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CEM's published research on building with AI: definitions, papers, calculators and the CEM Score.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
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TDQS

Score is being calculated.

Available Tools

14 tools
ask_cemAsk CEM
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A longer written answer from CEM's research, with the passages it drew on and their pages. Use it only after cem_answer, and only when the person asks to go deeper or wants more than the definition and documents give: for what a term means, cem_answer is the answer, free and instant. At most 100 written answers a day across every channel; past that, or when the AI account can't answer, it returns the closest research instead.

NameRequiredDescriptionDefault
questionYesThe question
ask_op01Ask OP-01
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OP-01's view: the operator in CEM's research, the one person whose every commit, session and dollar the research measures. By default, free and instant: OP-01's published positions that bear on the question, each with when it applies, and the closest published research; write the answer from them in your own words and keep his positions apart from what you infer. With deeper: true, a written answer in OP-01's own voice from the same material, counted on the same daily limit as ask_cem; use it only when the person asks to go deeper. For the method's own view, use cem_answer.

NameRequiredDescriptionDefault
deeperNoA written answer in his voice (counts on the daily limit)
questionYesWhat to ask OP-01, e.g. "Should I raise money or build with what I have?"
calculator_getGet a calculator
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Inspect

One calculator: what it measures (cem-ui registry/tools.json), its inputs with their defaults, and its formula as the calculator's own code computes it (templates/tool-calcs/{slug}.blade.php: the recalc function, the helpers it calls and its constants), and the citation it gives.

NameRequiredDescriptionDefault
slugYese.g. "drift-tax", "build-compression"
calculators_listList the calculators
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The 21 CEM calculators, the same on every site (cem-ui registry/tools.json), with what each measures, and its page and formula code from CRP's search index when CRP is up.

NameRequiredDescriptionDefault

No parameters

cem_answerInstant answer
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Use for any question about CEM (the Compounding Execution Method) or a term it defines, such as the Drift Tax, the Pendulum, the Governor, Sweeps, Cycles or operator levels, and for questions about building or operating with AI that CEM's research covers. Returns CEM's own definition with its code (cite it, e.g. F-003) and the best research documents, each with its code, one-line summary and page. Free and instant. Use it first; ask_cem writes a longer answer when someone wants to go deeper.

NameRequiredDescriptionDefault
questionYesThe question, e.g. "What is the Pendulum?"
cem_scoreScore the CEM Score self-assessment
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Inspect

Score answers to the CEM Score self-assessment (24 questions, 12 dimensions) by the calculator's own rules (cem-ui templates/tool-calcs/cem-score.blade.php: getDimGrade, updateScores). Without answers, the 24 questions with each answer's score. Answers are keyed by question (d1q1 … d12q2), each the chosen answer's score, 1 to 5. Nothing is stored.

NameRequiredDescriptionDefault
answersNoe.g. {"d1q1": 5, "d1q2": 4}
research_getGet research by code
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Inspect

One public CEM document by its code (DOI-07, PB-011, …): its entry in CRP's search index and its markdown from work-hub content/ (located through the content_index table). Only codes CRP lists publicly are served.

NameRequiredDescriptionDefault
codeYesThe code, e.g. "DOI-07"
max_charsNoCut the markdown at this many characters (default 60000)
ui_checkRun the laws check
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Inspect

Run cem-ui's laws check (scripts/laws.mjs, npm run laws) and return its table: each law's check, the count now, and the baseline it may not rise above. It checks cem-ui's own css/ and templates/; it takes no other repo. With a check name, every finding for that check (laws.mjs --list). Never records a baseline.

NameRequiredDescriptionDefault
checkNoOne check, e.g. "no-accent-edge" or "surface-ladder"
ui_getGet a UI kit entry
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Inspect

One UI kit entry in full, as cem-ui registry/ records it: by id ("site-header", "shell", "spacing", "CRP:ask-cem-panel"), component tag ("x-site-header") or name.

NameRequiredDescriptionDefault
idYesId, x- tag or name
kindNoOnly this kind, when an id is shared
ui_lawsRead the design laws
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Inspect

The CEM design laws, cem-ui LAWS.md, the one rules document. Without a law, the whole file. With a number (1 to 20), that law as written. With words ("accent edge", "white"), every law that holds all of them.

NameRequiredDescriptionDefault
lawNoA law number, or words to find in the laws
ui_listList the UI kit
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Inspect

The CEM UI kit (cem-ui registry/): tokens, brand assets, layout primitives, utilities, engines, frames, templates, components (one per job) and the old partials. Without a kind, the count of each kind and their ids; with one, every entry of that kind. Kinds: token, asset, primitive, utility, engine, frame, template, component, partial.

NameRequiredDescriptionDefault
kindNoOnly this kind

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 14 tool updates
    • First observedask_cem
    • First observedask_op01
    • First observedcalculator_get
    • First observedcalculators_list
    • First observedcem_answer
    • First observedcem_score
    • First observedresearch_get
    • First observedresearch_search
    • First observedreviews_search
    • First observedui_check
    • First observedui_get
    • First observedui_laws
    • First observedui_list
    • First observedui_search

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