diff --git a/.github/aw/orchestrate-agentic-campaign.md b/.github/aw/orchestrate-agentic-campaign.md
index e0c5e56a195..be2f13b8973 100644
--- a/.github/aw/orchestrate-agentic-campaign.md
+++ b/.github/aw/orchestrate-agentic-campaign.md
@@ -183,6 +183,7 @@ and synchronizing campaign state into a GitHub Project board.
 
 3) Parse discovered items from the manifest:
    - Each item has: url, content_type (issue/pull_request/discussion), number, repo, created_at, updated_at, state
+   - Items discovered via tracker-id also have: worker_workflow (the workflow name that created the item)
    - Closed items have: closed_at (for issues) or merged_at (for PRs)
    - Items are pre-sorted by updated_at for deterministic processing
 
diff --git a/.github/aw/update-agentic-campaign-project.md b/.github/aw/update-agentic-campaign-project.md
index 8ed4c79a665..0c8f0ca61b2 100644
--- a/.github/aw/update-agentic-campaign-project.md
+++ b/.github/aw/update-agentic-campaign-project.md
@@ -53,7 +53,7 @@ Use **content number** (integer), never the URL as an identifier.
 These rules apply to any time you write fields:
 
 - `campaign_id`: always `{{.CampaignID}}`
-- `worker_workflow`: workflow ID if known, else `"unknown"`
+- `worker_workflow`: use `worker_workflow` from discovery manifest if present, else `"unknown"`
 - `repository`: extract `owner/repo` from the issue/PR URL
 - `priority`: default `Medium` unless explicitly known
 - `size`: default `Medium` unless explicitly known
diff --git a/actions/setup/js/campaign_discovery.cjs b/actions/setup/js/campaign_discovery.cjs
index 639958151c6..83dcfca155f 100644
--- a/actions/setup/js/campaign_discovery.cjs
+++ b/actions/setup/js/campaign_discovery.cjs
@@ -79,9 +79,10 @@ function saveCursor(cursorPath, cursor) {
  * Normalize a discovered item to standard format
  * @param {any} item - Raw GitHub item (issue, PR, or discussion)
  * @param {string} contentType - Type: "issue", "pull_request", or "discussion"
+ * @param {string | undefined} workerWorkflow - Worker workflow identifier (optional)
  * @returns {any} Normalized item
  */
-function normalizeItem(item, contentType) {
+function normalizeItem(item, contentType, workerWorkflow) {
   const normalized = {
     url: item.html_url || item.url,
     content_type: contentType,
@@ -93,6 +94,11 @@ function normalizeItem(item, contentType) {
     title: item.title,
   };
 
+  // Add worker workflow if available
+  if (workerWorkflow) {
+    normalized.worker_workflow = workerWorkflow;
+  }
+
   // Add closed/merged dates
   if (item.closed_at) {
     normalized.closed_at = item.closed_at;
@@ -187,7 +193,7 @@ async function searchByTrackerId(octokit, trackerId, repos, orgs, maxItems, maxP
 
         // Determine if it's a PR or issue
         const contentType = item.pull_request ? "pull_request" : "issue";
-        const normalized = normalizeItem(item, contentType);
+        const normalized = normalizeItem(item, contentType, trackerId);
         items.push(normalized);
       }
 
@@ -277,7 +283,8 @@ async function searchByLabel(octokit, label, repos, orgs, maxItems, maxPages, cu
 
         // Determine if it's a PR or issue
         const contentType = item.pull_request ? "pull_request" : "issue";
-        const normalized = normalizeItem(item, contentType);
+        // Label-based discovery doesn't provide workflow information
+        const normalized = normalizeItem(item, contentType, undefined);
         items.push(normalized);
       }
 
diff --git a/actions/setup/js/campaign_discovery.test.cjs b/actions/setup/js/campaign_discovery.test.cjs
index 31f1962e476..263576326cf 100644
--- a/actions/setup/js/campaign_discovery.test.cjs
+++ b/actions/setup/js/campaign_discovery.test.cjs
@@ -25,7 +25,7 @@ describe("campaign_discovery", () => {
   });
 
   describe("normalizeItem", () => {
-    it("should normalize an issue", () => {
+    it("should normalize an issue without worker_workflow", () => {
       const issue = {
         html_url: "https://github.com/owner/repo/issues/1",
         number: 1,
@@ -50,6 +50,32 @@ describe("campaign_discovery", () => {
       });
     });
 
+    it("should normalize an issue with worker_workflow", () => {
+      const issue = {
+        html_url: "https://github.com/owner/repo/issues/1",
+        number: 1,
+        repository: { full_name: "owner/repo" },
+        created_at: "2025-01-01T00:00:00Z",
+        updated_at: "2025-01-02T00:00:00Z",
+        state: "open",
+        title: "Test Issue",
+      };
+
+      const normalized = normalizeItem(issue, "issue", "security-scanner");
+
+      expect(normalized).toEqual({
+        url: "https://github.com/owner/repo/issues/1",
+        content_type: "issue",
+        number: 1,
+        repo: "owner/repo",
+        created_at: "2025-01-01T00:00:00Z",
+        updated_at: "2025-01-02T00:00:00Z",
+        state: "open",
+        title: "Test Issue",
+        worker_workflow: "security-scanner",
+      });
+    });
+
     it("should normalize a pull request with merged_at", () => {
       const pr = {
         html_url: "https://github.com/owner/repo/pull/2",
@@ -77,6 +103,34 @@ describe("campaign_discovery", () => {
       });
     });
 
+    it("should normalize a pull request with worker_workflow", () => {
+      const pr = {
+        html_url: "https://github.com/owner/repo/pull/2",
+        number: 2,
+        repository: { full_name: "owner/repo" },
+        created_at: "2025-01-01T00:00:00Z",
+        updated_at: "2025-01-02T00:00:00Z",
+        state: "closed",
+        title: "Test PR",
+        merged_at: "2025-01-03T00:00:00Z",
+      };
+
+      const normalized = normalizeItem(pr, "pull_request", "fix-pr-worker");
+
+      expect(normalized).toEqual({
+        url: "https://github.com/owner/repo/pull/2",
+        content_type: "pull_request",
+        number: 2,
+        repo: "owner/repo",
+        created_at: "2025-01-01T00:00:00Z",
+        updated_at: "2025-01-02T00:00:00Z",
+        state: "closed",
+        title: "Test PR",
+        merged_at: "2025-01-03T00:00:00Z",
+        worker_workflow: "fix-pr-worker",
+      });
+    });
+
     it("should normalize a closed issue with closed_at", () => {
       const issue = {
         html_url: "https://github.com/owner/repo/issues/3",
diff --git a/pkg/cli/templates/orchestrate-agentic-campaign.md b/pkg/cli/templates/orchestrate-agentic-campaign.md
index e0c5e56a195..be2f13b8973 100644
--- a/pkg/cli/templates/orchestrate-agentic-campaign.md
+++ b/pkg/cli/templates/orchestrate-agentic-campaign.md
@@ -183,6 +183,7 @@ and synchronizing campaign state into a GitHub Project board.
 
 3) Parse discovered items from the manifest:
    - Each item has: url, content_type (issue/pull_request/discussion), number, repo, created_at, updated_at, state
+   - Items discovered via tracker-id also have: worker_workflow (the workflow name that created the item)
    - Closed items have: closed_at (for issues) or merged_at (for PRs)
    - Items are pre-sorted by updated_at for deterministic processing
 
diff --git a/pkg/cli/templates/update-agentic-campaign-project.md b/pkg/cli/templates/update-agentic-campaign-project.md
index 8ed4c79a665..0c8f0ca61b2 100644
--- a/pkg/cli/templates/update-agentic-campaign-project.md
+++ b/pkg/cli/templates/update-agentic-campaign-project.md
@@ -53,7 +53,7 @@ Use **content number** (integer), never the URL as an identifier.
 These rules apply to any time you write fields:
 
 - `campaign_id`: always `{{.CampaignID}}`
-- `worker_workflow`: workflow ID if known, else `"unknown"`
+- `worker_workflow`: use `worker_workflow` from discovery manifest if present, else `"unknown"`
 - `repository`: extract `owner/repo` from the issue/PR URL
 - `priority`: default `Medium` unless explicitly known
 - `size`: default `Medium` unless explicitly known