MethodIQ Tools

Exploratory simple correspondence analysis of integer contingency counts, inertia and row/column coordinates.

Recompute exact p from supplied t/F/chi-square and df, flag numerical disagreement. NOT data or study validation.

Report named-covariate standardized mean differences, variance ratios and KS statistics with an explicit balance threshold. Not a causal test.

Estimate a paired continuous mean difference or binary risk difference for a supplied fixed 1:1 match, with conditional inference and explicit limitations.

Fit standardized L2-logistic propensity scores from pre-treatment numeric covariates. Returns coefficients and common support; predictive fit is not causal identification.

PLS1/PLS2 regression with fixed components and fold-local scaling. NOT PLS-SEM. Independent rows only.

Read one verified detail section only when the summary is insufficient. Never invent a section or recalculate supplied numbers.

Read one pending Analysis Studio question and its SPSS variable metadata so the host conversation AI can recommend an analysis method and variable roles. Row-level data are never returned. After deciding, call submit_analysis_recommendation.

Read the compact, code-verified summary and interpretation contract for a completed Analysis Studio result. Use this before requesting details.

Read the three Korean classroom demo scenarios, variables, questions and learning points before running a demo.

Read methods, examples, assumptions and limitations before analysis.

Optimal 1:1 no-replacement matching under a logit-SD caliper, retention, before/after balance and unmatched records. Outcome is optional and descriptive only.

Run a reproducible synthetic-data classroom analysis and return results, interpretation, checks and follow-up questions for the AI host to explain.

Run the deterministic ATT PSM workflow: validate receipt, estimate scores, match outcome-blind, diagnose balance, estimate the matched effect, run a caliper sensitivity grid and return a reproducibility digest.

Submit the host conversation AI recommendation for a pending Analysis Studio request. App code validates every variable name, type, category count and role conflict before the web form can apply it. This does not confirm or run the analysis.

Save the final report written by the host conversation AI after it has read the verified summary and any necessary detail sections. The app never writes this narrative. Return the report link to the user after saving.

TOST mean equivalence, independent Welch or paired t. User must specify equivalence bounds in original outcome units. NOT nonsignificance or equal variances.

Median-centered Levene/Brown-Forsythe equal-variance test. NOT measurement invariance or equivalence.

Report structural cycles, isolated nodes, missing endpoints, and unreachable nodes. Conditions are not evaluated.

Switch the complete automatic style preset while preserving chart data and type. Use the latest revision.

Apply atomic targeted changes. Revision must match get_diagram. Stable IDs cannot be renamed.

Apply revision-checked text or style changes to at most two slides in a saved PPTX document.

Add, remove, duplicate or reorder slides, and add, remove, move or resize text boxes on at most two slide positions while preserving the rest of the PPTX package.

Record an explicit user confirmation for the current report chart revision and evidence digests. Call only after showing the result and receiving confirmation.

Save an independent copy while preserving the source.

create chart. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

create deck. Updates require the current revision; read the deck before applying user feedback.

Create an editable diagram from a template or graph. Then call render_diagram_editor.

Create a downloadable PPTX file from a slide outline.

create report chart. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

Permanently delete a saved PPTX document and all of its revisions from the owner's workspace.

Delete only a user-requested saved diagram to free a slot.

List diagram tool capabilities.

export chart. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

Export the current deck as a downloadable PPTX. Return the downloadUrl as a clickable link to the user. The private link expires in 10 minutes; export again if expired. Anyone with the link can download until expiry. No permanent ChatGPT file attachment is implied.

Export the exact current diagram revision as a self-contained SVG for presentation or document insertion.

Export a graph packet as Graphviz DOT syntax.

Export a graph packet as Mermaid flowchart syntax.

Export the current revision of a saved PPTX document as a private download.

Extract a neighborhood suitable for a focused diagram export.

get chart. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

get deck. Updates require the current revision; read the deck before applying user feedback.

Read authoritative graph, revision, selection and feedback before editing.

Explain how to use MethodIQ Tools or one connected specialist in the user's language, including what to provide, the interaction steps, example requests, outputs and limits. Check tools/list for live availability.

Read metadata for one saved PPTX document.

Check whether the owner's PPTX document workspace is available and backed by configured persistent storage.

Check whether server-side PPTX compatibility rendering is available. This does not claim Microsoft PowerPoint fidelity.

Check whether an external gWriter editing session is complete and, when complete, return the immutable revised Markdown.

Open a user-supplied Markdown draft in the external gWriter GPT Editor. Use this when the user wants to revise AI-written text in a full editing window.

import chart workbook. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

import pptx. Updates require the current revision; read the deck before applying user feedback.

Transfer the exact current Chart Studio revision into a saved PPTX slide without downloading or re-uploading the SVG. Use documentId/documentRevision for a workspace PPTX, or deckId/deckRevision to promote a temporary deck into the workspace. The result opens the PPTX editor on the changed slide.

Read the exact current Chart Studio revision, write one to three concise evidence-bound interpretation points, and place the editable vector chart plus those points into one PPTX slide in a single revision. Preserve the chart unit, source and warnings. Describe only values present in the chart packet; do not invent causality or statistical significance. The result opens the PPTX editor on the changed slide.

Transfer the exact current Diagram Studio revision into a saved PPTX slide as a sharp self-contained SVG, then open the changed slide in the PPTX editor. Read get_diagram after human or AI edits and use its current revision. Do not ask the user to download and re-upload the SVG.

List PPTX tool capabilities.

List the small, source-attributed automatic style presets. Prefer a preset over individual color or font choices.

list chart templates. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

Return numbered diagram templates with example graphs.

List retained versions allowed by the server account plan.

Start here for MethodIQ Tools help or a natural-language request. Discover the live Diagram, Chart, Survey Visualization, PowerPoint, Analysis, Editor and ResearchPilot categories, user guidance, examples, exact schemas and required inputs. Users do not need to know function names.

List PPTX documents saved in the owner's MCP workspace. File content is not returned.

Read this workspace's product comments for review or export.

List saved diagrams and server-controlled storage entitlement.

Normalize a graph packet into stable nodes and edges.

Open a saved PPTX in the persistent editor with one or two slides selected for human and AI revision.

parse chart table. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

Read structured text boxes from 1-10 selected slides without uploading the PPTX again.

Recover the last automatically saved work in this workspace.

render chart editor. Deterministic automatic chart design using ChartFlow rules. Interpret supplied numbers only; no causality or significance. Alluvial excluded.

Render 1-10 selected slides as PNG images for visual inspection. Uses a compatibility renderer; Microsoft PowerPoint remains authoritative.

Show the template picker, or open an existing diagram by diagramId.

Show the actual connected tool directory in an interactive panel. Includes required materials, schema details and a button asking host AI to prepare the selected tool input; does not execute analyses automatically.

render pptx editor. Updates require the current revision; read the deck before applying user feedback.

Render 1-10 slides from a saved PPTX document as PNG images for visual review.

Build a reproducible collection plan for YouTube metadata, web text, legal references, data APIs, or a bounded text corpus. This returns a plan only and never claims collection occurred.

Read canonical ResearchPilot capability authority. Use this before claiming that ResearchPilot can directly execute a research method.

Check one ResearchPilot capability by canonical capability ID and distinguish discussion/planning, direct execution, certified core, registered engine, and specialist handoff.

Create a bounded content-analysis codebook and validation skeleton with sampling/coding/context units, category contracts, pilot coding and human/AI validation requirements. Categories remain researcher proposals.

Read one authenticated user's cloud ResearchPilot project state: research question, decisions, analysis/result summaries, stale state, source identities/digests and local-artifact availability. Raw local research files are intentionally absent.

Read the authenticated user's ResearchPilot working preferences and bounded routing history. These are workflow/presentation signals, never scientific authority.

Read the immutable ResearchContext snapshot carried by a ResearchPilot handoff, including an evidence catalog without source bodies. This does not mutate Studio state or authorize execution.

Validate the outer ResearchPilot specialist handoff identity and return a bounded context summary without source bodies. Use the original handoff package as the authority.

List the authenticated user's active ResearchPilot projects, newest first. Use before choosing a project when the user's phrase such as 'my study' is ambiguous.

List saved working artifacts for one authenticated ResearchPilot project. Use this to continue prior host-AI plans, interpretations, critiques, or drafts without treating them as researcher-approved canonical decisions.

Open the interactive ResearchPilot workspace when the user wants to select a project, inspect method capability, review research context, or edit an instruction before continuing in the host AI conversation.

Prepare a rigorous specialist execution request bound to the authenticated project, exact ResearchContext digest, capability authority, and input artifact digests. This does not execute the analysis or transfer local raw files.

Read one exact evidence page from a ResearchPilot handoff after verifying the outer source digest against the immutable ResearchContext snapshot.

Read one saved working artifact after verifying that both project and artifact belong to the authenticated ResearchPilot owner.

Record explicit user feedback about a ResearchPilot capability/tool outcome. Call only when the user explicitly accepts, rejects, corrects, or reports failure/success. Do not store the user's full research question or source text.

Search ResearchPilot's unified method/model, source-provider, official-reference, or planned-plugin registry. Planning/discovery only; registry presence never authorizes execution or collection.

Save a substantive project-specific plan, interpretation, critique, draft, or specialist result as a non-canonical WORKING artifact. Use for durable ResearchPilot continuity; this never accepts a research decision or authorizes execution.

Search ResearchPilot dataset/data-paper providers with explicit provider availability states. Returned records remain source candidates, not automatic dataset-fit approval.

Search research literature through ResearchPilot's OpenAlex/Crossref adapter. Bibliographic verification is not scientific-quality or full-text verification.

Create a bounded text-analysis pilot package: collection recipe, codebook skeleton, corpus manifest, pilot/validation plan, AG-UI state, and specialist handoff route. Design only; no coding or validation is claimed.

Update bounded ResearchPilot working/writing preferences only when the user explicitly states a stable preference. These preferences affect presentation/workflow, never scientific authority or method validity.

Validate a specialist execution receipt against its ResearchPilot request and authenticated project/context identity. This verifies identity, input digests, sample accounting, diagnostics and validation-state structure; it does not independently validate scientific correctness.

Restore a retained version with revision checking.

Recommend scalable review views and collapse policy for a graph.

Save the current diagram subject to the account storage limit.

Save an uploaded PPTX once in the owner's MCP workspace and return a documentId for later reads and edits.