Add figure claim consistency assistant

figure-claim-consistency-assistant/README.md

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+# Figure Claim Consistency Assistant
+
+This module is a focused slice for SCIBASE.AI issue #16, AI-Powered Research Assistant Suite.
+
+It acts as a pre-submission assistant for manuscript figures and tables. It cross-checks manuscript claims against synthetic figure and table metadata, then emits reviewer-ready tasks when visual evidence does not support the written claim.
+
+## What It Covers
+
+- Claim-to-figure and claim-to-table linkage.
+- Axis unit, effect direction, effect magnitude, and sample-size consistency.
+- Caption caveat propagation into manuscript claims.
+- Public reproducibility artifact checks for source data, notebooks, benchmark logs, manifests, and deployment plans.
+- Reviewer tasks, research-gap signals, JSON audit packets, Markdown review packets, SVG summaries, and a short MP4 demo artifact.
+
+The sample data is synthetic. The module is dependency-free and does not call external services.
+
+## Run
+
+```bash
+node figure-claim-consistency-assistant/test.js
+node figure-claim-consistency-assistant/demo.js
+```
+
+Demo output is written to:
+
+- `reports/claim-consistency-audit.json`
+- `reports/review-packet.md`
+- `reports/claim-consistency.svg`
+- `reports/demo.mp4`

figure-claim-consistency-assistant/demo.js

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+const fs = require("node:fs");
+const path = require("node:path");
+const data = require("./sample-data");
+const { renderMarkdown, renderSvg, runAssistant } = require("./index");
+
+const report = runAssistant(data);
+const reportsDir = path.join(__dirname, "reports");
+fs.mkdirSync(reportsDir, { recursive: true });
+fs.writeFileSync(path.join(reportsDir, "claim-consistency-audit.json"), JSON.stringify(report, null, 2));
+fs.writeFileSync(path.join(reportsDir, "review-packet.md"), renderMarkdown(report));
+fs.writeFileSync(path.join(reportsDir, "claim-consistency.svg"), renderSvg(report));
+
+console.log(JSON.stringify({
+  decision: report.summary.releaseStatus,
+  averageScore: report.summary.averageScore,
+  issueCount: report.summary.totalIssues,
+  highRiskClaims: report.summary.highestRiskClaims,
+  auditDigest: report.auditDigest,
+  reports: [
+    "reports/claim-consistency-audit.json",
+    "reports/review-packet.md",
+    "reports/claim-consistency.svg",
+    "reports/demo.mp4"
+  ]
+}, null, 2));