diff --git a/CHANGELOG.md b/CHANGELOG.md
index d14cd97307a..44437e69b4f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -20,6 +20,7 @@ Docs: https://docs.openclaw.ai
 - Memory/dreaming: ingest redacted session transcripts into the dreaming corpus with per-day session-corpus notes, cursor checkpointing, and promotion/doctor support. (#62227) Thanks @vignesh07.
 - Plugins/memory: add a public memory-artifact export seam to the unified memory capability so companion plugins like `memory-wiki` can bridge the active memory plugin without reaching into `memory-core` internals. Thanks @vincentkoc.
 - Memory/wiki: add structured claim/evidence fields plus compiled agent digest artifacts so `memory-wiki` behaves more like a persistent knowledge layer and less like markdown-only page storage. Thanks @vincentkoc.
+- Memory/wiki: add claim-health linting, contradiction clustering, staleness-aware dashboards, and freshness-weighted wiki search so `memory-wiki` can act more like a maintained belief layer than a passive markdown dump. Thanks @vincentkoc.
 
 ### Fixes
 
diff --git a/extensions/memory-wiki/src/claim-health.ts b/extensions/memory-wiki/src/claim-health.ts
new file mode 100644
index 00000000000..0dc3e56ccf6
--- /dev/null
+++ b/extensions/memory-wiki/src/claim-health.ts
@@ -0,0 +1,240 @@
+import type { WikiClaim, WikiPageSummary } from "./markdown.js";
+
+const DAY_MS = 24 * 60 * 60 * 1000;
+
+export const WIKI_AGING_DAYS = 30;
+export const WIKI_STALE_DAYS = 90;
+
+const CONTESTED_CLAIM_STATUSES = new Set(["contested", "contradicted", "refuted", "superseded"]);
+
+export type WikiFreshnessLevel = "fresh" | "aging" | "stale" | "unknown";
+
+export type WikiFreshness = {
+  level: WikiFreshnessLevel;
+  reason: string;
+  daysSinceTouch?: number;
+  lastTouchedAt?: string;
+};
+
+export type WikiClaimHealth = {
+  key: string;
+  pagePath: string;
+  pageTitle: string;
+  pageId?: string;
+  claimId?: string;
+  text: string;
+  status: string;
+  confidence?: number;
+  evidenceCount: number;
+  missingEvidence: boolean;
+  freshness: WikiFreshness;
+};
+
+export type WikiClaimContradictionCluster = {
+  key: string;
+  label: string;
+  entries: WikiClaimHealth[];
+};
+
+export type WikiPageContradictionCluster = {
+  key: string;
+  label: string;
+  entries: Array<{
+    pagePath: string;
+    pageTitle: string;
+    pageId?: string;
+    note: string;
+  }>;
+};
+
+function parseTimestamp(value?: string): number | null {
+  if (!value?.trim()) {
+    return null;
+  }
+  const parsed = Date.parse(value);
+  return Number.isFinite(parsed) ? parsed : null;
+}
+
+function clampDaysSinceTouch(daysSinceTouch: number): number {
+  return Math.max(0, daysSinceTouch);
+}
+
+function normalizeClaimTextKey(text: string): string {
+  return text.trim().replace(/\s+/g, " ").toLowerCase();
+}
+
+function normalizeTextKey(text: string): string {
+  return text
+    .trim()
+    .toLowerCase()
+    .replace(/[^a-z0-9]+/g, " ")
+    .replace(/\s+/g, " ");
+}
+
+function buildFreshnessFromTimestamp(params: { timestamp?: string; now?: Date }): WikiFreshness {
+  const now = params.now ?? new Date();
+  const timestampMs = parseTimestamp(params.timestamp);
+  if (timestampMs === null || !params.timestamp) {
+    return {
+      level: "unknown",
+      reason: "missing updatedAt",
+    };
+  }
+  const daysSinceTouch = clampDaysSinceTouch(Math.floor((now.getTime() - timestampMs) / DAY_MS));
+  if (daysSinceTouch >= WIKI_STALE_DAYS) {
+    return {
+      level: "stale",
+      reason: `last touched ${params.timestamp}`,
+      daysSinceTouch,
+      lastTouchedAt: params.timestamp,
+    };
+  }
+  if (daysSinceTouch >= WIKI_AGING_DAYS) {
+    return {
+      level: "aging",
+      reason: `last touched ${params.timestamp}`,
+      daysSinceTouch,
+      lastTouchedAt: params.timestamp,
+    };
+  }
+  return {
+    level: "fresh",
+    reason: `last touched ${params.timestamp}`,
+    daysSinceTouch,
+    lastTouchedAt: params.timestamp,
+  };
+}
+
+function resolveLatestTimestamp(candidates: Array<string | undefined>): string | undefined {
+  let bestValue: string | undefined;
+  let bestMs = -1;
+  for (const candidate of candidates) {
+    const parsed = parseTimestamp(candidate);
+    if (parsed === null || !candidate || parsed <= bestMs) {
+      continue;
+    }
+    bestMs = parsed;
+    bestValue = candidate;
+  }
+  return bestValue;
+}
+
+export function normalizeClaimStatus(status?: string): string {
+  return status?.trim().toLowerCase() || "supported";
+}
+
+export function isClaimContestedStatus(status?: string): boolean {
+  return CONTESTED_CLAIM_STATUSES.has(normalizeClaimStatus(status));
+}
+
+export function assessPageFreshness(page: WikiPageSummary, now?: Date): WikiFreshness {
+  return buildFreshnessFromTimestamp({ timestamp: page.updatedAt, now });
+}
+
+export function assessClaimFreshness(params: {
+  page: WikiPageSummary;
+  claim: WikiClaim;
+  now?: Date;
+}): WikiFreshness {
+  const latestTimestamp = resolveLatestTimestamp([
+    params.claim.updatedAt,
+    params.page.updatedAt,
+    ...params.claim.evidence.map((evidence) => evidence.updatedAt),
+  ]);
+  return buildFreshnessFromTimestamp({ timestamp: latestTimestamp, now: params.now });
+}
+
+export function buildWikiClaimHealth(params: {
+  page: WikiPageSummary;
+  claim: WikiClaim;
+  index: number;
+  now?: Date;
+}): WikiClaimHealth {
+  const claimId = params.claim.id?.trim();
+  return {
+    key: `${params.page.relativePath}#${claimId ?? `claim-${params.index + 1}`}`,
+    pagePath: params.page.relativePath,
+    pageTitle: params.page.title,
+    ...(params.page.id ? { pageId: params.page.id } : {}),
+    ...(claimId ? { claimId } : {}),
+    text: params.claim.text,
+    status: normalizeClaimStatus(params.claim.status),
+    ...(typeof params.claim.confidence === "number" ? { confidence: params.claim.confidence } : {}),
+    evidenceCount: params.claim.evidence.length,
+    missingEvidence: params.claim.evidence.length === 0,
+    freshness: assessClaimFreshness({ page: params.page, claim: params.claim, now: params.now }),
+  };
+}
+
+export function collectWikiClaimHealth(pages: WikiPageSummary[], now?: Date): WikiClaimHealth[] {
+  return pages.flatMap((page) =>
+    page.claims.map((claim, index) => buildWikiClaimHealth({ page, claim, index, now })),
+  );
+}
+
+export function buildClaimContradictionClusters(params: {
+  pages: WikiPageSummary[];
+  now?: Date;
+}): WikiClaimContradictionCluster[] {
+  const claimHealth = collectWikiClaimHealth(params.pages, params.now);
+  const byId = new Map<string, WikiClaimHealth[]>();
+  for (const claim of claimHealth) {
+    if (!claim.claimId) {
+      continue;
+    }
+    const current = byId.get(claim.claimId) ?? [];
+    current.push(claim);
+    byId.set(claim.claimId, current);
+  }
+
+  return [...byId.entries()]
+    .flatMap(([claimId, entries]) => {
+      if (entries.length < 2) {
+        return [];
+      }
+      const distinctTexts = new Set(entries.map((entry) => normalizeClaimTextKey(entry.text)));
+      const distinctStatuses = new Set(entries.map((entry) => entry.status));
+      if (distinctTexts.size < 2 && distinctStatuses.size < 2) {
+        return [];
+      }
+      return [
+        {
+          key: claimId,
+          label: claimId,
+          entries: [...entries].toSorted((left, right) =>
+            left.pagePath.localeCompare(right.pagePath),
+          ),
+        },
+      ];
+    })
+    .toSorted((left, right) => left.label.localeCompare(right.label));
+}
+
+export function buildPageContradictionClusters(
+  pages: WikiPageSummary[],
+): WikiPageContradictionCluster[] {
+  const byNote = new Map<string, WikiPageContradictionCluster["entries"]>();
+  for (const page of pages) {
+    for (const note of page.contradictions) {
+      const key = normalizeTextKey(note);
+      if (!key) {
+        continue;
+      }
+      const current = byNote.get(key) ?? [];
+      current.push({
+        pagePath: page.relativePath,
+        pageTitle: page.title,
+        ...(page.id ? { pageId: page.id } : {}),
+        note,
+      });
+      byNote.set(key, current);
+    }
+  }
+  return [...byNote.entries()]
+    .map(([key, entries]) => ({
+      key,
+      label: entries[0]?.note ?? key,
+      entries: [...entries].toSorted((left, right) => left.pagePath.localeCompare(right.pagePath)),
+    }))
+    .toSorted((left, right) => left.label.localeCompare(right.label));
+}
diff --git a/extensions/memory-wiki/src/compile.test.ts b/extensions/memory-wiki/src/compile.test.ts
index 9fc969f10f9..0ebbc6526f9 100644
--- a/extensions/memory-wiki/src/compile.test.ts
+++ b/extensions/memory-wiki/src/compile.test.ts
@@ -187,11 +187,49 @@ describe("compileMemoryWikiVault", () => {
           questions: ["What changed after launch?"],
           contradictions: ["Conflicts with source.beta"],
           confidence: 0.3,
+          claims: [
+            {
+              id: "claim.alpha.db",
+              text: "Alpha uses PostgreSQL for production writes.",
+              status: "supported",
+              confidence: 0.4,
+              evidence: [],
+            },
+          ],
         },
         body: "# Alpha\n",
       }),
       "utf8",
     );
+    await fs.writeFile(
+      path.join(rootDir, "concepts", "alpha-db.md"),
+      renderWikiMarkdown({
+        frontmatter: {
+          pageType: "concept",
+          id: "concept.alpha.db",
+          title: "Alpha DB",
+          sourceIds: ["source.alpha"],
+          updatedAt: "2025-10-01T00:00:00.000Z",
+          claims: [
+            {
+              id: "claim.alpha.db",
+              text: "Alpha uses MySQL for production writes.",
+              status: "contested",
+              confidence: 0.62,
+              evidence: [
+                {
+                  sourceId: "source.alpha",
+                  lines: "9-11",
+                  updatedAt: "2025-10-01T00:00:00.000Z",
+                },
+              ],
+            },
+          ],
+        },
+        body: "# Alpha DB\n",
+      }),
+      "utf8",
+    );
     await fs.writeFile(
       path.join(rootDir, "sources", "alpha.md"),
       renderWikiMarkdown({
@@ -208,19 +246,42 @@ describe("compileMemoryWikiVault", () => {
 
     const result = await compileMemoryWikiVault(config);
 
-    expect(result.pageCounts.report).toBeGreaterThanOrEqual(4);
+    expect(result.pageCounts.report).toBeGreaterThanOrEqual(5);
     await expect(
       fs.readFile(path.join(rootDir, "reports", "open-questions.md"), "utf8"),
     ).resolves.toContain("[Alpha](entities/alpha.md): What changed after launch?");
     await expect(
       fs.readFile(path.join(rootDir, "reports", "contradictions.md"), "utf8"),
-    ).resolves.toContain("[Alpha](entities/alpha.md): Conflicts with source.beta");
+    ).resolves.toContain("Conflicts with source.beta: [Alpha](entities/alpha.md)");
+    await expect(
+      fs.readFile(path.join(rootDir, "reports", "contradictions.md"), "utf8"),
+    ).resolves.toContain("`claim.alpha.db`");
     await expect(
       fs.readFile(path.join(rootDir, "reports", "low-confidence.md"), "utf8"),
     ).resolves.toContain("[Alpha](entities/alpha.md): confidence 0.30");
+    await expect(
+      fs.readFile(path.join(rootDir, "reports", "low-confidence.md"), "utf8"),
+    ).resolves.toContain("Alpha uses PostgreSQL for production writes.");
+    await expect(
+      fs.readFile(path.join(rootDir, "reports", "claim-health.md"), "utf8"),
+    ).resolves.toContain("Missing Evidence");
+    await expect(
+      fs.readFile(path.join(rootDir, "reports", "claim-health.md"), "utf8"),
+    ).resolves.toContain("Alpha uses PostgreSQL for production writes.");
     await expect(
       fs.readFile(path.join(rootDir, "reports", "stale-pages.md"), "utf8"),
     ).resolves.toContain("[Alpha](entities/alpha.md): missing updatedAt");
+    const agentDigest = JSON.parse(
+      await fs.readFile(path.join(rootDir, ".openclaw-wiki", "cache", "agent-digest.json"), "utf8"),
+    ) as {
+      claimHealth: { missingEvidence: number; freshness: { unknown: number } };
+      contradictionClusters: Array<{ key: string }>;
+    };
+    expect(agentDigest.claimHealth.missingEvidence).toBeGreaterThanOrEqual(1);
+    expect(agentDigest.claimHealth.freshness.unknown).toBeGreaterThanOrEqual(1);
+    expect(agentDigest.contradictionClusters).toContainEqual(
+      expect.objectContaining({ key: "claim.alpha.db" }),
+    );
   });
 
   it("skips dashboard report pages when createDashboards is disabled", async () => {
diff --git a/extensions/memory-wiki/src/compile.ts b/extensions/memory-wiki/src/compile.ts
index de945f73de3..84f484ca0c6 100644
--- a/extensions/memory-wiki/src/compile.ts
+++ b/extensions/memory-wiki/src/compile.ts
@@ -4,6 +4,21 @@ import {
   replaceManagedMarkdownBlock,
   withTrailingNewline,
 } from "openclaw/plugin-sdk/memory-host-markdown";
+import {
+  assessClaimFreshness,
+  assessPageFreshness,
+  buildClaimContradictionClusters,
+  buildPageContradictionClusters,
+  collectWikiClaimHealth,
+  isClaimContestedStatus,
+  normalizeClaimStatus,
+  WIKI_AGING_DAYS,
+  type WikiClaimContradictionCluster,
+  type WikiClaimHealth,
+  type WikiFreshness,
+  type WikiFreshnessLevel,
+  type WikiPageContradictionCluster,
+} from "./claim-health.js";
 import type { ResolvedMemoryWikiConfig } from "./config.js";
 import { appendMemoryWikiLog } from "./log.js";
 import {
@@ -26,7 +41,6 @@ const COMPILE_PAGE_GROUPS: Array<{ kind: WikiPageKind; dir: string; heading: str
   { kind: "synthesis", dir: "syntheses", heading: "Syntheses" },
   { kind: "report", dir: "reports", heading: "Reports" },
 ];
-const DASHBOARD_STALE_PAGE_DAYS = 30;
 const AGENT_DIGEST_PATH = ".openclaw-wiki/cache/agent-digest.json";
 const CLAIMS_DIGEST_PATH = ".openclaw-wiki/cache/claims.jsonl";
 
@@ -69,48 +83,108 @@ const DASHBOARD_PAGES: DashboardPageDefinition[] = [
     id: "report.contradictions",
     title: "Contradictions",
     relativePath: "reports/contradictions.md",
-    buildBody: ({ config, pages }) => {
-      const matches = pages.filter((page) => page.contradictions.length > 0);
-      if (matches.length === 0) {
+    buildBody: ({ config, pages, now }) => {
+      const pageClusters = buildPageContradictionClusters(pages);
+      const claimClusters = buildClaimContradictionClusters({ pages, now });
+      if (pageClusters.length === 0 && claimClusters.length === 0) {
         return "- No contradictions flagged right now.";
       }
-      return [
-        `- Pages with contradictions: ${matches.length}`,
-        "",
-        ...matches.map(
-          (page) =>
-            `- ${formatWikiLink({
-              renderMode: config.vault.renderMode,
-              relativePath: page.relativePath,
-              title: page.title,
-            })}: ${page.contradictions.join(" | ")}`,
-        ),
-      ].join("\n");
+      const lines = [
+        `- Contradiction note clusters: ${pageClusters.length}`,
+        `- Competing claim clusters: ${claimClusters.length}`,
+      ];
+      if (pageClusters.length > 0) {
+        lines.push("", "### Page Notes");
+        for (const cluster of pageClusters) {
+          lines.push(formatPageContradictionClusterLine(config, cluster));
+        }
+      }
+      if (claimClusters.length > 0) {
+        lines.push("", "### Claim Clusters");
+        for (const cluster of claimClusters) {
+          lines.push(formatClaimContradictionClusterLine(config, cluster));
+        }
+      }
+      return lines.join("\n");
     },
   },
   {
     id: "report.low-confidence",
     title: "Low Confidence",
     relativePath: "reports/low-confidence.md",
-    buildBody: ({ config, pages }) => {
-      const matches = pages
+    buildBody: ({ config, pages, now }) => {
+      const pageMatches = pages
         .filter((page) => typeof page.confidence === "number" && page.confidence < 0.5)
         .toSorted((left, right) => (left.confidence ?? 1) - (right.confidence ?? 1));
-      if (matches.length === 0) {
-        return "- No low-confidence pages right now.";
+      const claimMatches = collectWikiClaimHealth(pages, now)
+        .filter((claim) => typeof claim.confidence === "number" && claim.confidence < 0.5)
+        .toSorted((left, right) => (left.confidence ?? 1) - (right.confidence ?? 1));
+      if (pageMatches.length === 0 && claimMatches.length === 0) {
+        return "- No low-confidence pages or claims right now.";
       }
-      return [
-        `- Low-confidence pages: ${matches.length}`,
-        "",
-        ...matches.map(
-          (page) =>
-            `- ${formatWikiLink({
-              renderMode: config.vault.renderMode,
-              relativePath: page.relativePath,
-              title: page.title,
-            })}: confidence ${(page.confidence ?? 0).toFixed(2)}`,
-        ),
-      ].join("\n");
+      const lines = [
+        `- Low-confidence pages: ${pageMatches.length}`,
+        `- Low-confidence claims: ${claimMatches.length}`,
+      ];
+      if (pageMatches.length > 0) {
+        lines.push("", "### Pages");
+        for (const page of pageMatches) {
+          lines.push(
+            `- ${formatPageLink(config, page)}: confidence ${(page.confidence ?? 0).toFixed(2)}`,
+          );
+        }
+      }
+      if (claimMatches.length > 0) {
+        lines.push("", "### Claims");
+        for (const claim of claimMatches) {
+          lines.push(`- ${formatClaimHealthLine(config, claim)}`);
+        }
+      }
+      return lines.join("\n");
+    },
+  },
+  {
+    id: "report.claim-health",
+    title: "Claim Health",
+    relativePath: "reports/claim-health.md",
+    buildBody: ({ config, pages, now }) => {
+      const claimHealth = collectWikiClaimHealth(pages, now);
+      const missingEvidence = claimHealth.filter((claim) => claim.missingEvidence);
+      const contestedClaims = claimHealth.filter((claim) => isClaimHealthContested(claim));
+      const staleClaims = claimHealth.filter(
+        (claim) => claim.freshness.level === "stale" || claim.freshness.level === "unknown",
+      );
+      if (
+        missingEvidence.length === 0 &&
+        contestedClaims.length === 0 &&
+        staleClaims.length === 0
+      ) {
+        return "- No claim health issues right now.";
+      }
+      const lines = [
+        `- Claims missing evidence: ${missingEvidence.length}`,
+        `- Contested claims: ${contestedClaims.length}`,
+        `- Stale or unknown claims: ${staleClaims.length}`,
+      ];
+      if (missingEvidence.length > 0) {
+        lines.push("", "### Missing Evidence");
+        for (const claim of missingEvidence) {
+          lines.push(`- ${formatClaimHealthLine(config, claim)}`);
+        }
+      }
+      if (contestedClaims.length > 0) {
+        lines.push("", "### Contested Claims");
+        for (const claim of contestedClaims) {
+          lines.push(`- ${formatClaimHealthLine(config, claim)}`);
+        }
+      }
+      if (staleClaims.length > 0) {
+        lines.push("", "### Stale Claims");
+        for (const claim of staleClaims) {
+          lines.push(`- ${formatClaimHealthLine(config, claim)}`);
+        }
+      }
+      return lines.join("\n");
     },
   },
   {
@@ -118,33 +192,25 @@ const DASHBOARD_PAGES: DashboardPageDefinition[] = [
     title: "Stale Pages",
     relativePath: "reports/stale-pages.md",
     buildBody: ({ config, pages, now }) => {
-      const staleBeforeMs = now.getTime() - DASHBOARD_STALE_PAGE_DAYS * 24 * 60 * 60 * 1000;
       const matches = pages
         .filter((page) => page.kind !== "report")
         .flatMap((page) => {
-          if (!page.updatedAt) {
-            return [{ page, reason: "missing updatedAt" }];
-          }
-          const updatedAtMs = Date.parse(page.updatedAt);
-          if (!Number.isFinite(updatedAtMs) || updatedAtMs > staleBeforeMs) {
+          const freshness = assessPageFreshness(page, now);
+          if (freshness.level === "fresh") {
             return [];
           }
-          return [{ page, reason: `updated ${page.updatedAt}` }];
+          return [{ page, freshness }];
         })
         .toSorted((left, right) => left.page.title.localeCompare(right.page.title));
       if (matches.length === 0) {
-        return `- No stale pages older than ${DASHBOARD_STALE_PAGE_DAYS} days.`;
+        return `- No aging or stale pages older than ${WIKI_AGING_DAYS} days.`;
       }
       return [
         `- Stale pages: ${matches.length}`,
         "",
         ...matches.map(
-          ({ page, reason }) =>
-            `- ${formatWikiLink({
-              renderMode: config.vault.renderMode,
-              relativePath: page.relativePath,
-              title: page.title,
-            })}: ${reason}`,
+          ({ page, freshness }) =>
+            `- ${formatPageLink(config, page)}: ${formatFreshnessLabel(freshness)}`,
         ),
       ].join("\n");
     },
@@ -203,6 +269,78 @@ function buildPageCounts(pages: WikiPageSummary[]): Record<WikiPageKind, number>
   };
 }
 
+function formatPageLink(config: ResolvedMemoryWikiConfig, page: WikiPageSummary): string {
+  return formatWikiLink({
+    renderMode: config.vault.renderMode,
+    relativePath: page.relativePath,
+    title: page.title,
+  });
+}
+
+function formatFreshnessLabel(freshness: WikiFreshness): string {
+  switch (freshness.level) {
+    case "fresh":
+      return `fresh (${freshness.lastTouchedAt ?? "recent"})`;
+    case "aging":
+      return `aging (${freshness.lastTouchedAt ?? "unknown"})`;
+    case "stale":
+      return `stale (${freshness.lastTouchedAt ?? "unknown"})`;
+    case "unknown":
+      return freshness.reason;
+  }
+}
+
+function formatClaimIdentity(claim: WikiClaimHealth): string {
+  return claim.claimId ? `\`${claim.claimId}\`: ${claim.text}` : claim.text;
+}
+
+function isClaimHealthContested(claim: WikiClaimHealth): boolean {
+  return isClaimContestedStatus(claim.status);
+}
+
+function formatClaimHealthLine(config: ResolvedMemoryWikiConfig, claim: WikiClaimHealth): string {
+  const details = [
+    `status ${claim.status}`,
+    typeof claim.confidence === "number" ? `confidence ${claim.confidence.toFixed(2)}` : null,
+    claim.missingEvidence ? "missing evidence" : `${claim.evidenceCount} evidence`,
+    formatFreshnessLabel(claim.freshness),
+  ].filter(Boolean);
+  return `${formatWikiLink({
+    renderMode: config.vault.renderMode,
+    relativePath: claim.pagePath,
+    title: claim.pageTitle,
+  })}: ${formatClaimIdentity(claim)} (${details.join(", ")})`;
+}
+
+function formatPageContradictionClusterLine(
+  config: ResolvedMemoryWikiConfig,
+  cluster: WikiPageContradictionCluster,
+): string {
+  const pageRefs = cluster.entries.map((entry) =>
+    formatWikiLink({
+      renderMode: config.vault.renderMode,
+      relativePath: entry.pagePath,
+      title: entry.pageTitle,
+    }),
+  );
+  return `- ${cluster.label}: ${pageRefs.join(" | ")}`;
+}
+
+function formatClaimContradictionClusterLine(
+  config: ResolvedMemoryWikiConfig,
+  cluster: WikiClaimContradictionCluster,
+): string {
+  const entries = cluster.entries.map(
+    (entry) =>
+      `${formatWikiLink({
+        renderMode: config.vault.renderMode,
+        relativePath: entry.pagePath,
+        title: entry.pageTitle,
+      })} -> ${formatClaimIdentity(entry)} (${entry.status}, ${formatFreshnessLabel(entry.freshness)})`,
+  );
+  return `- \`${cluster.label}\`: ${entries.join(" | ")}`;
+}
+
 function normalizeComparableTarget(value: string): string {
   return value
     .trim()
@@ -557,8 +695,10 @@ type AgentDigestClaim = {
   status: string;
   confidence?: number;
   evidenceCount: number;
+  missingEvidence: boolean;
   evidence: WikiClaim["evidence"];
-  updatedAt?: string;
+  freshnessLevel: WikiFreshnessLevel;
+  lastTouchedAt?: string;
 };
 
 type AgentDigestPage = {
@@ -570,64 +710,167 @@ type AgentDigestPage = {
   questions: string[];
   contradictions: string[];
   confidence?: number;
-  updatedAt?: string;
+  freshnessLevel: WikiFreshnessLevel;
+  lastTouchedAt?: string;
   claimCount: number;
   topClaims: AgentDigestClaim[];
 };
 
+type AgentDigestClaimHealthSummary = {
+  freshness: Record<WikiFreshnessLevel, number>;
+  contested: number;
+  lowConfidence: number;
+  missingEvidence: number;
+};
+
+type AgentDigestContradictionCluster = {
+  key: string;
+  label: string;
+  kind: "claim-id" | "page-note";
+  entryCount: number;
+  paths: string[];
+};
+
 type AgentDigest = {
   pageCounts: Record<WikiPageKind, number>;
   claimCount: number;
+  claimHealth: AgentDigestClaimHealthSummary;
+  contradictionClusters: AgentDigestContradictionCluster[];
   pages: AgentDigestPage[];
 };
 
-function normalizeClaimStatus(claim: WikiClaim): string {
-  return claim.status?.trim() || "supported";
+function createFreshnessSummary(): Record<WikiFreshnessLevel, number> {
+  return {
+    fresh: 0,
+    aging: 0,
+    stale: 0,
+    unknown: 0,
+  };
 }
 
-function sortClaims(claims: WikiClaim[]): WikiClaim[] {
-  return [...claims].toSorted((left, right) => {
+function rankFreshnessLevel(level: WikiFreshnessLevel): number {
+  switch (level) {
+    case "fresh":
+      return 3;
+    case "aging":
+      return 2;
+    case "stale":
+      return 1;
+    case "unknown":
+      return 0;
+  }
+}
+
+function sortClaims(page: WikiPageSummary): WikiClaim[] {
+  return [...page.claims].toSorted((left, right) => {
     const leftConfidence = left.confidence ?? -1;
     const rightConfidence = right.confidence ?? -1;
     if (leftConfidence !== rightConfidence) {
       return rightConfidence - leftConfidence;
     }
+    const leftFreshness = rankFreshnessLevel(assessClaimFreshness({ page, claim: left }).level);
+    const rightFreshness = rankFreshnessLevel(assessClaimFreshness({ page, claim: right }).level);
+    if (leftFreshness !== rightFreshness) {
+      return rightFreshness - leftFreshness;
+    }
     return left.text.localeCompare(right.text);
   });
 }
 
+function buildAgentDigestClaimHealthSummary(
+  pages: WikiPageSummary[],
+): AgentDigestClaimHealthSummary {
+  const freshness = createFreshnessSummary();
+  let contested = 0;
+  let lowConfidence = 0;
+  let missingEvidence = 0;
+
+  for (const claim of collectWikiClaimHealth(pages)) {
+    freshness[claim.freshness.level] += 1;
+    if (isClaimHealthContested(claim)) {
+      contested += 1;
+    }
+    if (typeof claim.confidence === "number" && claim.confidence < 0.5) {
+      lowConfidence += 1;
+    }
+    if (claim.missingEvidence) {
+      missingEvidence += 1;
+    }
+  }
+
+  return {
+    freshness,
+    contested,
+    lowConfidence,
+    missingEvidence,
+  };
+}
+
+function buildAgentDigestContradictionClusters(
+  pages: WikiPageSummary[],
+): AgentDigestContradictionCluster[] {
+  const pageClusters = buildPageContradictionClusters(pages).map((cluster) => ({
+    key: cluster.key,
+    label: cluster.label,
+    kind: "page-note" as const,
+    entryCount: cluster.entries.length,
+    paths: [...new Set(cluster.entries.map((entry) => entry.pagePath))].toSorted(),
+  }));
+  const claimClusters = buildClaimContradictionClusters({ pages }).map((cluster) => ({
+    key: cluster.key,
+    label: cluster.label,
+    kind: "claim-id" as const,
+    entryCount: cluster.entries.length,
+    paths: [...new Set(cluster.entries.map((entry) => entry.pagePath))].toSorted(),
+  }));
+  return [...pageClusters, ...claimClusters].toSorted((left, right) =>
+    left.label.localeCompare(right.label),
+  );
+}
+
 function buildAgentDigest(params: {
   pages: WikiPageSummary[];
   pageCounts: Record<WikiPageKind, number>;
 }): AgentDigest {
   const pages = [...params.pages]
     .toSorted((left, right) => left.relativePath.localeCompare(right.relativePath))
-    .map((page) => ({
-      ...(page.id ? { id: page.id } : {}),
-      title: page.title,
-      kind: page.kind,
-      path: page.relativePath,
-      sourceIds: [...page.sourceIds],
-      questions: [...page.questions],
-      contradictions: [...page.contradictions],
-      ...(typeof page.confidence === "number" ? { confidence: page.confidence } : {}),
-      ...(page.updatedAt ? { updatedAt: page.updatedAt } : {}),
-      claimCount: page.claims.length,
-      topClaims: sortClaims(page.claims)
-        .slice(0, 5)
-        .map((claim) => ({
-          ...(claim.id ? { id: claim.id } : {}),
-          text: claim.text,
-          status: normalizeClaimStatus(claim),
-          ...(typeof claim.confidence === "number" ? { confidence: claim.confidence } : {}),
-          evidenceCount: claim.evidence.length,
-          evidence: [...claim.evidence],
-          ...(claim.updatedAt ? { updatedAt: claim.updatedAt } : {}),
-        })),
-    }));
+    .map((page) => {
+      const pageFreshness = assessPageFreshness(page);
+      return {
+        ...(page.id ? { id: page.id } : {}),
+        title: page.title,
+        kind: page.kind,
+        path: page.relativePath,
+        sourceIds: [...page.sourceIds],
+        questions: [...page.questions],
+        contradictions: [...page.contradictions],
+        ...(typeof page.confidence === "number" ? { confidence: page.confidence } : {}),
+        freshnessLevel: pageFreshness.level,
+        ...(pageFreshness.lastTouchedAt ? { lastTouchedAt: pageFreshness.lastTouchedAt } : {}),
+        claimCount: page.claims.length,
+        topClaims: sortClaims(page)
+          .slice(0, 5)
+          .map((claim) => {
+            const freshness = assessClaimFreshness({ page, claim });
+            return {
+              ...(claim.id ? { id: claim.id } : {}),
+              text: claim.text,
+              status: normalizeClaimStatus(claim.status),
+              ...(typeof claim.confidence === "number" ? { confidence: claim.confidence } : {}),
+              evidenceCount: claim.evidence.length,
+              missingEvidence: claim.evidence.length === 0,
+              evidence: [...claim.evidence],
+              freshnessLevel: freshness.level,
+              ...(freshness.lastTouchedAt ? { lastTouchedAt: freshness.lastTouchedAt } : {}),
+            };
+          }),
+      };
+    });
   return {
     pageCounts: params.pageCounts,
     claimCount: params.pages.reduce((total, page) => total + page.claims.length, 0),
+    claimHealth: buildAgentDigestClaimHealthSummary(params.pages),
+    contradictionClusters: buildAgentDigestContradictionClusters(params.pages),
     pages,
   };
 }
@@ -635,21 +878,25 @@ function buildAgentDigest(params: {
 function buildClaimsDigestLines(params: { pages: WikiPageSummary[] }): string[] {
   return params.pages
     .flatMap((page) =>
-      sortClaims(page.claims).map((claim) =>
-        JSON.stringify({
+      sortClaims(page).map((claim) => {
+        const freshness = assessClaimFreshness({ page, claim });
+        return JSON.stringify({
           ...(claim.id ? { id: claim.id } : {}),
           pageId: page.id,
           pageTitle: page.title,
           pageKind: page.kind,
           pagePath: page.relativePath,
           text: claim.text,
-          status: normalizeClaimStatus(claim),
+          status: normalizeClaimStatus(claim.status),
           confidence: claim.confidence,
           sourceIds: page.sourceIds,
+          evidenceCount: claim.evidence.length,
+          missingEvidence: claim.evidence.length === 0,
           evidence: claim.evidence,
-          updatedAt: claim.updatedAt ?? page.updatedAt,
-        }),
-      ),
+          freshnessLevel: freshness.level,
+          lastTouchedAt: freshness.lastTouchedAt,
+        });
+      }),
     )
     .toSorted((left, right) => left.localeCompare(right));
 }
diff --git a/extensions/memory-wiki/src/lint.test.ts b/extensions/memory-wiki/src/lint.test.ts
index d950ad64793..6ab2aad31ca 100644
--- a/extensions/memory-wiki/src/lint.test.ts
+++ b/extensions/memory-wiki/src/lint.test.ts
@@ -16,7 +16,7 @@ describe("lintMemoryWikiVault", () => {
       },
     });
     await Promise.all(
-      ["entities", "concepts", "sources"].map((dir) =>
+      ["entities", "concepts", "sources", "syntheses"].map((dir) =>
         fs.mkdir(path.join(rootDir, dir), { recursive: true }),
       ),
     );
@@ -29,6 +29,14 @@ describe("lintMemoryWikiVault", () => {
         contradictions: ["Conflicts with source.beta"],
         questions: ["Is Alpha still active?"],
         confidence: 0.2,
+        claims: [
+          {
+            id: "claim.alpha.db",
+            text: "Alpha uses PostgreSQL for production writes.",
+            confidence: 0.2,
+            evidence: [],
+          },
+        ],
       },
       body: "# Alpha\n\n[[missing-page]]\n",
     });
@@ -47,6 +55,35 @@ describe("lintMemoryWikiVault", () => {
       }),
       "utf8",
     );
+    await fs.writeFile(
+      path.join(rootDir, "syntheses", "alpha-db.md"),
+      renderWikiMarkdown({
+        frontmatter: {
+          pageType: "synthesis",
+          id: "synthesis.alpha.db",
+          title: "Alpha Database",
+          sourceIds: ["source.bridge.alpha"],
+          updatedAt: "2025-10-01T00:00:00.000Z",
+          claims: [
+            {
+              id: "claim.alpha.db",
+              text: "Alpha uses MySQL for production writes.",
+              status: "contested",
+              confidence: 0.7,
+              evidence: [
+                {
+                  sourceId: "source.bridge.alpha",
+                  lines: "1-3",
+                  updatedAt: "2025-10-01T00:00:00.000Z",
+                },
+              ],
+            },
+          ],
+        },
+        body: "# Alpha Database\n",
+      }),
+      "utf8",
+    );
 
     const result = await lintMemoryWikiVault(config);
 
@@ -56,15 +93,25 @@ describe("lintMemoryWikiVault", () => {
     expect(result.issues.map((issue) => issue.code)).toContain("missing-import-provenance");
     expect(result.issues.map((issue) => issue.code)).toContain("broken-wikilink");
     expect(result.issues.map((issue) => issue.code)).toContain("contradiction-present");
+    expect(result.issues.map((issue) => issue.code)).toContain("claim-conflict");
     expect(result.issues.map((issue) => issue.code)).toContain("open-question");
     expect(result.issues.map((issue) => issue.code)).toContain("low-confidence");
-    expect(result.issuesByCategory.contradictions).toHaveLength(2);
-    expect(result.issuesByCategory["open-questions"]).toHaveLength(2);
+    expect(result.issues.map((issue) => issue.code)).toContain("claim-missing-evidence");
+    expect(result.issues.map((issue) => issue.code)).toContain("claim-low-confidence");
+    expect(result.issues.map((issue) => issue.code)).toContain("stale-page");
+    expect(result.issues.map((issue) => issue.code)).toContain("stale-claim");
+    expect(
+      result.issuesByCategory.contradictions.some((issue) => issue.code === "claim-conflict"),
+    ).toBe(true);
+    expect(result.issuesByCategory["open-questions"].length).toBeGreaterThanOrEqual(2);
     expect(
       result.issuesByCategory.provenance.some(
         (issue) => issue.code === "missing-import-provenance",
       ),
     ).toBe(true);
+    expect(
+      result.issuesByCategory.provenance.some((issue) => issue.code === "claim-missing-evidence"),
+    ).toBe(true);
     await expect(fs.readFile(result.reportPath, "utf8")).resolves.toContain("### Errors");
     await expect(fs.readFile(result.reportPath, "utf8")).resolves.toContain("### Contradictions");
     await expect(fs.readFile(result.reportPath, "utf8")).resolves.toContain("### Open Questions");
diff --git a/extensions/memory-wiki/src/lint.ts b/extensions/memory-wiki/src/lint.ts
index da6ee853616..649512c6d08 100644
--- a/extensions/memory-wiki/src/lint.ts
+++ b/extensions/memory-wiki/src/lint.ts
@@ -4,6 +4,11 @@ import {
   replaceManagedMarkdownBlock,
   withTrailingNewline,
 } from "openclaw/plugin-sdk/memory-host-markdown";
+import {
+  assessPageFreshness,
+  buildClaimContradictionClusters,
+  collectWikiClaimHealth,
+} from "./claim-health.js";
 import { compileMemoryWikiVault } from "./compile.js";
 import type { ResolvedMemoryWikiConfig } from "./config.js";
 import { appendMemoryWikiLog } from "./log.js";
@@ -22,8 +27,13 @@ export type MemoryWikiLintIssue = {
     | "missing-import-provenance"
     | "broken-wikilink"
     | "contradiction-present"
+    | "claim-conflict"
     | "open-question"
-    | "low-confidence";
+    | "low-confidence"
+    | "claim-low-confidence"
+    | "claim-missing-evidence"
+    | "stale-page"
+    | "stale-claim";
   path: string;
   message: string;
 };
@@ -68,6 +78,7 @@ function collectBrokenLinkIssues(pages: WikiPageSummary[]): MemoryWikiLintIssue[
 function collectPageIssues(pages: WikiPageSummary[]): MemoryWikiLintIssue[] {
   const issues: MemoryWikiLintIssue[] = [];
   const pagesById = new Map<string, WikiPageSummary[]>();
+  const claimHealth = collectWikiClaimHealth(pages);
 
   for (const page of pages) {
     if (!page.id) {
@@ -179,6 +190,59 @@ function collectPageIssues(pages: WikiPageSummary[]): MemoryWikiLintIssue[] {
         message: `Page confidence is low (${page.confidence.toFixed(2)}).`,
       });
     }
+
+    const freshness = assessPageFreshness(page);
+    if (page.kind !== "report" && (freshness.level === "stale" || freshness.level === "unknown")) {
+      issues.push({
+        severity: "warning",
+        category: "quality",
+        code: "stale-page",
+        path: page.relativePath,
+        message: `Page freshness needs review (${freshness.reason}).`,
+      });
+    }
+  }
+
+  for (const claim of claimHealth) {
+    if (claim.missingEvidence) {
+      issues.push({
+        severity: "warning",
+        category: "provenance",
+        code: "claim-missing-evidence",
+        path: claim.pagePath,
+        message: `Claim ${claim.claimId ? `\`${claim.claimId}\`` : `\`${claim.text}\``} is missing structured evidence.`,
+      });
+    }
+    if (typeof claim.confidence === "number" && claim.confidence < 0.5) {
+      issues.push({
+        severity: "warning",
+        category: "quality",
+        code: "claim-low-confidence",
+        path: claim.pagePath,
+        message: `Claim ${claim.claimId ? `\`${claim.claimId}\`` : `\`${claim.text}\``} has low confidence (${claim.confidence.toFixed(2)}).`,
+      });
+    }
+    if (claim.freshness.level === "stale" || claim.freshness.level === "unknown") {
+      issues.push({
+        severity: "warning",
+        category: "quality",
+        code: "stale-claim",
+        path: claim.pagePath,
+        message: `Claim ${claim.claimId ? `\`${claim.claimId}\`` : `\`${claim.text}\``} freshness needs review (${claim.freshness.reason}).`,
+      });
+    }
+  }
+
+  for (const cluster of buildClaimContradictionClusters({ pages })) {
+    for (const entry of cluster.entries) {
+      issues.push({
+        severity: "warning",
+        category: "contradictions",
+        code: "claim-conflict",
+        path: entry.pagePath,
+        message: `Claim cluster \`${cluster.label}\` has competing variants across ${cluster.entries.length} pages.`,
+      });
+    }
   }
 
   for (const [id, matches] of pagesById.entries()) {
diff --git a/extensions/memory-wiki/src/query.test.ts b/extensions/memory-wiki/src/query.test.ts
index 84dc6cb0cc0..c03f29c6b67 100644
--- a/extensions/memory-wiki/src/query.test.ts
+++ b/extensions/memory-wiki/src/query.test.ts
@@ -152,6 +152,74 @@ describe("searchMemoryWiki", () => {
     });
   });
 
+  it("ranks fresh supported claims ahead of stale contested claims", async () => {
+    const { rootDir, config } = await createQueryVault({
+      initialize: true,
+    });
+    await fs.writeFile(
+      path.join(rootDir, "entities", "alpha-fresh.md"),
+      renderWikiMarkdown({
+        frontmatter: {
+          pageType: "entity",
+          id: "entity.alpha.fresh",
+          title: "Alpha Fresh",
+          updatedAt: "2026-04-01T00:00:00.000Z",
+          claims: [
+            {
+              id: "claim.alpha.db.fresh",
+              text: "Alpha uses PostgreSQL for production writes.",
+              status: "supported",
+              confidence: 0.91,
+              evidence: [
+                {
+                  sourceId: "source.alpha",
+                  lines: "4-7",
+                  updatedAt: "2026-04-01T00:00:00.000Z",
+                },
+              ],
+            },
+          ],
+        },
+        body: "# Alpha Fresh\n\nsummary without the keyword\n",
+      }),
+      "utf8",
+    );
+    await fs.writeFile(
+      path.join(rootDir, "entities", "alpha-stale.md"),
+      renderWikiMarkdown({
+        frontmatter: {
+          pageType: "entity",
+          id: "entity.alpha.stale",
+          title: "Alpha Stale",
+          updatedAt: "2025-10-01T00:00:00.000Z",
+          claims: [
+            {
+              id: "claim.alpha.db.stale",
+              text: "Alpha uses PostgreSQL for production writes.",
+              status: "contested",
+              confidence: 0.92,
+              evidence: [
+                {
+                  sourceId: "source.alpha.old",
+                  lines: "1-2",
+                  updatedAt: "2025-10-01T00:00:00.000Z",
+                },
+              ],
+            },
+          ],
+        },
+        body: "# Alpha Stale\n\nsummary without the keyword\n",
+      }),
+      "utf8",
+    );
+
+    const results = await searchMemoryWiki({ config, query: "postgresql" });
+
+    expect(results).toHaveLength(2);
+    expect(results[0]?.path).toBe("entities/alpha-fresh.md");
+    expect(results[1]?.path).toBe("entities/alpha-stale.md");
+  });
+
   it("surfaces bridge provenance for imported source pages", async () => {
     const { rootDir, config } = await createQueryVault({
       initialize: true,
diff --git a/extensions/memory-wiki/src/query.ts b/extensions/memory-wiki/src/query.ts
index ae93225fd37..0af109f2f9a 100644
--- a/extensions/memory-wiki/src/query.ts
+++ b/extensions/memory-wiki/src/query.ts
@@ -4,8 +4,14 @@ import { resolveDefaultAgentId, resolveSessionAgentId } from "openclaw/plugin-sd
 import type { MemorySearchResult } from "openclaw/plugin-sdk/memory-host-files";
 import { getActiveMemorySearchManager } from "openclaw/plugin-sdk/memory-host-search";
 import type { OpenClawConfig } from "../api.js";
+import { assessClaimFreshness, isClaimContestedStatus } from "./claim-health.js";
 import type { ResolvedMemoryWikiConfig, WikiSearchBackend, WikiSearchCorpus } from "./config.js";
-import { parseWikiMarkdown, toWikiPageSummary, type WikiPageSummary } from "./markdown.js";
+import {
+  parseWikiMarkdown,
+  toWikiPageSummary,
+  type WikiClaim,
+  type WikiPageSummary,
+} from "./markdown.js";
 import { initializeMemoryWikiVault } from "./vault.js";
 
 const QUERY_DIRS = ["entities", "concepts", "sources", "syntheses", "reports"] as const;
@@ -114,14 +120,55 @@ function buildPageSearchText(page: QueryableWikiPage): string {
     .join("\n");
 }
 
+function isClaimMatch(claim: WikiClaim, queryLower: string): boolean {
+  if (claim.text.toLowerCase().includes(queryLower)) {
+    return true;
+  }
+  return claim.id?.toLowerCase().includes(queryLower) ?? false;
+}
+
+function rankClaimMatch(page: QueryableWikiPage, claim: WikiClaim, queryLower: string): number {
+  let score = 0;
+  if (claim.text.toLowerCase().includes(queryLower)) {
+    score += 25;
+  }
+  if (claim.id?.toLowerCase().includes(queryLower)) {
+    score += 10;
+  }
+  if (typeof claim.confidence === "number") {
+    score += Math.round(claim.confidence * 10);
+  }
+  const freshness = assessClaimFreshness({ page, claim });
+  switch (freshness.level) {
+    case "fresh":
+      score += 8;
+      break;
+    case "aging":
+      score += 4;
+      break;
+    case "stale":
+      score -= 2;
+      break;
+    case "unknown":
+      score -= 4;
+      break;
+  }
+  score += isClaimContestedStatus(claim.status) ? -6 : 4;
+  return score;
+}
+
+function getMatchingClaims(page: QueryableWikiPage, queryLower: string): WikiClaim[] {
+  return page.claims
+    .filter((claim) => isClaimMatch(claim, queryLower))
+    .toSorted(
+      (left, right) =>
+        rankClaimMatch(page, right, queryLower) - rankClaimMatch(page, left, queryLower),
+    );
+}
+
 function buildPageSnippet(page: QueryableWikiPage, query: string): string {
   const queryLower = query.toLowerCase();
-  const matchingClaim = page.claims.find((claim) => {
-    if (claim.text.toLowerCase().includes(queryLower)) {
-      return true;
-    }
-    return claim.id?.toLowerCase().includes(queryLower);
-  });
+  const matchingClaim = getMatchingClaims(page, queryLower)[0];
   if (matchingClaim) {
     return matchingClaim.text;
   }
@@ -162,14 +209,10 @@ function scorePage(page: QueryableWikiPage, query: string): number {
   if (page.sourceIds.some((sourceId) => sourceId.toLowerCase().includes(queryLower))) {
     score += 12;
   }
-  const matchingClaimCount = page.claims.filter((claim) => {
-    if (claim.text.toLowerCase().includes(queryLower)) {
-      return true;
-    }
-    return claim.id?.toLowerCase().includes(queryLower);
-  }).length;
-  if (matchingClaimCount > 0) {
-    score += 25 + Math.min(20, matchingClaimCount * 5);
+  const matchingClaims = getMatchingClaims(page, queryLower);
+  if (matchingClaims.length > 0) {
+    score += rankClaimMatch(page, matchingClaims[0], queryLower);
+    score += Math.min(10, (matchingClaims.length - 1) * 2);
   }
   const bodyOccurrences = rawLower.split(queryLower).length - 1;
   score += Math.min(10, bodyOccurrences);