validator/SKILL.md
  • Improve or tune an existing prompt → pm-tactical/skills/prompt-optimizer-loop/SKILL.md
  • Audit MCP connectors / context filling up too fast → pm-tactical/skills/cli-over-mcp-auditor/SKILL.md
  • Set up project memory / remember stakeholders across sessions → pm-tactical/skills/pm-context-system/SKILL.md
  • Define what correct output means so a grader can be built / "build a grader" / "what should the eval check" → model-grader/skills/model-grader/SKILL.md

Read the full file on GitHub · 44 lines

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. 28d ago Changed · +36 tokens per session 512c2a4baa14
  2. 1mo ago Changed · +1 lines · +41 tokens per session 423cb4562161
  3. 1mo ago First seen · 43 lines · 735 tokens per session scan A cdd6eac429b9

Subscribe to this mod's changes

AI-PM-essential-skills CLAUDE.md is an instructions file published in the GitHub repository Abhillashjadhav/AI-PM-essential-skills (9 stars, last pushed 4d ago), licensed MIT. It adds 812 tokens to every session, about $0.0032 per session on Opus 5.5. 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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