AI PM Lab

Ingested from the official MCP Registry

FastDrop pulled this entry from the official MCP Registry as io.aipmlab/ai-pm-lab and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed and the description is not theirs.

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Tools this endpoint exposes

Read directly from the endpoint on 10 Oct 2026. Not supplied by the maker.

• search_lessons

  Find AI PM Lab lessons on a topic (e.g. RAG, evals, agents, prompt injection, cost). Returns the best matches with their key idea and link.

• get_lesson

  A lesson's key idea, concepts, things to try and suggested prompts, with links to the lesson, its 3D tour and its challenge.

• list_challenges

  The challenges (games scored from real recorded runs, with leaderboards) and what each asks you to do.

• define

  A plain-language definition of an AI product concept (tokens, temperature, RAG, embeddings, LLM-as-judge, prompt injection…), with the lessons that teach it.

• count_tokens

  Count the tokens in a text (an estimate with OpenAI's cl100k tokenizer; other model families differ slightly).

• estimate_cost

  What a model call costs per request, per day and per month at a given volume, from AI Gateway's live prices. Model ids look like 'openai/gpt-4.1-mini' or 'anthropic/claude-sonnet-4.5'.

• list_experiments

  The real runs recorded on one of AI PM Lab's 3D pages, each described by its setup. Replay one to see what happened.

• replay_experiment

  What happened in one recorded real run (e.g. whether a prompt injection leaked data with given defences), with a link to watch it in 3D.

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