diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
index e166ecc..c615964 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
@@ -409,6 +409,10 @@ function metadataTypesForPlanner(planner) {
     }
     return ["Документ", "РегистрНакопления", "РегистрСведений", "Справочник"];
 }
+function metadataScopeRankingAllowedForPlanner(planner) {
+    const action = String(planner.discovery_plan.turn_meaning_ref?.asked_action_family ?? "").toLowerCase().trim();
+    return action === "inspect_surface";
+}
 function valueFlowPilotProfile(planner) {
     const meaning = planner.discovery_plan.turn_meaning_ref;
     const action = String(meaning?.asked_action_family ?? "").toLowerCase();
@@ -912,16 +916,73 @@ function metadataSurfaceFamilyScores(matchedObjects) {
     }
     return scores;
 }
-function metadataObjectsForRouteFamily(routeFamily, matchedObjects) {
+function normalizeMetadataObjectRankingToken(value) {
+    return String(value ?? "")
+        .toLowerCase()
+        .replace(/[^\p{L}\p{N}]+/gu, "");
+}
+function metadataScopeRankingTokens(metadataScope) {
+    const scope = String(metadataScope ?? "").trim();
+    if (!scope) {
+        return [];
+    }
+    const condensed = normalizeMetadataObjectRankingToken(scope);
+    const result = [];
+    if (condensed.length >= 2) {
+        pushUnique(result, condensed);
+    }
+    for (const token of scope.toLowerCase().split(/[^\p{L}\p{N}]+/gu)) {
+        const normalized = normalizeMetadataObjectRankingToken(token);
+        if (normalized.length >= 2) {
+            pushUnique(result, normalized);
+        }
+    }
+    return result;
+}
+function metadataObjectRelevanceScore(metadataScope, objectName) {
+    const objectToken = normalizeMetadataObjectRankingToken(objectName);
+    if (!objectToken) {
+        return 1;
+    }
+    let score = 1;
+    for (const token of metadataScopeRankingTokens(metadataScope)) {
+        if (objectToken.includes(token)) {
+            score += token.length >= 6 ? 4 : 3;
+        }
+    }
+    return score;
+}
+function metadataWeightedSurfaceFamilyScores(matchedObjects, metadataScope) {
+    const scores = emptyMetadataSurfaceFamilyScores();
+    for (const objectName of matchedObjects) {
+        const entitySet = inferMetadataEntitySetFromObjectName(objectName);
+        const routeFamily = entitySet ? metadataRouteFamilyForEntitySetRelaxed(entitySet) : null;
+        if (routeFamily) {
+            scores[routeFamily] += metadataObjectRelevanceScore(metadataScope, objectName);
+        }
+    }
+    return scores;
+}
+function sortMetadataObjectsByRelevance(matchedObjects, metadataScope) {
+    return [...matchedObjects].sort((left, right) => {
+        const scoreDelta = metadataObjectRelevanceScore(metadataScope, right) - metadataObjectRelevanceScore(metadataScope, left);
+        if (scoreDelta !== 0) {
+            return scoreDelta;
+        }
+        return left.localeCompare(right, "ru");
+    });
+}
+function metadataObjectsForRouteFamily(routeFamily, matchedObjects, metadataScope) {
     if (!routeFamily) {
         return [];
     }
-    return matchedObjects.filter((objectName) => {
+    const filtered = matchedObjects.filter((objectName) => {
         const entitySet = inferMetadataEntitySetFromObjectName(objectName);
         return entitySet ? metadataRouteFamilyForEntitySetRelaxed(entitySet) === routeFamily : false;
     });
+    return sortMetadataObjectsByRelevance(filtered, metadataScope);
 }
-function selectMetadataRouteFamilyFromSurfaceScores(scores) {
+function selectDominantMetadataRouteFamilyFromScores(scores) {
     const ranked = Object.entries(scores)
         .filter(([, score]) => score > 0)
         .sort((left, right) => right[1] - left[1]);
@@ -938,7 +999,39 @@ function selectMetadataRouteFamilyFromSurfaceScores(scores) {
     const clearlyDominant = absoluteMargin >= 2 || relativeRatio >= 1.5;
     return clearlyDominant ? top[0] : null;
 }
-function deriveMetadataSurface(result, metadataScope, requestedMetaTypes) {
+function selectMetadataRouteFamilyFromSurfaceScores(input) {
+    const countDominant = selectDominantMetadataRouteFamilyFromScores(input.countScores);
+    if (countDominant) {
+        return {
+            routeFamily: countDominant,
+            rankingApplied: false
+        };
+    }
+    if (!input.allowScopeRanking) {
+        return {
+            routeFamily: null,
+            rankingApplied: false
+        };
+    }
+    const rankedCounts = Object.entries(input.countScores)
+        .filter(([, score]) => score > 0)
+        .sort((left, right) => right[1] - left[1]);
+    const topCount = rankedCounts[0]?.[1] ?? 0;
+    const secondCount = rankedCounts[1]?.[1] ?? 0;
+    if (topCount <= 0 || topCount !== secondCount) {
+        return {
+            routeFamily: null,
+            rankingApplied: false
+        };
+    }
+    const weightedScores = metadataWeightedSurfaceFamilyScores(input.matchedObjects, input.metadataScope);
+    const weightedDominant = selectDominantMetadataRouteFamilyFromScores(weightedScores);
+    return {
+        routeFamily: weightedDominant,
+        rankingApplied: Boolean(weightedDominant)
+    };
+}
+function deriveMetadataSurface(result, metadataScope, requestedMetaTypes, allowScopeRanking) {
     if (!result || result.error || result.rows.length <= 0) {
         return null;
     }
@@ -959,7 +1052,15 @@ function deriveMetadataSurface(result, metadataScope, requestedMetaTypes) {
     const selectedEntitySetRouteFamily = grounding.selectedEntitySet
         ? metadataRouteFamilyForEntitySetRelaxed(grounding.selectedEntitySet)
         : null;
-    const scoredRouteFamily = selectedEntitySetRouteFamily === null ? selectMetadataRouteFamilyFromSurfaceScores(surfaceFamilyScores) : null;
+    const scoredRouteSelection = selectedEntitySetRouteFamily === null
+        ? selectMetadataRouteFamilyFromSurfaceScores({
+            matchedObjects,
+            metadataScope,
+            countScores: surfaceFamilyScores,
+            allowScopeRanking
+        })
+        : { routeFamily: null, rankingApplied: false };
+    const scoredRouteFamily = scoredRouteSelection.routeFamily;
     const downstreamRouteFamily = selectedEntitySetRouteFamily ?? scoredRouteFamily;
     const routeFamilySelectionBasis = selectedEntitySetRouteFamily
         ? "selected_entity_set"
@@ -967,8 +1068,8 @@ function deriveMetadataSurface(result, metadataScope, requestedMetaTypes) {
             ? "dominant_surface_objects"
             : null;
     const selectedSurfaceObjects = grounding.selectedEntitySet !== null
-        ? metadataObjectsForEntitySet(grounding.selectedEntitySet, matchedObjects)
-        : metadataObjectsForRouteFamily(downstreamRouteFamily, matchedObjects);
+        ? sortMetadataObjectsByRelevance(metadataObjectsForEntitySet(grounding.selectedEntitySet, matchedObjects), metadataScope)
+        : metadataObjectsForRouteFamily(downstreamRouteFamily, matchedObjects, metadataScope);
     const knownLimitations = [];
     const ambiguityRemainsUnresolved = grounding.ambiguityDetected && !downstreamRouteFamily;
     if (ambiguityRemainsUnresolved && grounding.ambiguityEntitySets.length > 0) {
@@ -991,6 +1092,7 @@ function deriveMetadataSurface(result, metadataScope, requestedMetaTypes) {
         recommended_next_primitive: metadataNextPrimitiveForRouteFamily(downstreamRouteFamily),
         ambiguity_detected: ambiguityRemainsUnresolved,
         ambiguity_entity_sets: ambiguityRemainsUnresolved ? grounding.ambiguityEntitySets : [],
+        surface_object_ranking_applied: scoredRouteSelection.rankingApplied,
         available_fields: metadataAvailableFields(result.rows),
         known_limitations: knownLimitations,
         inference_basis: "confirmed_1c_metadata_surface_rows"
@@ -1823,12 +1925,15 @@ async function executeAssistantMcpDiscoveryPilot(planner, deps = DEFAULT_DEPS) {
             }
         }
         const sourceRowsSummary = metadataResult ? summarizeMetadataRows(metadataResult) : null;
-        const derivedMetadataSurface = deriveMetadataSurface(metadataResult, metadataScope, requestedMetaTypes);
+        const derivedMetadataSurface = deriveMetadataSurface(metadataResult, metadataScope, requestedMetaTypes, metadataScopeRankingAllowedForPlanner(planner));
         if (derivedMetadataSurface) {
             pushReason(reasonCodes, "pilot_derived_metadata_surface_from_confirmed_rows");
             if (derivedMetadataSurface.route_family_selection_basis === "dominant_surface_objects") {
                 pushReason(reasonCodes, "pilot_selected_metadata_route_family_from_dominant_surface_objects");
             }
+            if (derivedMetadataSurface.surface_object_ranking_applied) {
+                pushReason(reasonCodes, "pilot_selected_metadata_route_family_from_surface_object_ranking");
+            }
         }
         const evidence = (0, assistantMcpDiscoveryPolicy_1.resolveAssistantMcpDiscoveryEvidence)({
             plan: planner.discovery_plan,
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
index 148e29d..3e4434e 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
@@ -159,6 +159,7 @@ export interface AssistantMcpDiscoveryDerivedMetadataSurface {
   recommended_next_primitive: "query_documents" | "query_movements" | "drilldown_related_objects" | null;
   ambiguity_detected: boolean;
   ambiguity_entity_sets: string[];
+  surface_object_ranking_applied?: boolean;
   available_fields: string[];
   known_limitations: string[];
   inference_basis: "confirmed_1c_metadata_surface_rows";
@@ -688,6 +689,11 @@ function metadataTypesForPlanner(planner: AssistantMcpDiscoveryPlannerContract):
   return ["Документ", "РегистрНакопления", "РегистрСведений", "Справочник"];
 }
 
+function metadataScopeRankingAllowedForPlanner(planner: AssistantMcpDiscoveryPlannerContract): boolean {
+  const action = String(planner.discovery_plan.turn_meaning_ref?.asked_action_family ?? "").toLowerCase().trim();
+  return action === "inspect_surface";
+}
+
 interface ValueFlowPilotProfile {
   scope: Extract<
     AssistantMcpDiscoveryPilotScope,
@@ -1310,20 +1316,86 @@ function metadataSurfaceFamilyScores(
   return scores;
 }
 
+function normalizeMetadataObjectRankingToken(value: string): string {
+  return String(value ?? "")
+    .toLowerCase()
+    .replace(/[^\p{L}\p{N}]+/gu, "");
+}
+
+function metadataScopeRankingTokens(metadataScope: string | null): string[] {
+  const scope = String(metadataScope ?? "").trim();
+  if (!scope) {
+    return [];
+  }
+  const condensed = normalizeMetadataObjectRankingToken(scope);
+  const result: string[] = [];
+  if (condensed.length >= 2) {
+    pushUnique(result, condensed);
+  }
+  for (const token of scope.toLowerCase().split(/[^\p{L}\p{N}]+/gu)) {
+    const normalized = normalizeMetadataObjectRankingToken(token);
+    if (normalized.length >= 2) {
+      pushUnique(result, normalized);
+    }
+  }
+  return result;
+}
+
+function metadataObjectRelevanceScore(metadataScope: string | null, objectName: string): number {
+  const objectToken = normalizeMetadataObjectRankingToken(objectName);
+  if (!objectToken) {
+    return 1;
+  }
+  let score = 1;
+  for (const token of metadataScopeRankingTokens(metadataScope)) {
+    if (objectToken.includes(token)) {
+      score += token.length >= 6 ? 4 : 3;
+    }
+  }
+  return score;
+}
+
+function metadataWeightedSurfaceFamilyScores(
+  matchedObjects: string[],
+  metadataScope: string | null
+): AssistantMcpDiscoveryDerivedMetadataSurface["surface_family_scores"] {
+  const scores = emptyMetadataSurfaceFamilyScores();
+  for (const objectName of matchedObjects) {
+    const entitySet = inferMetadataEntitySetFromObjectName(objectName);
+    const routeFamily = entitySet ? metadataRouteFamilyForEntitySetRelaxed(entitySet) : null;
+    if (routeFamily) {
+      scores[routeFamily] += metadataObjectRelevanceScore(metadataScope, objectName);
+    }
+  }
+  return scores;
+}
+
+function sortMetadataObjectsByRelevance(matchedObjects: string[], metadataScope: string | null): string[] {
+  return [...matchedObjects].sort((left, right) => {
+    const scoreDelta = metadataObjectRelevanceScore(metadataScope, right) - metadataObjectRelevanceScore(metadataScope, left);
+    if (scoreDelta !== 0) {
+      return scoreDelta;
+    }
+    return left.localeCompare(right, "ru");
+  });
+}
+
 function metadataObjectsForRouteFamily(
   routeFamily: "document_evidence" | "movement_evidence" | "catalog_drilldown" | null,
-  matchedObjects: string[]
+  matchedObjects: string[],
+  metadataScope: string | null
 ): string[] {
   if (!routeFamily) {
     return [];
   }
-  return matchedObjects.filter((objectName) => {
+  const filtered = matchedObjects.filter((objectName) => {
     const entitySet = inferMetadataEntitySetFromObjectName(objectName);
     return entitySet ? metadataRouteFamilyForEntitySetRelaxed(entitySet) === routeFamily : false;
   });
+  return sortMetadataObjectsByRelevance(filtered, metadataScope);
 }
 
-function selectMetadataRouteFamilyFromSurfaceScores(
+function selectDominantMetadataRouteFamilyFromScores(
   scores: AssistantMcpDiscoveryDerivedMetadataSurface["surface_family_scores"]
 ): "document_evidence" | "movement_evidence" | "catalog_drilldown" | null {
   const ranked = (Object.entries(scores) as Array<
@@ -1345,10 +1417,54 @@ function selectMetadataRouteFamilyFromSurfaceScores(
   return clearlyDominant ? top[0] : null;
 }
 
+function selectMetadataRouteFamilyFromSurfaceScores(input: {
+  matchedObjects: string[];
+  metadataScope: string | null;
+  countScores: AssistantMcpDiscoveryDerivedMetadataSurface["surface_family_scores"];
+  allowScopeRanking: boolean;
+}): {
+  routeFamily: "document_evidence" | "movement_evidence" | "catalog_drilldown" | null;
+  rankingApplied: boolean;
+} {
+  const countDominant = selectDominantMetadataRouteFamilyFromScores(input.countScores);
+  if (countDominant) {
+    return {
+      routeFamily: countDominant,
+      rankingApplied: false
+    };
+  }
+  if (!input.allowScopeRanking) {
+    return {
+      routeFamily: null,
+      rankingApplied: false
+    };
+  }
+  const rankedCounts = (Object.entries(input.countScores) as Array<
+    ["document_evidence" | "movement_evidence" | "catalog_drilldown", number]
+  >)
+    .filter(([, score]) => score > 0)
+    .sort((left, right) => right[1] - left[1]);
+  const topCount = rankedCounts[0]?.[1] ?? 0;
+  const secondCount = rankedCounts[1]?.[1] ?? 0;
+  if (topCount <= 0 || topCount !== secondCount) {
+    return {
+      routeFamily: null,
+      rankingApplied: false
+    };
+  }
+  const weightedScores = metadataWeightedSurfaceFamilyScores(input.matchedObjects, input.metadataScope);
+  const weightedDominant = selectDominantMetadataRouteFamilyFromScores(weightedScores);
+  return {
+    routeFamily: weightedDominant,
+    rankingApplied: Boolean(weightedDominant)
+  };
+}
+
 function deriveMetadataSurface(
   result: AddressMcpMetadataRowsResult | null,
   metadataScope: string | null,
-  requestedMetaTypes: string[]
+  requestedMetaTypes: string[],
+  allowScopeRanking: boolean
 ): AssistantMcpDiscoveryDerivedMetadataSurface | null {
   if (!result || result.error || result.rows.length <= 0) {
     return null;
@@ -1370,8 +1486,16 @@ function deriveMetadataSurface(
   const selectedEntitySetRouteFamily = grounding.selectedEntitySet
     ? metadataRouteFamilyForEntitySetRelaxed(grounding.selectedEntitySet)
     : null;
-  const scoredRouteFamily =
-    selectedEntitySetRouteFamily === null ? selectMetadataRouteFamilyFromSurfaceScores(surfaceFamilyScores) : null;
+  const scoredRouteSelection =
+    selectedEntitySetRouteFamily === null
+      ? selectMetadataRouteFamilyFromSurfaceScores({
+          matchedObjects,
+          metadataScope,
+          countScores: surfaceFamilyScores,
+          allowScopeRanking
+        })
+      : { routeFamily: null, rankingApplied: false };
+  const scoredRouteFamily = scoredRouteSelection.routeFamily;
   const downstreamRouteFamily = selectedEntitySetRouteFamily ?? scoredRouteFamily;
   const routeFamilySelectionBasis = selectedEntitySetRouteFamily
     ? "selected_entity_set"
@@ -1380,8 +1504,8 @@ function deriveMetadataSurface(
       : null;
   const selectedSurfaceObjects =
     grounding.selectedEntitySet !== null
-      ? metadataObjectsForEntitySet(grounding.selectedEntitySet, matchedObjects)
-      : metadataObjectsForRouteFamily(downstreamRouteFamily, matchedObjects);
+      ? sortMetadataObjectsByRelevance(metadataObjectsForEntitySet(grounding.selectedEntitySet, matchedObjects), metadataScope)
+      : metadataObjectsForRouteFamily(downstreamRouteFamily, matchedObjects, metadataScope);
   const knownLimitations: string[] = [];
   const ambiguityRemainsUnresolved = grounding.ambiguityDetected && !downstreamRouteFamily;
   if (ambiguityRemainsUnresolved && grounding.ambiguityEntitySets.length > 0) {
@@ -1408,6 +1532,7 @@ function deriveMetadataSurface(
     recommended_next_primitive: metadataNextPrimitiveForRouteFamily(downstreamRouteFamily),
     ambiguity_detected: ambiguityRemainsUnresolved,
     ambiguity_entity_sets: ambiguityRemainsUnresolved ? grounding.ambiguityEntitySets : [],
+    surface_object_ranking_applied: scoredRouteSelection.rankingApplied,
     available_fields: metadataAvailableFields(result.rows),
     known_limitations: knownLimitations,
     inference_basis: "confirmed_1c_metadata_surface_rows"
@@ -2422,12 +2547,20 @@ export async function executeAssistantMcpDiscoveryPilot(
     }
 
     const sourceRowsSummary = metadataResult ? summarizeMetadataRows(metadataResult) : null;
-    const derivedMetadataSurface = deriveMetadataSurface(metadataResult, metadataScope, requestedMetaTypes);
+    const derivedMetadataSurface = deriveMetadataSurface(
+      metadataResult,
+      metadataScope,
+      requestedMetaTypes,
+      metadataScopeRankingAllowedForPlanner(planner)
+    );
     if (derivedMetadataSurface) {
       pushReason(reasonCodes, "pilot_derived_metadata_surface_from_confirmed_rows");
       if (derivedMetadataSurface.route_family_selection_basis === "dominant_surface_objects") {
         pushReason(reasonCodes, "pilot_selected_metadata_route_family_from_dominant_surface_objects");
       }
+      if (derivedMetadataSurface.surface_object_ranking_applied) {
+        pushReason(reasonCodes, "pilot_selected_metadata_route_family_from_surface_object_ranking");
+      }
     }
     const evidence = resolveAssistantMcpDiscoveryEvidence({
       plan: planner.discovery_plan,
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
index 13d3dcd..0020731 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
@@ -435,6 +435,50 @@ describe("assistant MCP discovery pilot executor", () => {
     );
   });
 
+  it("can break a weak metadata family tie by ranking surface objects against the requested scope", async () => {
+    const planner = planAssistantMcpDiscovery({
+      turnMeaning: {
+        asked_domain_family: "metadata",
+        asked_action_family: "inspect_surface",
+        explicit_entity_candidates: ["НДС"]
+      }
+    });
+    const deps = buildMetadataDeps([
+      {
+        FullName: "Document.НДССчетФактура",
+        MetaType: "Document",
+        attributes: [{ Name: "Дата" }]
+      },
+      {
+        FullName: "AccumulationRegister.BankOperations",
+        MetaType: "AccumulationRegister",
+        resources: [{ Name: "Amount" }]
+      }
+    ]);
+
+    const result = await executeAssistantMcpDiscoveryPilot(planner, deps);
+
+    expect(result.pilot_status).toBe("executed");
+    expect(result.derived_metadata_surface).toMatchObject({
+      metadata_scope: "НДС",
+      available_entity_sets: ["Document", "AccumulationRegister"],
+      selected_entity_set: null,
+      selected_surface_objects: ["Document.НДССчетФактура"],
+      surface_family_scores: {
+        document_evidence: 1,
+        movement_evidence: 1,
+        catalog_drilldown: 0
+      },
+      downstream_route_family: "document_evidence",
+      route_family_selection_basis: "dominant_surface_objects",
+      recommended_next_primitive: "query_documents",
+      ambiguity_detected: false,
+      ambiguity_entity_sets: [],
+      surface_object_ranking_applied: true
+    });
+    expect(result.reason_codes).toContain("pilot_selected_metadata_route_family_from_surface_object_ranking");
+  });
+
   it("keeps metadata ambiguity unresolved when surface-family scores are nearly tied", async () => {
     const planner = planAssistantMcpDiscovery({
       turnMeaning: {