diff --git a/.github/tests/fix-ci-security.test.mjs b/.github/tests/fix-ci-security.test.mjs
index 09564cac..f5fe05d9 100644
--- a/.github/tests/fix-ci-security.test.mjs
+++ b/.github/tests/fix-ci-security.test.mjs
@@ -43,7 +43,7 @@ test('only failed runs of same-repository PRs are handled', () => {
 
 test('actions are pinned and checkouts do not persist credentials', () => {
   for (const entry of Object.keys(jobs).flatMap(steps).filter((entry) => entry.includes('uses: '))) {
-    assert.match(entry, /uses: [\w/-]+@[a-f0-9]{40}(?:\s|$)/);
+    assert.match(entry, /uses: [\w./-]+@[a-f0-9]{40}(?:\s|$)/);
     if (entry.includes('uses: actions/checkout@')) {
       assert.match(entry, /persist-credentials: false/);
       assert.doesNotMatch(entry, /token:/);
@@ -60,7 +60,9 @@ test('expressions are not interpolated into shell scripts', () => {
 test('the generate job has no write credentials', () => {
   assert.match(workflow, /^permissions:\n  contents: read\n\n/m);
   const generate = jobs.generate.join('');
-  assert.doesNotMatch(generate, /: write\b/);
+  // id-token: write only lets the job mint an OIDC token for short-lived model credentials.
+  assert.equal(generate.match(/: write\b/g).length, 1);
+  assert.match(header('generate'), /^    permissions:\n(?:      [\w-]+: \w+\n)*      id-token: write\n/m);
   assert.doesNotMatch(generate, /create-github-app-token|ADMIN_APP/);
   assert.doesNotMatch(step('generate', 'Fix CI failure'), /GH_TOKEN:|GITHUB_TOKEN:|github\.token|outputs\.token/);
   // Agent and PR code run in this job, so caches it saves could reach other workflows.
diff --git a/.github/workflows/fix-ci.yaml b/.github/workflows/fix-ci.yaml
index 83f0ddef..8790c74f 100644
--- a/.github/workflows/fix-ci.yaml
+++ b/.github/workflows/fix-ci.yaml
@@ -22,6 +22,7 @@ jobs:
       contents: read
       actions: read
       pull-requests: read
+      id-token: write
     outputs:
       changed: ${{ steps.snapshot.outputs.changed }}
       pr_number: ${{ steps.pr.outputs.number }}
@@ -100,12 +101,22 @@ jobs:
           npm install -g --ignore-scripts @earendil-works/pi-coding-agent
           pi --version
 
+      - name: Model credentials
+        if: steps.pr.outputs.number != ''
+        uses: kernel/security-workflows/.github/actions/llm-credentials@4144994f1d6977e07ef5a5832599ee4faaae9550 # main
+        with:
+          model: ${{ vars.PI_PREFERRED_MODEL }}
+          anthropic-federation-rule-id: ${{ vars.ANTHROPIC_FEDERATION_RULE_ID }}
+          anthropic-organization-id: ${{ vars.ANTHROPIC_ORGANIZATION_ID }}
+          anthropic-service-account-id: ${{ vars.ANTHROPIC_SERVICE_ACCOUNT_ID }}
+          openai-identity-provider-id: ${{ vars.OPENAI_IDENTITY_PROVIDER_ID }}
+          openai-service-account-id: ${{ vars.OPENAI_SERVICE_ACCOUNT_ID }}
+          openai-audience: ${{ vars.OPENAI_WIF_AUDIENCE }}
+
       - name: Fix CI failure
         if: steps.pr.outputs.number != ''
         working-directory: pr
         env:
-          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
           PI_PREFERRED_MODEL: ${{ vars.PI_PREFERRED_MODEL }}
           PI_SKIP_VERSION_CHECK: '1'
           PI_TELEMETRY: '0'
@@ -123,6 +134,12 @@ jobs:
             --model "$PI_PREFERRED_MODEL" --thinking max \
             @"$RUNNER_TEMP/fix-ci-prompt.md"
 
+      - name: Stop model credentials
+        if: always()
+        uses: kernel/security-workflows/.github/actions/llm-credentials@4144994f1d6977e07ef5a5832599ee4faaae9550 # main
+        with:
+          stop: true
+
       - name: Snapshot publishable changes
         id: snapshot
         if: steps.pr.outputs.number != ''
diff --git a/.github/workflows/semgrep.yml b/.github/workflows/semgrep.yml
index 32fec528..75e5f834 100644
--- a/.github/workflows/semgrep.yml
+++ b/.github/workflows/semgrep.yml
@@ -7,6 +7,8 @@ on:
 permissions:
   contents: read
   pull-requests: write
+  # semgrep exchanges the job's OIDC token for short-lived model credentials.
+  id-token: write
 
 jobs:
   scan:
diff --git a/.github/workflows/vuln-remediation.yml b/.github/workflows/vuln-remediation.yml
index 22ee0653..35f30c82 100644
--- a/.github/workflows/vuln-remediation.yml
+++ b/.github/workflows/vuln-remediation.yml
@@ -8,6 +8,8 @@ on:
 permissions:
   contents: write
   pull-requests: write
+  # vuln-remediation exchanges the job's OIDC token for short-lived model credentials.
+  id-token: write
 
 jobs:
   remediate: