diff --git a/.github/aw/actions-lock.json b/.github/aw/actions-lock.json
index ffe6c94d496..0540eda0972 100644
--- a/.github/aw/actions-lock.json
+++ b/.github/aw/actions-lock.json
@@ -1,761 +1,761 @@
 {
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-                },
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-                }
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+      "inputs": {
+        "github_token": {
+          "description": "A GitHub token.",
+          "default": "${{ github.token }}"
+        },
+        "labels": {
+          "description": "The labels' name to be added. Must be separated with line breaks if there're multiple labels.",
+          "required": true
+        },
+        "number": {
+          "description": "The number of the issue or pull request."
+        },
+        "repo": {
+          "description": "The owner and repository name. e.g.) Codertocat/Hello-World",
+          "default": "${{ github.repository }}"
         }
+      },
+      "action_description": "Add labels to an issue or a pull request."
     },
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+      "image": "mcp/notion",
+      "digest": "sha256:4de8eb0de33402fcbd3740b4f4039918e4893155c7ea833c7a0c472001b88367",
+      "pinned_image": "mcp/notion@sha256:4de8eb0de33402fcbd3740b4f4039918e4893155c7ea833c7a0c472001b88367"
+    },
+    "mcr.microsoft.com/playwright/mcp": {
+      "image": "mcr.microsoft.com/playwright/mcp",
+      "digest": "sha256:7b82f29c6ef83480a97f612d53ac3fd5f30a32df3fea1e06923d4204d3532bb2",
+      "pinned_image": "mcr.microsoft.com/playwright/mcp@sha256:7b82f29c6ef83480a97f612d53ac3fd5f30a32df3fea1e06923d4204d3532bb2"
+    },
+    "node:lts-alpine": {
+      "image": "node:lts-alpine",
+      "digest": "sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14",
+      "pinned_image": "node:lts-alpine@sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14"
+    },
+    "python:alpine": {
+      "image": "python:alpine",
+      "digest": "sha256:6f873e340e6786787a632c919ecfb1d2301eb33ccfbe9f0d0add16cbc0892116",
+      "pinned_image": "python:alpine@sha256:6f873e340e6786787a632c919ecfb1d2301eb33ccfbe9f0d0add16cbc0892116"
+    },
+    "semgrep/semgrep:latest": {
+      "image": "semgrep/semgrep:latest",
+      "digest": "sha256:17d89ddd91a7729bbd5de09402f7f79a70204289e2a94635086e9db532a495f2",
+      "pinned_image": "semgrep/semgrep:latest@sha256:17d89ddd91a7729bbd5de09402f7f79a70204289e2a94635086e9db532a495f2"
     }
+  }
 }
diff --git a/.github/workflows/dependabot-repair.lock.yml b/.github/workflows/dependabot-repair.lock.yml
index a13e58c81b7..4cb39e9d4b6 100644
--- a/.github/workflows/dependabot-repair.lock.yml
+++ b/.github/workflows/dependabot-repair.lock.yml
@@ -1,4 +1,4 @@
-# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"77b9bd11da3aca5e87d4dd3e84f76893129fc88c49d6c527eca765283b55b893","body_hash":"34a09392a1ea4b32332bdaba2e9dc3b37bd499cbceae21263bceba9fdf3ead0e","strict":true,"agent_id":"copilot","engine_versions":{"copilot":"1.0.68"}}
+# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"e4298f77a13280461f507fff70bb69fa9188accb9cd8fb3424854978be2ce090","body_hash":"34a09392a1ea4b32332bdaba2e9dc3b37bd499cbceae21263bceba9fdf3ead0e","strict":true,"agent_id":"copilot","engine_versions":{"copilot":"1.0.68"}}
 # gh-aw-manifest: {"version":1,"secrets":["COPILOT_GITHUB_TOKEN","GH_AW_CI_TRIGGER_TOKEN","GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GH_AW_OTEL_GRAFANA_AUTHORIZATION","GH_AW_OTEL_GRAFANA_ENDPOINT","GH_AW_OTEL_SENTRY_AUTHORIZATION","GH_AW_OTEL_SENTRY_ENDPOINT","GITHUB_TOKEN"],"actions":[{"repo":"actions/cache/restore","sha":"55cc8345863c7cc4c66a329aec7e433d2d1c52a9","version":"v6.1.0"},{"repo":"actions/cache/save","sha":"55cc8345863c7cc4c66a329aec7e433d2d1c52a9","version":"v6.1.0"},{"repo":"actions/checkout","sha":"9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0","version":"v7.0.0"},{"repo":"actions/download-artifact","sha":"3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c","version":"v8.0.1"},{"repo":"actions/github-script","sha":"3a2844b7e9c422d3c10d287c895573f7108da1b3","version":"v9.0.0"},{"repo":"actions/setup-node","sha":"48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e","version":"v6.4.0"},{"repo":"actions/upload-artifact","sha":"043fb46d1a93c77aae656e7c1c64a875d1fc6a0a","version":"v7.0.1"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.27.22","digest":"sha256:55f06588411008b7148eb64b8dfe28602a0cce3675b36c6b190b54aca138468e","pinned_image":"ghcr.io/github/gh-aw-firewall/agent:0.27.22@sha256:55f06588411008b7148eb64b8dfe28602a0cce3675b36c6b190b54aca138468e"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.22","digest":"sha256:afb9ff9140b17d38871dfb9dbac5ff8689ea634c2f91c435da2825192d4881c1","pinned_image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.27.22@sha256:afb9ff9140b17d38871dfb9dbac5ff8689ea634c2f91c435da2825192d4881c1"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.27.22","digest":"sha256:3cdcc1e2b4b4fe602ba69fd3e21aac7ac512d5c1fce24df4ce69dc4f98164b59","pinned_image":"ghcr.io/github/gh-aw-firewall/squid:0.27.22@sha256:3cdcc1e2b4b4fe602ba69fd3e21aac7ac512d5c1fce24df4ce69dc4f98164b59"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.3.33","digest":"sha256:f0e1f1d562f01e737f3ef125cb4d7057ff87a68a97927f5ea9fd6d3f5091da06","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.3.33@sha256:f0e1f1d562f01e737f3ef125cb4d7057ff87a68a97927f5ea9fd6d3f5091da06"},{"image":"ghcr.io/github/gh-aw-node","digest":"sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b","pinned_image":"ghcr.io/github/gh-aw-node@sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b"},{"image":"ghcr.io/github/github-mcp-server:v1.5.0","digest":"sha256:e25564dccc9110a70a77b9df560cbde11aa392fcb5f08b9abe5c4ebc6d146ea4","pinned_image":"ghcr.io/github/github-mcp-server:v1.5.0@sha256:e25564dccc9110a70a77b9df560cbde11aa392fcb5f08b9abe5c4ebc6d146ea4"}]}
 # This file was automatically generated by gh-aw. DO NOT EDIT. To debug this workflow, load the skill at https://github.com/github/gh-aw/blob/main/debug.md
 #
@@ -417,7 +417,11 @@ jobs:
     needs: activation
     if: needs.activation.outputs.daily_ai_credits_exceeded != 'true'
     runs-on: ubuntu-latest
-    permissions: read-all
+    permissions:
+      actions: read
+      contents: read
+      issues: read
+      pull-requests: read
     env:
       DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
       GH_AW_ASSETS_ALLOWED_EXTS: ""
diff --git a/.github/workflows/dependabot-repair.md b/.github/workflows/dependabot-repair.md
index f00db65b401..1e945250404 100644
--- a/.github/workflows/dependabot-repair.md
+++ b/.github/workflows/dependabot-repair.md
@@ -6,7 +6,11 @@ on:
     types: [opened, synchronize, reopened]
 timeout-minutes: 45
 
-permissions: read-all
+permissions:
+  actions: read
+  contents: read
+  issues: read
+  pull-requests: read
 if: github.event.pull_request.user.login == 'dependabot[bot]'
 
 imports:
diff --git a/README.md b/README.md
index 1a559909020..abbb363668f 100644
--- a/README.md
+++ b/README.md
@@ -70,31 +70,30 @@ To build and test repository custom linters:
 
 <sup>Community members whose issues were resolved — updated automatically.</sup>
 
-[@adamhenson (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aadamhenson)
 [@ahmadabdalla (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aahmadabdalla)
 [@AkshatRaj00 (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AAkshatRaj00)
+[@alcastaneda (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aalcastaneda)
 [@AlexDeMichieli (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AAlexDeMichieli)
-[@alondahari (8)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aalondahari)
+[@alondahari (9)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aalondahari)
 [@anthonymastreanvae (8)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aanthonymastreanvae)
 [@aoxiangtianyu-go (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aaoxiangtianyu-go)
 [@apenab (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aapenab)
 [@app/github-actions (10)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aapp/github-actions)
-[@arthurfvives (8)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aarthurfvives)
+[@arthurfvives (7)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aarthurfvives)
 [@Artur- (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AArtur-)
 [@askpaisa (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aaskpaisa)
 [@astefan (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aastefan)
 [@b2pacific (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ab2pacific)
 [@bartul (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abartul)
-[@bbonafed (11)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abbonafed)
+[@bbonafed (10)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abbonafed)
 [@benissimo (6)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abenissimo)
 [@benvillalobos (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abenvillalobos)
 [@bmerkle (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abmerkle)
 [@boydj (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aboydj)
 [@Bra1nFartz (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ABra1nFartz)
 [@bryanchen-d (13)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abryanchen-d)
-[@bryanknox (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Abryanknox)
 [@Calidus (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ACalidus)
-[@chrisfregly (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Achrisfregly)
+[@CatsMiaow (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ACatsMiaow)
 [@chrizbo (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Achrizbo)
 [@CiscoRob (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ACiscoRob)
 [@cknight (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Acknight)
@@ -106,20 +105,22 @@ To build and test repository custom linters:
 [@Dan-Albrecht (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ADan-Albrecht)
 [@danielmeppiel (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adanielmeppiel)
 [@danquirk (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adanquirk)
+[@darwin-gonzales (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adarwin-gonzales)
 [@DeagleGross (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ADeagleGross)
 [@devantler (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adevantler)
-[@deyaaeldeen (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adeyaaeldeen)
+[@deyaaeldeen (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adeyaaeldeen)
 [@dfrysinger (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adfrysinger)
 [@dgolombek (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adgolombek)
 [@dholmes (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adholmes)
 [@dkurepa (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adkurepa)
-[@drehelis (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adrehelis)
+[@drehelis (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adrehelis)
 [@dsibilio (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adsibilio)
 [@dsyme (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Adsyme)
 [@duncankmckinnon (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aduncankmckinnon)
 [@edburns (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aedburns)
 [@edgeq (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aedgeq)
 [@ericstj (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aericstj)
+[@Evangelink (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AEvangelink)
 [@fbecar22 (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Afbecar22)
 [@flatiron32 (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aflatiron32)
 [@GandrotulaRajesh (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AGandrotulaRajesh)
@@ -134,7 +135,7 @@ To build and test repository custom linters:
 [@jamesadevine (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ajamesadevine)
 [@JamesNK (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AJamesNK)
 [@JanKrivanek (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AJanKrivanek)
-[@jaroslawgajewski (9)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ajaroslawgajewski)
+[@jaroslawgajewski (10)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ajaroslawgajewski)
 [@JasonYeMSFT (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AJasonYeMSFT)
 [@jbaruch (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ajbaruch)
 [@jcooklin (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ajcooklin)
@@ -152,7 +153,7 @@ To build and test repository custom linters:
 [@katriendg (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Akatriendg)
 [@kkruel8100 (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Akkruel8100)
 [@kthompson (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Akthompson)
-[@labudis (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Alabudis)
+[@labudis (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Alabudis)
 [@ladamski (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aladamski)
 [@lindeberg (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Alindeberg)
 [@lpcox (5)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Alpcox)
@@ -168,6 +169,7 @@ To build and test repository custom linters:
 [@mnkiefer (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Amnkiefer)
 [@mrfelton (4)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Amrfelton)
 [@mrjf (7)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Amrjf)
+[@nestele (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Anestele)
 [@neta-vega (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aneta-vega)
 [@NicolasRannou (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ANicolasRannou)
 [@NikolajBjorner (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3ANikolajBjorner)
@@ -177,11 +179,12 @@ To build and test repository custom linters:
 [@petercort (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apetercort)
 [@pethers (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apethers)
 [@pgaskin (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apgaskin)
-[@pholleran (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apholleran)
+[@pholleran (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apholleran)
 [@polmichel (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Apolmichel)
 [@PureWeen (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3APureWeen)
 [@rabo-unumed (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Arabo-unumed)
 [@radiantspace (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aradiantspace)
+[@reggie-k (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Areggie-k)
 [@rhardouin (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Arhardouin)
 [@romainh-betclic (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aromainh-betclic)
 [@rspurgeon (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Arspurgeon)
@@ -194,7 +197,7 @@ To build and test repository custom linters:
 [@shiran-gutsy (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ashiran-gutsy)
 [@shubhamtanwar23 (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ashubhamtanwar23)
 [@stefankrzyz (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Astefankrzyz)
-[@strawgate (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Astrawgate)
+[@strawgate (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Astrawgate)
 [@susmahad (3)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Asusmahad)
 [@szabta89 (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Aszabta89)
 [@tadelesh (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Atadelesh)
@@ -213,7 +216,7 @@ To build and test repository custom linters:
 [@Yoyokrazy (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3AYoyokrazy)
 [@yskopets (45)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Ayskopets)
 [@zarenner (5)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Azarenner)
-[@zkoppert (1)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Azkoppert)
+[@zkoppert (2)](https://github.com/github/gh-aw/issues?q=is%3Aissue+is%3Aclosed+label%3Acommunity+author%3Azkoppert)
 
 
 ## Share Feedback
diff --git a/actions/setup/js/check_daily_aic_workflow_guardrail.cjs b/actions/setup/js/check_daily_aic_workflow_guardrail.cjs
index b32189cc86b..5432f4b5f40 100644
--- a/actions/setup/js/check_daily_aic_workflow_guardrail.cjs
+++ b/actions/setup/js/check_daily_aic_workflow_guardrail.cjs
@@ -19,6 +19,17 @@ const MAX_WORKFLOW_RUN_PAGES = 10;
 const RATE_LIMIT_RESERVE = 100;
 const REQUEST_OVERHEAD_BUDGET = MAX_WORKFLOW_RUN_PAGES + 4;
 const ESTIMATED_API_OPERATIONS_PER_RUN = 2;
+/**
+ * Re-check the GitHub API rate limit after this many consumed API operations inside the
+ * per-run inspection loop.  Under concurrent activations each run independently computes
+ * its upfront budget, but collectively they can exhaust the shared reserve faster than any
+ * single job anticipates.  Periodic re-checks during the loop detect that situation and
+ * allow each job to stop early before the reserve is fully drained.
+ *
+ * The cost of a re-check is 1 API call per RATE_LIMIT_RECHECK_INTERVAL consumed operations,
+ * so at ESTIMATED_API_OPERATIONS_PER_RUN=2 this fires after every 5 cache-miss runs.
+ */
+const RATE_LIMIT_RECHECK_INTERVAL = 10;
 const INTEGER_FORMATTER = new Intl.NumberFormat("en-US");
 
 /** Path where the per-workflow usage cache is restored by the activation job's cache-restore step. */
@@ -547,7 +558,30 @@ async function main() {
     let totalAIC = 0;
     /** @type {Array<{id:number, html_url:string, created_at:string, conclusion:string, aic:number}>} */
     const countedRuns = [];
+    // Track how many cache-miss API operations have been consumed inside this loop.
+    // Used to trigger periodic rate-limit re-checks so concurrent activations that
+    // collectively drain the shared budget are caught early (rather than relying solely
+    // on the upfront computeMaxInspectableRuns estimate, which each job computes in
+    // isolation without knowledge of other concurrently running jobs).
+    let apiCallsInLoop = 0;
     for (const run of candidateRuns) {
+      // Periodically re-check the real rate-limit remaining after consuming API budget inside
+      // the loop.  The upfront computeMaxInspectableRuns snapshot is stale once multiple
+      // concurrent activations start making calls simultaneously.  Re-checking every
+      // RATE_LIMIT_RECHECK_INTERVAL consumed operations (1 re-check per ~5 cache-miss runs)
+      // lets each job detect budget exhaustion and stop before the reserve is fully drained.
+      if (apiCallsInLoop > 0 && apiCallsInLoop % RATE_LIMIT_RECHECK_INTERVAL === 0) {
+        const midLoopRL = await getCoreRateLimitSnapshot(githubClient);
+        if (midLoopRL.remaining <= RATE_LIMIT_RESERVE) {
+          logDailyGuardrail("Stopping inspection: rate limit headroom exhausted during inspection loop", {
+            remaining: midLoopRL.remaining,
+            reserve: RATE_LIMIT_RESERVE,
+            apiCallsConsumedInLoop: apiCallsInLoop,
+          });
+          truncatedByRateLimit = true;
+          break;
+        }
+      }
       try {
         let runAIC;
         if (usageCache.has(run.id)) {
@@ -559,6 +593,7 @@ async function main() {
           });
         } else {
           // Cache miss: fetch AIC from the run's usage artifact.
+          apiCallsInLoop += ESTIMATED_API_OPERATIONS_PER_RUN;
           runAIC = await module.exports.getRunAIC(artifactClient, run.id, token, owner, repo);
         }
         if (runAIC <= 0) {
diff --git a/actions/setup/js/check_daily_aic_workflow_guardrail.test.cjs b/actions/setup/js/check_daily_aic_workflow_guardrail.test.cjs
index e9ba349c16b..82ec039ad18 100644
--- a/actions/setup/js/check_daily_aic_workflow_guardrail.test.cjs
+++ b/actions/setup/js/check_daily_aic_workflow_guardrail.test.cjs
@@ -574,6 +574,106 @@ describe("check_daily_aic_workflow_guardrail", () => {
     }
   });
 
+  it("main() stops the inspection loop early when in-loop rate-limit re-check finds headroom exhausted", async () => {
+    // Set up 15 candidate runs (all within 24 h), no cache entries, and a rate-limit mock that
+    // returns plenty of budget on the first call (start snapshot) but drops below the reserve
+    // (RATE_LIMIT_RESERVE = 100) on the second call, which is the in-loop re-check triggered
+    // after RATE_LIMIT_RECHECK_INTERVAL = 10 consumed API operations.
+    // With ESTIMATED_API_OPERATIONS_PER_RUN = 2, 10 ops = 5 cache-miss runs processed before
+    // the 6th iteration triggers the re-check and breaks out of the loop.
+    const getRunAICSpy = vi.spyOn(exports, "getRunAIC").mockResolvedValue(10);
+
+    let rateLimitGetCallCount = 0;
+    const nowIso = new Date().toISOString();
+
+    const mockGithub = {
+      rest: {
+        rateLimit: {
+          get: async () => {
+            rateLimitGetCallCount++;
+            // First call (start snapshot): plenty of budget.
+            // Subsequent calls (in-loop re-check, end snapshot): below reserve.
+            const remaining = rateLimitGetCallCount === 1 ? 5000 : 50;
+            return {
+              data: {
+                resources: {
+                  core: { limit: 5000, remaining, used: 5000 - remaining, reset: Math.floor(Date.now() / 1000) + 3600 },
+                },
+              },
+              headers: {},
+            };
+          },
+        },
+        actions: {
+          getWorkflowRun: async () => ({
+            data: { workflow_id: 444, actor: { login: "bot" }, triggering_actor: { login: "bot" } },
+            headers: {},
+          }),
+          listWorkflowRuns: async () => ({
+            data: {
+              workflow_runs: Array.from({ length: 15 }, (_, i) => ({
+                id: i + 100,
+                html_url: `https://example.test/runs/${i + 100}`,
+                created_at: nowIso,
+                conclusion: "success",
+              })),
+            },
+            headers: {},
+          }),
+        },
+      },
+    };
+
+    const coreInfos = [];
+    const coreOutputs = {};
+    const mockCore = {
+      setOutput: (key, value) => {
+        coreOutputs[key] = value;
+      },
+      info: msg => coreInfos.push(msg),
+      warning: () => {},
+      summary: {
+        addDetails: function () {
+          return this;
+        },
+        write: async () => {},
+      },
+    };
+
+    const mockContext = { repo: { owner: "test-owner", repo: "test-repo" }, runId: 42 };
+
+    global.core = mockCore;
+    global.github = mockGithub;
+    global.context = mockContext;
+
+    process.env.GH_AW_MAX_DAILY_AI_CREDITS = "1000000";
+    process.env.GH_AW_GITHUB_TOKEN = "fake-token";
+    process.env.GITHUB_EVENT_NAME = "pull_request";
+
+    try {
+      await expect(exports.main()).resolves.toBeUndefined();
+
+      // 5 cache-miss runs are processed (10 consumed API ops) before iteration 6 triggers the
+      // in-loop re-check, finds remaining=50 <= RATE_LIMIT_RESERVE=100, and breaks the loop.
+      expect(getRunAICSpy).toHaveBeenCalledTimes(5);
+
+      // The in-loop stop log must have been emitted.
+      const stopLog = coreInfos.find(msg => msg.includes("Stopping inspection: rate limit headroom exhausted during inspection loop"));
+      expect(stopLog).toBeDefined();
+
+      // Guardrail not exceeded (5 × 10 = 50 < 1000000).
+      expect(coreOutputs["daily_ai_credits_exceeded"]).toBe("false");
+    } finally {
+      delete global.core;
+      delete global.github;
+      delete global.context;
+      delete process.env.GH_AW_MAX_DAILY_AI_CREDITS;
+      delete process.env.GH_AW_GITHUB_TOKEN;
+      delete process.env.GITHUB_EVENT_NAME;
+      getRunAICSpy.mockRestore();
+    }
+  });
+
   describe("loadAICUsageCache", () => {
     let tmpDir;
     let cacheFile;
diff --git a/actions/setup/js/restore_aic_usage_cache_fallback.cjs b/actions/setup/js/restore_aic_usage_cache_fallback.cjs
index f0724cca9f3..ddc169735bc 100644
--- a/actions/setup/js/restore_aic_usage_cache_fallback.cjs
+++ b/actions/setup/js/restore_aic_usage_cache_fallback.cjs
@@ -49,8 +49,12 @@ const CACHE_FILE_PATH = "/tmp/gh-aw/agentic-workflow-usage-cache.jsonl";
 /** Name of the artifact uploaded by the conclusion job that holds the aggregated cache. */
 const AIC_USAGE_CACHE_ARTIFACT_NAME = "aic-usage-cache";
 
-/** Maximum number of recent workflow runs to search for a usable cache artifact. */
-const MAX_RUNS_TO_SEARCH = 5;
+/**
+ * Maximum number of recent workflow runs to search for a usable cache artifact.
+ * A larger window improves hit rate on `pull_request` branches where `actions/cache` is
+ * branch-scoped and frequently misses, requiring the artifact fallback to look further back.
+ */
+const MAX_RUNS_TO_SEARCH = 30;
 
 /**
  * @param {string} message
diff --git a/docs/adr/43376-switch-linter-tests-to-runwithsuggestedfixes.md b/docs/adr/43376-switch-linter-tests-to-runwithsuggestedfixes.md
new file mode 100644
index 00000000000..b85630969e1
--- /dev/null
+++ b/docs/adr/43376-switch-linter-tests-to-runwithsuggestedfixes.md
@@ -0,0 +1,47 @@
+# ADR-43376: Switch Linter Tests to RunWithSuggestedFixes with Golden Files
+
+**Date**: 2026-07-04
+**Status**: Draft
+**Deciders**: Unknown (bot-authored PR by copilot-swe-agent)
+
+---
+
+### Context
+
+Several linters in this repository (`stringsindexcontains`, `sprintfint`, `stringreplaceminusone`) emit `SuggestedFix` text edits so that automated tools can apply fixes to user code. Their test entrypoints used `analysistest.Run`, which validates only diagnostic positions and messages — it never exercises the fix builders that produce the actual replacement text. As a result, the fix builders for these three linters were completely unexercised: broken autofix output could pass the entire test suite silently. Other linters in the same repository (`fprintlnsprintf`, `lenstringzero`, `tolowerequalfold`) already use the correct harness, creating an inconsistency in test coverage quality.
+
+### Decision
+
+We will switch the test entrypoints for `stringsindexcontains`, `sprintfint`, and `stringreplaceminusone` from `analysistest.Run` to `analysistest.RunWithSuggestedFixes`, and add a corresponding `.go.golden` file for each linter that captures the expected post-fix source. This matches the test pattern already established by other fix-emitting linters in this repository, closes the coverage gap, and requires no changes to production analyzer code.
+
+### Alternatives Considered
+
+#### Alternative 1: Keep `analysistest.Run` and Add Separate Manual Fix Tests
+
+Rather than switching the entrypoint, custom test cases could apply each linter's suggested fix by hand and assert on the resulting source text using string or diff comparisons.
+
+This would exercise the fix builders but requires writing and maintaining bespoke test scaffolding for each linter, duplicating logic that the standard library already provides through `RunWithSuggestedFixes`. The added maintenance cost is higher than the benefit when a first-class mechanism exists.
+
+#### Alternative 2: Write a Shared Custom Test Helper
+
+A shared helper function could be introduced that applies suggested fixes using the `go/analysis` rewrite machinery and compares output against an in-memory expected string, avoiding the golden-file convention entirely.
+
+This provides flexibility in how expectations are expressed but introduces a non-standard testing pattern that future contributors would need to learn. The `RunWithSuggestedFixes` + golden-file convention is already established in the codebase; a custom helper would diverge from it without a clear benefit.
+
+### Consequences
+
+#### Positive
+- Fix builders for `stringsindexcontains`, `sprintfint`, and `stringreplaceminusone` are now exercised in CI; any regression in fix output will fail the test suite immediately.
+- Test coverage for autofix linters is consistent across the entire repository — all fix-emitting linters now use the same harness and file convention.
+
+#### Negative
+- Golden files must be updated whenever fix logic changes: a change to how a linter rewrites code now requires a corresponding update to the `.go.golden` file, adding a small but recurring maintenance step.
+- The golden-file approach makes expected output less visible inline; reviewers must open a separate file to see what the fixed source looks like.
+
+#### Neutral
+- No production analyzer code changed; linting behavior at runtime is identical.
+- The three golden files are added under each linter's existing `testdata/` directory, following the structure already used by other linters.
+
+---
+
+*ADR created by [adr-writer agent]. Review and finalize before changing status from Draft to Accepted.*
diff --git a/docs/adr/43447-in-loop-rate-limit-recheck-for-aic-guardrail.md b/docs/adr/43447-in-loop-rate-limit-recheck-for-aic-guardrail.md
new file mode 100644
index 00000000000..abcacc5ec58
--- /dev/null
+++ b/docs/adr/43447-in-loop-rate-limit-recheck-for-aic-guardrail.md
@@ -0,0 +1,51 @@
+# ADR-43447: In-Loop Rate-Limit Re-Check for AIC Guardrail and Wider Cache Fallback Search Window
+
+**Date**: 2026-07-05
+**Status**: Draft
+**Deciders**: Unknown (bot-authored PR by copilot-swe-agent)
+
+---
+
+### Context
+
+The daily AIC (AI Credits) guardrail inspects recent workflow runs to sum consumed credits, fetching each run's usage artifact when a cache miss occurs. Under high run frequency with a cold cache, N concurrent job activations each independently compute an upfront budget (`computeMaxInspectableRuns`) from a single rate-limit snapshot taken at startup. Because all concurrent activations read the same stale snapshot simultaneously, they each believe sufficient headroom exists and collectively exhaust the shared `GITHUB_TOKEN` core rate limit. In production this pattern accounted for 99.5% of all `/actions/runs/:run_id/artifacts` API calls in a single hour, producing HTTP 403 responses that starved unrelated critical steps such as attestation persistence. A separate issue was identified on `pull_request` branches: the artifact fallback search window of 5 runs was too narrow to find a usable cache artifact on active repositories, because `actions/cache` is branch-scoped and routinely misses on PR branches.
+
+### Decision
+
+We will add a periodic in-loop rate-limit re-check (`RATE_LIMIT_RECHECK_INTERVAL = 10` consumed API operations, firing after every 5 cache-miss runs at `ESTIMATED_API_OPERATIONS_PER_RUN = 2`) that reads the **live** shared quota and breaks out of the inspection loop immediately if `remaining ≤ RATE_LIMIT_RESERVE`. This supplements—but does not replace—the existing upfront budget calculation, which serves as a first-pass gate. We will also widen the artifact fallback search window from 5 to 30 recent workflow runs to improve cache-hit rates on `pull_request` branches without requiring an additional API page.
+
+### Alternatives Considered
+
+#### Alternative 1: Distributed Rate-Limit Coordination (Centralized Lock/Semaphore)
+
+A shared lease or semaphore (e.g., via a database, Redis, or GitHub Environments protection rules) could serialise concurrent activations so only one job draws from the rate-limit budget at a time. This would completely prevent collective overspend. It was not chosen because it requires additional infrastructure or state external to GitHub Actions, adds latency waiting to acquire the lock, and introduces a new failure mode (lock contention or deadlock) in an already-critical compliance gate.
+
+#### Alternative 2: More Conservative Upfront Budget (Reduce `computeMaxInspectableRuns`)
+
+Dividing the upfront budget by an estimated concurrency factor (e.g., always assume 5 concurrent jobs) would reduce per-activation spend without any runtime coordination. This was not chosen because the divisor is a hardcoded guess that either under-inspects runs during low-concurrency periods (wasting available budget) or still overspends during burst periods if concurrency exceeds the assumed value. A live re-check adapts to the actual shared state regardless of concurrency level.
+
+#### Alternative 3: Smaller Fallback Search Window with Cache Warming
+
+Keeping `MAX_RUNS_TO_SEARCH = 5` but adding a dedicated cache-warming step for PR branches was considered. This was not chosen because it would require additional workflow changes and a new cache upload step, adding complexity. Widening the existing window to 30 runs fits within a single `listWorkflowRuns` page at no additional API cost.
+
+### Consequences
+
+#### Positive
+- Concurrent activations stop consuming API budget as soon as the shared reserve is actually depleted, preventing cascading HTTP 403 errors on unrelated steps.
+- No additional infrastructure or external state is required; the solution is entirely self-contained within the existing guardrail script.
+- Cache-hit rate improves for `pull_request` branches where `actions/cache` misses are frequent, reducing per-activation API costs on active repositories.
+- The fix is covered by a new deterministic unit test that mocks the rate-limit drop and asserts the exact number of runs inspected before the loop stops.
+
+#### Negative
+- Each periodic re-check consumes one additional API call per `RATE_LIMIT_RECHECK_INTERVAL` operations (approximately 1 extra call per 5 cache-miss runs), adding modest overhead that was not present before.
+- `RATE_LIMIT_RECHECK_INTERVAL` is a hardcoded constant. If `ESTIMATED_API_OPERATIONS_PER_RUN` changes in the future, the effective re-check frequency changes silently and may need manual adjustment.
+- The in-loop re-check only fires after operations are already consumed; it cannot prevent the first `RATE_LIMIT_RECHECK_INTERVAL` operations in a burst from contributing to overspend.
+
+#### Neutral
+- The wider fallback window (5 → 30) does not add new API pages; `listWorkflowRuns` already returns up to 100 runs per page, so this is a client-side filter change only.
+- The upfront budget calculation (`computeMaxInspectableRuns`) is preserved unchanged as a first-pass gate; this ADR adds a supplemental mechanism, not a replacement.
+- Existing behaviour for cache-hit runs is unaffected: `apiCallsInLoop` is only incremented on cache misses, so fully-warm caches incur zero extra re-check calls.
+
+---
+
+*ADR created by [adr-writer agent]. Review and finalize before changing status from Draft to Accepted.*
diff --git a/pkg/actionpins/data/action_pins.json b/pkg/actionpins/data/action_pins.json
index ffe6c94d496..0540eda0972 100644
--- a/pkg/actionpins/data/action_pins.json
+++ b/pkg/actionpins/data/action_pins.json
@@ -1,761 +1,761 @@
 {
-    "entries": {
-        "actions-ecosystem/action-add-labels@v1.1.3": {
-            "repo": "actions-ecosystem/action-add-labels",
-            "version": "v1.1.3",
-            "sha": "c96b68fec76a0987cd93957189e9abd0b9a72ff1",
-            "inputs": {
-                "github_token": {
-                    "description": "A GitHub token.",
-                    "default": "${{ github.token }}"
-                },
-                "labels": {
-                    "description": "The labels' name to be added. Must be separated with line breaks if there're multiple labels.",
-                    "required": true
-                },
-                "number": {
-                    "description": "The number of the issue or pull request."
-                },
-                "repo": {
-                    "description": "The owner and repository name. e.g.) Codertocat/Hello-World",
-                    "default": "${{ github.repository }}"
-                }
-            },
-            "action_description": "Add labels to an issue or a pull request."
-        },
-        "actions/cache/restore@v6.1.0": {
-            "repo": "actions/cache/restore",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/cache/save@v6.1.0": {
-            "repo": "actions/cache/save",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/cache@v6.1.0": {
-            "repo": "actions/cache",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/checkout@v7.0.0": {
-            "repo": "actions/checkout",
-            "version": "v7.0.0",
-            "sha": "9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0"
-        },
-        "actions/create-github-app-token@v3.2.0": {
-            "repo": "actions/create-github-app-token",
-            "version": "v3.2.0",
-            "sha": "bcd2ba49218906704ab6c1aa796996da409d3eb1"
-        },
-        "actions/download-artifact@v8.0.1": {
-            "repo": "actions/download-artifact",
-            "version": "v8.0.1",
-            "sha": "3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c"
-        },
-        "actions/github-script@v9.0.0": {
-            "repo": "actions/github-script",
-            "version": "v9.0.0",
-            "sha": "3a2844b7e9c422d3c10d287c895573f7108da1b3"
-        },
-        "actions/setup-dotnet@v5.4.0": {
-            "repo": "actions/setup-dotnet",
-            "version": "v5.4.0",
-            "sha": "26b0ec14cb23fa6904739307f278c14f94c95bf1"
-        },
-        "actions/setup-go@v6.5.0": {
-            "repo": "actions/setup-go",
-            "version": "v6.5.0",
-            "sha": "924ae3a1cded613372ab5595356fb5720e22ba16"
-        },
-        "actions/setup-java@v5.4.0": {
-            "repo": "actions/setup-java",
-            "version": "v5.4.0",
-            "sha": "1bcf9fb12cf4aa7d266a90ae39939e61372fe520"
-        },
-        "actions/setup-node@v6.4.0": {
-            "repo": "actions/setup-node",
-            "version": "v6.4.0",
-            "sha": "48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e"
-        },
-        "actions/setup-python@v6.3.0": {
-            "repo": "actions/setup-python",
-            "version": "v6.3.0",
-            "sha": "ece7cb06caefa5fff74198d8649806c4678c61a1"
-        },
-        "actions/upload-artifact@v7.0.1": {
-            "repo": "actions/upload-artifact",
-            "version": "v7.0.1",
-            "sha": "043fb46d1a93c77aae656e7c1c64a875d1fc6a0a"
-        },
-        "anchore/sbom-action@v0.24.0": {
-            "repo": "anchore/sbom-action",
-            "version": "v0.24.0",
-            "sha": "e22c389904149dbc22b58101806040fa8d37a610"
-        },
-        "astral-sh/setup-uv@v8.2.0": {
-            "repo": "astral-sh/setup-uv",
-            "version": "v8.2.0",
-            "sha": "fac544c07dec837d0ccb6301d7b5580bf5edae39"
-        },
-        "denoland/setup-deno@v2.0.4": {
-            "repo": "denoland/setup-deno",
-            "version": "v2.0.4",
-            "sha": "667a34cdef165d8d2b2e98dde39547c9daac7282"
-        },
-        "docker/build-push-action@v7.2.0": {
-            "repo": "docker/build-push-action",
-            "version": "v7.2.0",
-            "sha": "f9f3042f7e2789586610d6e8b85c8f03e5195baf",
-            "released_at": "2026-05-21T15:23:58Z"
-        },
-        "docker/login-action@v4.2.0": {
-            "repo": "docker/login-action",
-            "version": "v4.2.0",
-            "sha": "650006c6eb7dba73a995cc03b0b2d7f5ca915bee",
-            "released_at": "2026-05-22T11:55:00Z"
-        },
-        "docker/metadata-action@v6.1.0": {
-            "repo": "docker/metadata-action",
-            "version": "v6.1.0",
-            "sha": "80c7e94dd9b9319bd5eb7a0e0fe9291e23a2a2e9"
-        },
-        "docker/setup-buildx-action@v4.1.0": {
-            "repo": "docker/setup-buildx-action",
-            "version": "v4.1.0",
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+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.29",
+      "digest": "sha256:f24e968e6e5aeb819e9a98b9d273efe36b0fc1a0cb17e9ace263b5ab20de87cd",
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+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.30",
+      "digest": "sha256:35625d1a2269b1238606078c879f59a91cffc4ac33eb54bf39c6418822c1a8be",
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+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.31": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.31",
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+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.32": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.32",
+      "digest": "sha256:63e46b56dfd70895a701b6fc6dd0189e11e2d875f327f1781e81b31848735477",
+      "pinned_image": "ghcr.io/github/gh-aw-mcpg:v0.3.32@sha256:63e46b56dfd70895a701b6fc6dd0189e11e2d875f327f1781e81b31848735477"
+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.33": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.33",
+      "digest": "sha256:f0e1f1d562f01e737f3ef125cb4d7057ff87a68a97927f5ea9fd6d3f5091da06",
+      "pinned_image": "ghcr.io/github/gh-aw-mcpg:v0.3.33@sha256:f0e1f1d562f01e737f3ef125cb4d7057ff87a68a97927f5ea9fd6d3f5091da06"
+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.6": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.6",
+      "digest": "sha256:2bb8eef86006a4c5963c55616a9c51c32f27bfdecb023b8aa6f91f6718d9171c",
+      "pinned_image": "ghcr.io/github/gh-aw-mcpg:v0.3.6@sha256:2bb8eef86006a4c5963c55616a9c51c32f27bfdecb023b8aa6f91f6718d9171c"
+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.8": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.8",
+      "digest": "sha256:71e102af76e1ce10b455d2a2ef5717d9cc4c135a5db06fbadcb58e6c1a950cd4",
+      "pinned_image": "ghcr.io/github/gh-aw-mcpg:v0.3.8@sha256:71e102af76e1ce10b455d2a2ef5717d9cc4c135a5db06fbadcb58e6c1a950cd4"
+    },
+    "ghcr.io/github/gh-aw-mcpg:v0.3.9": {
+      "image": "ghcr.io/github/gh-aw-mcpg:v0.3.9",
+      "digest": "sha256:64828b42a4482f58fab16509d7f8f495a6d97c972a98a68aff20543531ac0388",
+      "pinned_image": "ghcr.io/github/gh-aw-mcpg:v0.3.9@sha256:64828b42a4482f58fab16509d7f8f495a6d97c972a98a68aff20543531ac0388"
+    },
+    "ghcr.io/github/gh-aw-node": {
+      "image": "ghcr.io/github/gh-aw-node",
+      "digest": "sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b",
+      "pinned_image": "ghcr.io/github/gh-aw-node@sha256:529d02eb970b1161aa25c593a9c3df57fdfad5a8add328cb3b6eccef66f3183b"
+    },
+    "ghcr.io/github/github-mcp-server:v0.32.0": {
+      "image": "ghcr.io/github/github-mcp-server:v0.32.0",
+      "digest": "sha256:2763823c63bcca718ce53850a1d7fcf2f501ec84028394f1b63ce7e9f4f9be28",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v0.32.0@sha256:2763823c63bcca718ce53850a1d7fcf2f501ec84028394f1b63ce7e9f4f9be28"
+    },
+    "ghcr.io/github/github-mcp-server:v1.0.0": {
+      "image": "ghcr.io/github/github-mcp-server:v1.0.0",
+      "digest": "sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.0.0@sha256:d2550953f8050bc5a1c8f80d1678766f66f60bbfbcd953fdeaf661fe4269bd95"
+    },
+    "ghcr.io/github/github-mcp-server:v1.0.3": {
+      "image": "ghcr.io/github/github-mcp-server:v1.0.3",
+      "digest": "sha256:2ac27ef03461ef2b877031b838a7d1fd7f12b12d4ace7796d8cad91446d55959",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.0.3@sha256:2ac27ef03461ef2b877031b838a7d1fd7f12b12d4ace7796d8cad91446d55959"
+    },
+    "ghcr.io/github/github-mcp-server:v1.0.4": {
+      "image": "ghcr.io/github/github-mcp-server:v1.0.4",
+      "digest": "sha256:e3816a476a977cfb836e7d221510011436c654d11861db66ecfd826601aba6a4",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.0.4@sha256:e3816a476a977cfb836e7d221510011436c654d11861db66ecfd826601aba6a4"
+    },
+    "ghcr.io/github/github-mcp-server:v1.1.0": {
+      "image": "ghcr.io/github/github-mcp-server:v1.1.0",
+      "digest": "sha256:71b07d9abecb83b4a2595bcd8ccb35f9a0166361a12335f9e16da1ef07172029",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.1.0@sha256:71b07d9abecb83b4a2595bcd8ccb35f9a0166361a12335f9e16da1ef07172029"
+    },
+    "ghcr.io/github/github-mcp-server:v1.1.2": {
+      "image": "ghcr.io/github/github-mcp-server:v1.1.2",
+      "digest": "sha256:30197479d8036c7811892bc07e06f9a05c9ef3cdd79bc59f256d50647f95788c",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.1.2@sha256:30197479d8036c7811892bc07e06f9a05c9ef3cdd79bc59f256d50647f95788c"
+    },
+    "ghcr.io/github/github-mcp-server:v1.3.0": {
+      "image": "ghcr.io/github/github-mcp-server:v1.3.0",
+      "digest": "sha256:5c83359327a0bacc3d34db730bea6557d39d341cee0bf6c58c9a896e33150e80",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.3.0@sha256:5c83359327a0bacc3d34db730bea6557d39d341cee0bf6c58c9a896e33150e80"
+    },
+    "ghcr.io/github/github-mcp-server:v1.4.0": {
+      "image": "ghcr.io/github/github-mcp-server:v1.4.0",
+      "digest": "sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.4.0@sha256:2afb26356481d1a350e14544a6e160f7f7ec1561a1ea309b823665abf0309036"
+    },
+    "ghcr.io/github/github-mcp-server:v1.5.0": {
+      "image": "ghcr.io/github/github-mcp-server:v1.5.0",
+      "digest": "sha256:e25564dccc9110a70a77b9df560cbde11aa392fcb5f08b9abe5c4ebc6d146ea4",
+      "pinned_image": "ghcr.io/github/github-mcp-server:v1.5.0@sha256:e25564dccc9110a70a77b9df560cbde11aa392fcb5f08b9abe5c4ebc6d146ea4"
+    },
+    "ghcr.io/github/serena-mcp-server:latest": {
+      "image": "ghcr.io/github/serena-mcp-server:latest",
+      "digest": "sha256:bf343399e3725c45528f531a230f3a04521d4cdef29f9a5af6282ff0d3c393c5",
+      "pinned_image": "ghcr.io/github/serena-mcp-server:latest@sha256:bf343399e3725c45528f531a230f3a04521d4cdef29f9a5af6282ff0d3c393c5"
+    },
+    "grafana/mcp-grafana": {
+      "image": "grafana/mcp-grafana",
+      "digest": "sha256:60a4e3a417a69eeb864a72052c53b4aa4466ff3577d6ef9bacc671f4b77d7090",
+      "pinned_image": "grafana/mcp-grafana@sha256:60a4e3a417a69eeb864a72052c53b4aa4466ff3577d6ef9bacc671f4b77d7090"
+    },
+    "mcp/arxiv-mcp-server": {
+      "image": "mcp/arxiv-mcp-server",
+      "digest": "sha256:6dc6bba6dfed97f4ad6eb8d23a5c98ef5b7fa6184937d54b2d675801cd9dd29e",
+      "pinned_image": "mcp/arxiv-mcp-server@sha256:6dc6bba6dfed97f4ad6eb8d23a5c98ef5b7fa6184937d54b2d675801cd9dd29e"
+    },
+    "mcp/ast-grep:latest": {
+      "image": "mcp/ast-grep:latest",
+      "digest": "sha256:5fc3f2e9dcf2c019e92662f608b8d89e12134ed6d91e6f5461de6efd506a1e72",
+      "pinned_image": "mcp/ast-grep:latest@sha256:5fc3f2e9dcf2c019e92662f608b8d89e12134ed6d91e6f5461de6efd506a1e72"
+    },
+    "mcp/context7": {
+      "image": "mcp/context7",
+      "digest": "sha256:1174e6a29634a83b2be93ac1fefabf63265f498c02c72201fe3464e687dd8836",
+      "pinned_image": "mcp/context7@sha256:1174e6a29634a83b2be93ac1fefabf63265f498c02c72201fe3464e687dd8836"
+    },
+    "mcp/markitdown": {
+      "image": "mcp/markitdown",
+      "digest": "sha256:1cef3bf502503310ed0884441874ccf6cdaac20136dc1179797fa048269dc4cb",
+      "pinned_image": "mcp/markitdown@sha256:1cef3bf502503310ed0884441874ccf6cdaac20136dc1179797fa048269dc4cb"
+    },
+    "mcp/memory": {
+      "image": "mcp/memory",
+      "digest": "sha256:db0c2db07a44b6797eba7a832b1bda142ffc899588aae82c92780cbb2252407f",
+      "pinned_image": "mcp/memory@sha256:db0c2db07a44b6797eba7a832b1bda142ffc899588aae82c92780cbb2252407f"
+    },
+    "mcp/notion": {
+      "image": "mcp/notion",
+      "digest": "sha256:4de8eb0de33402fcbd3740b4f4039918e4893155c7ea833c7a0c472001b88367",
+      "pinned_image": "mcp/notion@sha256:4de8eb0de33402fcbd3740b4f4039918e4893155c7ea833c7a0c472001b88367"
+    },
+    "mcr.microsoft.com/playwright/mcp": {
+      "image": "mcr.microsoft.com/playwright/mcp",
+      "digest": "sha256:7b82f29c6ef83480a97f612d53ac3fd5f30a32df3fea1e06923d4204d3532bb2",
+      "pinned_image": "mcr.microsoft.com/playwright/mcp@sha256:7b82f29c6ef83480a97f612d53ac3fd5f30a32df3fea1e06923d4204d3532bb2"
+    },
+    "node:lts-alpine": {
+      "image": "node:lts-alpine",
+      "digest": "sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14",
+      "pinned_image": "node:lts-alpine@sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14"
+    },
+    "python:alpine": {
+      "image": "python:alpine",
+      "digest": "sha256:6f873e340e6786787a632c919ecfb1d2301eb33ccfbe9f0d0add16cbc0892116",
+      "pinned_image": "python:alpine@sha256:6f873e340e6786787a632c919ecfb1d2301eb33ccfbe9f0d0add16cbc0892116"
+    },
+    "semgrep/semgrep:latest": {
+      "image": "semgrep/semgrep:latest",
+      "digest": "sha256:17d89ddd91a7729bbd5de09402f7f79a70204289e2a94635086e9db532a495f2",
+      "pinned_image": "semgrep/semgrep:latest@sha256:17d89ddd91a7729bbd5de09402f7f79a70204289e2a94635086e9db532a495f2"
     }
+  }
 }
diff --git a/pkg/linters/sprintfint/sprintfint_test.go b/pkg/linters/sprintfint/sprintfint_test.go
index 40d3fa685b5..27dd39ac053 100644
--- a/pkg/linters/sprintfint/sprintfint_test.go
+++ b/pkg/linters/sprintfint/sprintfint_test.go
@@ -13,5 +13,5 @@ import (
 
 func TestSprintfInt(t *testing.T) {
 	testdata := analysistest.TestData()
-	analysistest.Run(t, testdata, sprintfint.Analyzer, "sprintfint")
+	analysistest.RunWithSuggestedFixes(t, testdata, sprintfint.Analyzer, "sprintfint")
 }
diff --git a/pkg/linters/sprintfint/testdata/src/sprintfint/sprintfint.go.golden b/pkg/linters/sprintfint/testdata/src/sprintfint/sprintfint.go.golden
new file mode 100644
index 00000000000..64d284b0f68
--- /dev/null
+++ b/pkg/linters/sprintfint/testdata/src/sprintfint/sprintfint.go.golden
@@ -0,0 +1,56 @@
+// Package sprintfint is the test fixture for the sprintfint analyzer.
+package sprintfint
+
+import (
+	"fmt"
+	"strconv"
+)
+
+type counter int
+
+// bad demonstrates the flagged pattern: fmt.Sprintf with a single "%d" verb
+// and an int argument, which should be replaced by strconv.Itoa.
+func bad(n int) string {
+	return strconv.Itoa(n) // want `use strconv\.Itoa\(x\) instead of fmt\.Sprintf\("%d", x\)`
+}
+
+// badLiteral demonstrates the flagged pattern with an integer literal.
+func badLiteral() string {
+	return strconv.Itoa(42) // want `use strconv\.Itoa\(x\) instead of fmt\.Sprintf\("%d", x\)`
+}
+
+// goodStrconvItoa is already using the preferred form — no diagnostic expected.
+func goodStrconvItoa(n int) string {
+	return strconv.Itoa(n)
+}
+
+// goodInt64 uses int64 rather than int — not flagged; use strconv.FormatInt.
+func goodInt64(n int64) string {
+	return fmt.Sprintf("%d", n)
+}
+
+// goodUint uses uint — not flagged.
+func goodUint(n uint) string {
+	return fmt.Sprintf("%d", n)
+}
+
+// goodMultipleVerbs uses more than one verb — not flagged.
+func goodMultipleVerbs(a, b int) string {
+	return fmt.Sprintf("%d %d", a, b)
+}
+
+// goodOtherVerb uses a different verb — not flagged.
+func goodOtherVerb(n int) string {
+	return fmt.Sprintf("%v", n)
+}
+
+// goodNamedInt uses a named int type — not flagged because strconv.Itoa
+// requires the exact predeclared int type.
+func goodNamedInt(n counter) string {
+	return fmt.Sprintf("%d", n)
+}
+
+// suppressed suppresses the linter directive — no diagnostic expected.
+func suppressed(n int) string {
+	return fmt.Sprintf("%d", n) //nolint:sprintfint
+}
diff --git a/pkg/linters/stringreplaceminusone/stringreplaceminusone_test.go b/pkg/linters/stringreplaceminusone/stringreplaceminusone_test.go
index ad0655226e9..9752bb7bf99 100644
--- a/pkg/linters/stringreplaceminusone/stringreplaceminusone_test.go
+++ b/pkg/linters/stringreplaceminusone/stringreplaceminusone_test.go
@@ -12,5 +12,5 @@ import (
 
 func TestStringReplaceMinusOne(t *testing.T) {
 	testdata := analysistest.TestData()
-	analysistest.Run(t, testdata, stringreplaceminusone.Analyzer, "stringreplaceminusone")
+	analysistest.RunWithSuggestedFixes(t, testdata, stringreplaceminusone.Analyzer, "stringreplaceminusone")
 }
diff --git a/pkg/linters/stringreplaceminusone/testdata/src/stringreplaceminusone/stringreplaceminusone.go.golden b/pkg/linters/stringreplaceminusone/testdata/src/stringreplaceminusone/stringreplaceminusone.go.golden
new file mode 100644
index 00000000000..8e8048b5005
--- /dev/null
+++ b/pkg/linters/stringreplaceminusone/testdata/src/stringreplaceminusone/stringreplaceminusone.go.golden
@@ -0,0 +1,22 @@
+package stringreplaceminusone
+
+import "strings"
+
+// replaceAllConst is a named constant equivalent to -1 (replace all).
+const replaceAllConst = -1
+
+func badLiteral(s string) string {
+	return strings.ReplaceAll(s, "o", "0") // want `use strings\.ReplaceAll instead of strings\.Replace with n=-1`
+}
+
+func badNamedConst(s string) string {
+	return strings.ReplaceAll(s, "o", "0") // want `use strings\.ReplaceAll instead of strings\.Replace with n=-1`
+}
+
+func goodFirstOnly(s string) string {
+	return strings.Replace(s, "o", "0", 1) // replace only the first occurrence — n=1 is intentional
+}
+
+func goodReplaceAll(s string) string {
+	return strings.ReplaceAll(s, "o", "0") // already uses the idiomatic form
+}
diff --git a/pkg/linters/stringsindexcontains/stringsindexcontains_test.go b/pkg/linters/stringsindexcontains/stringsindexcontains_test.go
index 2b86a96d363..deb61022f97 100644
--- a/pkg/linters/stringsindexcontains/stringsindexcontains_test.go
+++ b/pkg/linters/stringsindexcontains/stringsindexcontains_test.go
@@ -12,5 +12,5 @@ import (
 
 func TestAnalyzer(t *testing.T) {
 	testdata := analysistest.TestData()
-	analysistest.Run(t, testdata, stringsindexcontains.Analyzer, "stringsindexcontains")
+	analysistest.RunWithSuggestedFixes(t, testdata, stringsindexcontains.Analyzer, "stringsindexcontains")
 }
diff --git a/pkg/linters/stringsindexcontains/testdata/src/stringsindexcontains/stringsindexcontains.go.golden b/pkg/linters/stringsindexcontains/testdata/src/stringsindexcontains/stringsindexcontains.go.golden
new file mode 100644
index 00000000000..6b20743ffcb
--- /dev/null
+++ b/pkg/linters/stringsindexcontains/testdata/src/stringsindexcontains/stringsindexcontains.go.golden
@@ -0,0 +1,66 @@
+package stringsindexcontains
+
+import "strings"
+
+func badContains(s, sub string) bool {
+	return strings.Contains(s, sub) // want `use strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badContainsGEQ(s, sub string) bool {
+	return strings.Contains(s, sub) // want `use strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badContainsGTR(s, sub string) bool {
+	return strings.Contains(s, sub) // want `use strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badNotContains(s, sub string) bool {
+	return !strings.Contains(s, sub) // want `use !strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badNotContainsLT(s, sub string) bool {
+	return !strings.Contains(s, sub) // want `use !strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badNotContainsLEQ(s, sub string) bool {
+	return !strings.Contains(s, sub) // want `use !strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badYodaContains(s, sub string) bool {
+	return strings.Contains(s, sub) // want `use strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badYodaContainsLEQ(s, sub string) bool {
+	return strings.Contains(s, sub) // want `use strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badYodaNotContains(s, sub string) bool {
+	return !strings.Contains(s, sub) // want `use !strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func badYodaNotContainsGTR(s, sub string) bool {
+	return !strings.Contains(s, sub) // want `use !strings\.Contains\(s, sub\) instead of strings\.Index comparison`
+}
+
+func goodContains(s, sub string) bool {
+	return strings.Contains(s, sub)
+}
+
+func goodNotContains(s, sub string) bool {
+	return !strings.Contains(s, sub)
+}
+
+func goodIndexUsedForPosition(s, sub string) int {
+	// Using the index value itself (not just for containment check) is fine.
+	return strings.Index(s, sub)
+}
+
+func goodIndexComparesNonMinusOne(s, sub string) bool {
+	// Comparing against a value other than -1/0 (as a containment sentinel) is fine.
+	return strings.Index(s, sub) > 3
+}
+
+func goodIndexEqualZero(s, sub string) bool {
+	// == 0 is a prefix check (not a containment check) and is intentionally not flagged.
+	return strings.Index(s, sub) == 0
+}
diff --git a/pkg/workflow/data/action_pins.json b/pkg/workflow/data/action_pins.json
index ffe6c94d496..0540eda0972 100644
--- a/pkg/workflow/data/action_pins.json
+++ b/pkg/workflow/data/action_pins.json
@@ -1,761 +1,761 @@
 {
-    "entries": {
-        "actions-ecosystem/action-add-labels@v1.1.3": {
-            "repo": "actions-ecosystem/action-add-labels",
-            "version": "v1.1.3",
-            "sha": "c96b68fec76a0987cd93957189e9abd0b9a72ff1",
-            "inputs": {
-                "github_token": {
-                    "description": "A GitHub token.",
-                    "default": "${{ github.token }}"
-                },
-                "labels": {
-                    "description": "The labels' name to be added. Must be separated with line breaks if there're multiple labels.",
-                    "required": true
-                },
-                "number": {
-                    "description": "The number of the issue or pull request."
-                },
-                "repo": {
-                    "description": "The owner and repository name. e.g.) Codertocat/Hello-World",
-                    "default": "${{ github.repository }}"
-                }
-            },
-            "action_description": "Add labels to an issue or a pull request."
-        },
-        "actions/cache/restore@v6.1.0": {
-            "repo": "actions/cache/restore",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/cache/save@v6.1.0": {
-            "repo": "actions/cache/save",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/cache@v6.1.0": {
-            "repo": "actions/cache",
-            "version": "v6.1.0",
-            "sha": "55cc8345863c7cc4c66a329aec7e433d2d1c52a9"
-        },
-        "actions/checkout@v7.0.0": {
-            "repo": "actions/checkout",
-            "version": "v7.0.0",
-            "sha": "9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0"
-        },
-        "actions/create-github-app-token@v3.2.0": {
-            "repo": "actions/create-github-app-token",
-            "version": "v3.2.0",
-            "sha": "bcd2ba49218906704ab6c1aa796996da409d3eb1"
-        },
-        "actions/download-artifact@v8.0.1": {
-            "repo": "actions/download-artifact",
-            "version": "v8.0.1",
-            "sha": "3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c"
-        },
-        "actions/github-script@v9.0.0": {
-            "repo": "actions/github-script",
-            "version": "v9.0.0",
-            "sha": "3a2844b7e9c422d3c10d287c895573f7108da1b3"
-        },
-        "actions/setup-dotnet@v5.4.0": {
-            "repo": "actions/setup-dotnet",
-            "version": "v5.4.0",
-            "sha": "26b0ec14cb23fa6904739307f278c14f94c95bf1"
-        },
-        "actions/setup-go@v6.5.0": {
-            "repo": "actions/setup-go",
-            "version": "v6.5.0",
-            "sha": "924ae3a1cded613372ab5595356fb5720e22ba16"
-        },
-        "actions/setup-java@v5.4.0": {
-            "repo": "actions/setup-java",
-            "version": "v5.4.0",
-            "sha": "1bcf9fb12cf4aa7d266a90ae39939e61372fe520"
-        },
-        "actions/setup-node@v6.4.0": {
-            "repo": "actions/setup-node",
-            "version": "v6.4.0",
-            "sha": "48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e"
-        },
-        "actions/setup-python@v6.3.0": {
-            "repo": "actions/setup-python",
-            "version": "v6.3.0",
-            "sha": "ece7cb06caefa5fff74198d8649806c4678c61a1"
-        },
-        "actions/upload-artifact@v7.0.1": {
-            "repo": "actions/upload-artifact",
-            "version": "v7.0.1",
-            "sha": "043fb46d1a93c77aae656e7c1c64a875d1fc6a0a"
-        },
-        "anchore/sbom-action@v0.24.0": {
-            "repo": "anchore/sbom-action",
-            "version": "v0.24.0",
-            "sha": "e22c389904149dbc22b58101806040fa8d37a610"
-        },
-        "astral-sh/setup-uv@v8.2.0": {
-            "repo": "astral-sh/setup-uv",
-            "version": "v8.2.0",
-            "sha": "fac544c07dec837d0ccb6301d7b5580bf5edae39"
-        },
-        "denoland/setup-deno@v2.0.4": {
-            "repo": "denoland/setup-deno",
-            "version": "v2.0.4",
-            "sha": "667a34cdef165d8d2b2e98dde39547c9daac7282"
-        },
-        "docker/build-push-action@v7.2.0": {
-            "repo": "docker/build-push-action",
-            "version": "v7.2.0",
-            "sha": "f9f3042f7e2789586610d6e8b85c8f03e5195baf",
-            "released_at": "2026-05-21T15:23:58Z"
-        },
-        "docker/login-action@v4.2.0": {
-            "repo": "docker/login-action",
-            "version": "v4.2.0",
-            "sha": "650006c6eb7dba73a995cc03b0b2d7f5ca915bee",
-            "released_at": "2026-05-22T11:55:00Z"
-        },
-        "docker/metadata-action@v6.1.0": {
-            "repo": "docker/metadata-action",
-            "version": "v6.1.0",
-            "sha": "80c7e94dd9b9319bd5eb7a0e0fe9291e23a2a2e9"
-        },
-        "docker/setup-buildx-action@v4.1.0": {
-            "repo": "docker/setup-buildx-action",
-            "version": "v4.1.0",
-            "sha": "d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5"
-        },
-        "erlef/setup-beam@v1.24.0": {
-            "repo": "erlef/setup-beam",
-            "version": "v1.24.0",
-            "sha": "fc68ffb90438ef2936bbb3251622353b3dcb2f93"
-        },
-        "github/codeql-action/upload-sarif@v4.36.2": {
-            "repo": "github/codeql-action/upload-sarif",
-            "version": "v4.36.2",
-            "sha": "8aad20d150bbac5944a9f9d289da16a4b0d87c1e"
-        },
-        "github/stale-repos@v9.0.15": {
-            "repo": "github/stale-repos",
-            "version": "v9.0.15",
-            "sha": "a0db8bfe2318ed6ddbd01e95d7633803f99f77e9"
-        },
-        "haskell-actions/setup@v2.11.0": {
-            "repo": "haskell-actions/setup",
-            "version": "v2.11.0",
-            "sha": "cd0d9bdd65b20557f41bea4dbe43d0b5fbbfe553"
-        },
-        "oven-sh/setup-bun@v2.2.0": {
-            "repo": "oven-sh/setup-bun",
-            "version": "v2.2.0",
-            "sha": "0c5077e51419868618aeaa5fe8019c62421857d6"
-        },
-        "ruby/setup-ruby@v1.314.0": {
-            "repo": "ruby/setup-ruby",
-            "version": "v1.314.0",
-            "sha": "9eb537ca036ebaed86729dcb9309076e4c5c3b74"
-        },
-        "safedep/pmg@v1": {
-            "repo": "safedep/pmg",
-            "version": "v1",
-            "sha": "46cc70db535107183c9e752bb55d1d5c5f1a9290"
-        },
-        "super-linter/super-linter@v8.7.0": {
-            "repo": "super-linter/super-linter",
-            "version": "v8.7.0",
-            "sha": "4ce20838b8ab83717e78138c5b3a1407148e0918"
+  "entries": {
+    "actions-ecosystem/action-add-labels@v1.1.3": {
+      "repo": "actions-ecosystem/action-add-labels",
+      "version": "v1.1.3",
+      "sha": "c96b68fec76a0987cd93957189e9abd0b9a72ff1",
+      "inputs": {
+        "github_token": {
+          "description": "A GitHub token.",
+          "default": "${{ github.token }}"
+        },
+        "labels": {
+          "description": "The labels' name to be added. Must be separated with line breaks if there're multiple labels.",
+          "required": true
+        },
+        "number": {
+          "description": "The number of the issue or pull request."
+        },
+        "repo": {
+          "description": "The owner and repository name. e.g.) Codertocat/Hello-World",
+          "default": "${{ github.repository }}"
         }
+      },
+      "action_description": "Add labels to an issue or a pull request."
     },
-    "containers": {
-        "alpine:latest": {
-            "image": "alpine:latest",
-            "digest": "sha256:5b10f432ef3da1b8d4c7eb6c487f2f5a8f096bc91145e68878dd4a5019afde11",
-            "pinned_image": "alpine:latest@sha256:5b10f432ef3da1b8d4c7eb6c487f2f5a8f096bc91145e68878dd4a5019afde11"
-        },
-        "docker.io/mcp/brave-search": {
-            "image": "docker.io/mcp/brave-search",
-            "digest": "sha256:ca96b8acb27d8cf601a8faef86a084602cffa41d8cb18caa1e29ba4d16989d22",
-            "pinned_image": "docker.io/mcp/brave-search@sha256:ca96b8acb27d8cf601a8faef86a084602cffa41d8cb18caa1e29ba4d16989d22"
-        },
-        "ghcr.io/chopratejas/headroom:latest": {
-            "image": "ghcr.io/chopratejas/headroom:latest",
-            "digest": "sha256:af709363c4f9515a88a50939baec513be13c7cd778fb6635527b104d5173cb1e",
-            "pinned_image": "ghcr.io/chopratejas/headroom:latest@sha256:af709363c4f9515a88a50939baec513be13c7cd778fb6635527b104d5173cb1e"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent-act:0.25.29": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent-act:0.25.29",
-            "digest": "sha256:97b4cc14dc2123a45b9d5b9927489f66882dec5857de6afc0e5bab257be92ef1",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent-act:0.25.29@sha256:97b4cc14dc2123a45b9d5b9927489f66882dec5857de6afc0e5bab257be92ef1"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent-act:0.27.13": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent-act:0.27.13",
-            "digest": "sha256:676de58a0abad8054cd9d4fc45b861715856819f083a268372d60bca0090018c",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent-act:0.27.13@sha256:676de58a0abad8054cd9d4fc45b861715856819f083a268372d60bca0090018c"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.25.18": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.18",
-            "digest": "sha256:c77e8c26bab6c39e8568d8e2f8c17015944849a8cbcdfb4bd9725d8893725ca2",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.25.18@sha256:c77e8c26bab6c39e8568d8e2f8c17015944849a8cbcdfb4bd9725d8893725ca2"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.25.20": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.20",
-            "digest": "sha256:9161f2415a3306a344aca34dd671ee69f122317e0a512e66dc64c94b9c508682",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.25.20@sha256:9161f2415a3306a344aca34dd671ee69f122317e0a512e66dc64c94b9c508682"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.25.28": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.28",
-            "digest": "sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.25.28@sha256:a8834e285807654bf680154faa710d43fe4365a0868142f5c20e48c85e137a7a"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.25.29": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.29",
-            "digest": "sha256:e68f37e36962dcb3f3d1de680a49bc2302cefd001b941a7dc377155ec7ce42f4",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.25.29@sha256:e68f37e36962dcb3f3d1de680a49bc2302cefd001b941a7dc377155ec7ce42f4"
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-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.40",
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-        },
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-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.41",
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-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.25.67",
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-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.27.1": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.27.1",
-            "digest": "sha256:55149fa2daf8fa8afa2803f2ac1a3534591a7c96f173ee2aec9545fbe67305df",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.27.1@sha256:55149fa2daf8fa8afa2803f2ac1a3534591a7c96f173ee2aec9545fbe67305df"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.27.11": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.27.11",
-            "digest": "sha256:979723c628182da7729333f2208bb249fd25ddee579645cf9a3892d681a929c7",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.27.11@sha256:979723c628182da7729333f2208bb249fd25ddee579645cf9a3892d681a929c7"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.27.12": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.27.12",
-            "digest": "sha256:a3911ae633bfc49a96be10e660d447b65023731850fee3de8a074ff8861ffde3",
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-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.27.13": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.27.13",
-            "digest": "sha256:691a06b64961b5b35aac117eaace202fa721e91da19d1d2e22dcdd6663cd571b",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.27.13@sha256:691a06b64961b5b35aac117eaace202fa721e91da19d1d2e22dcdd6663cd571b"
-        },
-        "ghcr.io/github/gh-aw-firewall/agent:0.27.2": {
-            "image": "ghcr.io/github/gh-aw-firewall/agent:0.27.2",
-            "digest": "sha256:f88e5b17b6b7a600117bc121114d6ce2155c88c983c0c939c5df884f730fa1d6",
-            "pinned_image": "ghcr.io/github/gh-aw-firewall/agent:0.27.2@sha256:f88e5b17b6b7a600117bc121114d6ce2155c88c983c0c939c5df884f730fa1d6"
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 }