Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill proactively on the first substantial prompt of a session — silently inspect the session's own available tools/MCP servers (never ask the user to paste anything for this check) and, if any connectors look irrelevant to the task at hand, surface one compact line offering to free up context. Use this skill…
Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill proactively whenever the user hands over any substantial task to execute — not just when they ask about models. Use this skill when a concrete work item is handed over by silently scoring it and emitting one compact line noting the current model, the score, the recommended tier, and the potential…
Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill proactively during any session — observe the conversation, and the moment a decision is made or context worth keeping surfaces, propose a one-line log entry rather than interviewing the user up front. Use this skill when the user makes an explicit request too — wanting Claude to remember their work…
Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill when the user wants to improve, tune, or optimize an existing prompt or system instruction — phrasings like "improve this prompt", "my prompt works 80% of the time", "optimize my system prompt", "make this prompt more reliable", "tune this instruction". Runs an interactive optimization loop, one…
Abhillashjadhav/AI-PM-essential-skills
Plugin Claude Code
AI Evals for PMs turns a product contract into outcome, trajectory, system, and optional memory evidence with isolated trials, calibrated judgments, inspection, and CI-safe PASS/FAIL/BLOCKED release gates.
Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill when a user supplies an AI feature spec, PRD, PMOS/task contract, existing eval suite, traces, outputs, state evidence, or release question and wants to define good, create or run evals, grade outcomes, agent trajectories, end-to-end system checkpoints, or promised memory behavior, add deterministic or…
Abhillashjadhav/AI-PM-essential-skills
Skill Claude CodeCodex
Use this skill before running any prompt in production or sharing a workflow with stakeholders. Triggers on phrases like "how much will this cost", "compare model costs", "which model should I use", "estimate tokens", "pre-flight check", or when a user pastes a prompt and asks about inference economics. Takes a prompt…