diff --git a/CHANGELOG.md b/CHANGELOG.md
index 349edd4edf..75a2a97f3f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,7 @@ Docs: https://docs.openclaw.ai
 - Discord: expose native `/exec` command options (host/security/ask/node) so Discord slash commands get autocomplete and structured inputs. Thanks @thewilloftheshadow.
 - Discord: allow reusable interactive components with `components.reusable=true` so buttons, selects, and forms can be used multiple times before expiring. Thanks @thewilloftheshadow.
 - Cron/Gateway: separate per-job webhook delivery (`delivery.mode = "webhook"`) from announce delivery, enforce valid HTTP(S) webhook URLs, and keep a temporary legacy `notify + cron.webhook` fallback for stored jobs. (#17901) Thanks @advaitpaliwal.
+- Cron: log per-run model/provider usage telemetry in cron run logs/webhooks and add a local usage report script for aggregating token usage by job. (#18172) Thanks @HankAndTheCrew.
 - Discord: add per-button `allowedUsers` allowlist for interactive components to restrict who can click buttons. Thanks @thewilloftheshadow.
 - Docker: add optional `OPENCLAW_INSTALL_BROWSER` build arg to preinstall Chromium + Xvfb in the Docker image, avoiding runtime Playwright installs. (#18449)
 - Agents/Z.AI: enable `tool_stream` by default for real-time tool call streaming, with opt-out via `params.tool_stream: false`. (#18173) Thanks @tianxiao1430-jpg.
diff --git a/src/cron/run-log.test.ts b/src/cron/run-log.test.ts
index 6ac9cca2bb..0a7e5c3198 100644
--- a/src/cron/run-log.test.ts
+++ b/src/cron/run-log.test.ts
@@ -97,4 +97,55 @@ describe("cron run log", () => {
 
     await fs.rm(dir, { recursive: true, force: true });
   });
+
+  it("reads telemetry fields", async () => {
+    const dir = await fs.mkdtemp(path.join(os.tmpdir(), "openclaw-cron-log-telemetry-"));
+    const logPath = path.join(dir, "runs", "job-1.jsonl");
+
+    await appendCronRunLog(logPath, {
+      ts: 1,
+      jobId: "job-1",
+      action: "finished",
+      status: "ok",
+      model: "gpt-5.2",
+      provider: "openai",
+      usage: {
+        input_tokens: 10,
+        output_tokens: 5,
+        total_tokens: 15,
+        cache_read_tokens: 2,
+        cache_write_tokens: 1,
+      },
+    });
+
+    await fs.appendFile(
+      logPath,
+      `${JSON.stringify({
+        ts: 2,
+        jobId: "job-1",
+        action: "finished",
+        status: "ok",
+        model: " ",
+        provider: "",
+        usage: { input_tokens: "oops" },
+      })}\n`,
+      "utf-8",
+    );
+
+    const entries = await readCronRunLogEntries(logPath, { limit: 10, jobId: "job-1" });
+    expect(entries[0]?.model).toBe("gpt-5.2");
+    expect(entries[0]?.provider).toBe("openai");
+    expect(entries[0]?.usage).toEqual({
+      input_tokens: 10,
+      output_tokens: 5,
+      total_tokens: 15,
+      cache_read_tokens: 2,
+      cache_write_tokens: 1,
+    });
+    expect(entries[1]?.model).toBeUndefined();
+    expect(entries[1]?.provider).toBeUndefined();
+    expect(entries[1]?.usage?.input_tokens).toBeUndefined();
+
+    await fs.rm(dir, { recursive: true, force: true });
+  });
 });
diff --git a/src/memory/embeddings-voyage.test.ts b/src/memory/embeddings-voyage.test.ts
index 822eabd55a..7c4b1e643e 100644
--- a/src/memory/embeddings-voyage.test.ts
+++ b/src/memory/embeddings-voyage.test.ts
@@ -53,7 +53,9 @@ describe("voyage embedding provider", () => {
       expect.objectContaining({ provider: "voyage" }),
     );
 
-    const [url, init] = fetchMock.mock.calls[0] ?? [];
+    const call = fetchMock.mock.calls[0];
+    expect(call).toBeDefined();
+    const [url, init] = call as [RequestInfo | URL, RequestInit | undefined];
     expect(url).toBe("https://api.voyageai.com/v1/embeddings");
 
     const headers = (init?.headers ?? {}) as Record<string, string>;
@@ -86,7 +88,9 @@ describe("voyage embedding provider", () => {
 
     await result.provider.embedQuery("test");
 
-    const [url, init] = fetchMock.mock.calls[0] ?? [];
+    const call = fetchMock.mock.calls[0];
+    expect(call).toBeDefined();
+    const [url, init] = call as [RequestInfo | URL, RequestInit | undefined];
     expect(url).toBe("https://proxy.example.com/embeddings");
 
     const headers = (init?.headers ?? {}) as Record<string, string>;
@@ -123,7 +127,9 @@ describe("voyage embedding provider", () => {
 
     await result.provider.embedBatch(["doc1", "doc2"]);
 
-    const [, init] = fetchMock.mock.calls[0] ?? [];
+    const call = fetchMock.mock.calls[0];
+    expect(call).toBeDefined();
+    const [, init] = call as [RequestInfo | URL, RequestInit | undefined];
     const body = JSON.parse(init?.body as string);
     expect(body).toEqual({
       model: "voyage-4-large",