diff --git a/apps/bot/src/discord-bot-handlers.ts b/apps/bot/src/discord-bot-handlers.ts
index 67f0b21..4310ae6 100644
--- a/apps/bot/src/discord-bot-handlers.ts
+++ b/apps/bot/src/discord-bot-handlers.ts
@@ -304,6 +304,7 @@ export async function handlePrompt(options: PromptHandlerOptions): Promise<void>
     details: {
       command: options.command,
       summary: response.summary,
+      outputPreview: truncate(response.outputText ?? response.summary, 500),
     },
   });
 
diff --git a/packages/providers/src/local-llm-provider.ts b/packages/providers/src/local-llm-provider.ts
index 8bf9b20..bc5ae39 100644
--- a/packages/providers/src/local-llm-provider.ts
+++ b/packages/providers/src/local-llm-provider.ts
@@ -33,6 +33,44 @@ export type {
   LocalLlmToolbox,
 } from "./local-llm-shared";
 
+const FINAL_OUTPUT_REWRITE_LIMIT = 1;
+const METADATA_ONLY_KEYS = new Set([
+  "timestamp",
+  "editedAt",
+  "authorId",
+  "authorName",
+  "channelId",
+  "channelName",
+  "threadId",
+  "jumpUrl",
+  "sourceId",
+  "repoName",
+  "path",
+  "language",
+  "title",
+  "score",
+  "text",
+  "chunkIndex",
+  "lineStart",
+  "lineEnd",
+  "query",
+  "found",
+  "count",
+  "resultCount",
+  "messages",
+  "results",
+  "repos",
+  "repoCount",
+  "chunks",
+]);
+const STRUCTURED_OUTPUT_REQUEST_PATTERN =
+  /\b(json|yaml|yml|xml|csv|tsv|object|array|schema|key-value|key value|machine-readable|machine readable)\b/i;
+const RAW_TOOL_OUTPUT_REWRITE_PROMPT = [
+  "You just returned raw JSON or a tool payload fragment instead of answering the user.",
+  "Do not paste raw tool output.",
+  "Answer the user's question directly in concise natural-language Discord prose using the context you already gathered.",
+].join(" ");
+
 export class LocalLlmProvider implements ProviderAdapter {
   public constructor(private readonly options: LocalLlmProviderOptions) {}
 
@@ -97,8 +135,9 @@ export class LocalLlmProvider implements ProviderAdapter {
     try {
       let finalPayload: OllamaChatResponse | undefined;
       let finalOutputText: string | undefined;
+      let rewriteAttempts = 0;
 
-      for (let turn = 0; turn <= MAX_TOOL_TURNS; turn += 1) {
+      for (let turn = 0; turn <= MAX_TOOL_TURNS; ) {
         const requestBody = {
           model: this.options.ollamaModel,
           messages,
@@ -142,6 +181,23 @@ export class LocalLlmProvider implements ProviderAdapter {
         if (toolCalls.length === 0) {
           const candidateOutput = normalizeModelText(assistantMessage.content);
 
+          if (
+            candidateOutput &&
+            rewriteAttempts < FINAL_OUTPUT_REWRITE_LIMIT &&
+            shouldRewriteStructuredOutput(
+              candidateOutput,
+              request.contextBundle.prompt,
+              toolTrace.length,
+            )
+          ) {
+            rewriteAttempts += 1;
+            messages.push({
+              role: "user",
+              content: RAW_TOOL_OUTPUT_REWRITE_PROMPT,
+            });
+            continue;
+          }
+
           finalOutputText = candidateOutput;
           break;
         }
@@ -171,6 +227,8 @@ export class LocalLlmProvider implements ProviderAdapter {
             content: JSON.stringify(execution.payload, null, 2),
           });
         }
+
+        turn += 1;
       }
 
       if (!finalOutputText) {
@@ -232,3 +290,88 @@ export class LocalLlmProvider implements ProviderAdapter {
     return [];
   }
 }
+
+function shouldRewriteStructuredOutput(
+  candidateOutput: string,
+  userPrompt: string,
+  toolTraceCount: number,
+): boolean {
+  if (STRUCTURED_OUTPUT_REQUEST_PATTERN.test(userPrompt)) {
+    return false;
+  }
+
+  const parsed = parseStructuredOutput(candidateOutput);
+
+  if (parsed === undefined) {
+    return false;
+  }
+
+  if (toolTraceCount > 0) {
+    return true;
+  }
+
+  return isMetadataOnlyValue(parsed);
+}
+
+function parseStructuredOutput(input: string): unknown {
+  const normalized = unwrapStructuredFence(input);
+
+  if (!normalized.startsWith("{") && !normalized.startsWith("[")) {
+    return undefined;
+  }
+
+  try {
+    return JSON.parse(normalized);
+  } catch {
+    return undefined;
+  }
+}
+
+function unwrapStructuredFence(input: string): string {
+  const trimmed = input.trim();
+  const match = /^```(?:json|yaml|yml)?\s*([\s\S]*?)\s*```$/i.exec(trimmed);
+  return (match?.[1] ?? trimmed).trim();
+}
+
+function isMetadataOnlyValue(value: unknown): boolean {
+  if (Array.isArray(value)) {
+    return value.length > 0 && value.every((entry) => isMetadataOnlyValue(entry));
+  }
+
+  if (!value || typeof value !== "object") {
+    return false;
+  }
+
+  const entries = Object.entries(value);
+
+  if (entries.length === 0) {
+    return false;
+  }
+
+  return entries.every(([key, child]) => {
+    if (!METADATA_ONLY_KEYS.has(key)) {
+      return false;
+    }
+
+    if (Array.isArray(child)) {
+      return child.every((entry) =>
+        entry && typeof entry === "object" ? isMetadataOnlyValue(entry) : isScalarMetadataValue(entry),
+      );
+    }
+
+    if (child && typeof child === "object") {
+      return isMetadataOnlyValue(child);
+    }
+
+    return isScalarMetadataValue(child);
+  });
+}
+
+function isScalarMetadataValue(value: unknown): boolean {
+  return (
+    typeof value === "string" ||
+    typeof value === "number" ||
+    typeof value === "boolean" ||
+    value === null
+  );
+}