chore(main): release 0.3.21 (#735)

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

.github/workflows/build_container.yaml

@@ -33,7 +33,7 @@ jobs:
 
     steps:
       - name: Check out code
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
 
       - name: Extract branch name
         id: extract_branch
@@ -70,14 +70,14 @@ jobs:
       RELEASE_REGISTRY: "localhost:5000/k8sgpt"
     steps:
       - name: Check out code
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
 
       - name: Set up Docker Buildx
         id: buildx
-        uses: docker/setup-buildx-action@6a58db7e0d21ca03e6c44877909e80e45217eed2 # v2
+        uses: docker/setup-buildx-action@f95db51fddba0c2d1ec667646a06c2ce06100226 # v3
 
       - name: Build Docker Image
-        uses: docker/build-push-action@44ea916f6c540f9302d50c2b1e5a8dc071f15cdf # v4
+        uses: docker/build-push-action@0565240e2d4ab88bba5387d719585280857ece09 # v5
         with:
           context: .
           platforms: linux/amd64
@@ -96,7 +96,7 @@ jobs:
           outputs: type=docker,dest=/tmp/${{ env.IMAGE_NAME }}-image.tar
 
       - name: Upload image as artifact
-        uses: actions/upload-artifact@0b7f8abb1508181956e8e162db84b466c27e18ce # v3
+        uses: actions/upload-artifact@a8a3f3ad30e3422c9c7b888a15615d19a852ae32 # v3
         with:
           name: ${{ env.IMAGE_NAME }}-image.tar
           path: /tmp/${{ env.IMAGE_NAME }}-image.tar
@@ -115,10 +115,10 @@ jobs:
       contents: read # Needed for checking out the repository
     steps:
       - name: Check out code
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
 
       - name: Login to GitHub Container Registry
-        uses: docker/login-action@f4ef78c080cd8ba55a85445d5b36e214a81df20a # v2
+        uses: docker/login-action@343f7c4344506bcbf9b4de18042ae17996df046d # v3
         with:
           registry: "ghcr.io"
           username: ${{ github.actor }}
@@ -126,10 +126,10 @@ jobs:
 
       - name: Set up Docker Buildx
         id: buildx
-        uses: docker/setup-buildx-action@6a58db7e0d21ca03e6c44877909e80e45217eed2 # v2
+        uses: docker/setup-buildx-action@f95db51fddba0c2d1ec667646a06c2ce06100226 # v3
 
       - name: Build Docker Image
-        uses: docker/build-push-action@44ea916f6c540f9302d50c2b1e5a8dc071f15cdf # v4
+        uses: docker/build-push-action@0565240e2d4ab88bba5387d719585280857ece09 # v5
         with:
           context: .
           file: ./container/Dockerfile

.github/workflows/golangci_lint.yaml

@@ -9,10 +9,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Check out code into the Go module directory
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
 
       - name: golangci-lint
-        uses: reviewdog/action-golangci-lint@79d32f10b2ea0d4cebb755d849b048c4b40c3d50 # v2
+        uses: reviewdog/action-golangci-lint@24d4af2fc93f5b2b296229e8b0c0f658d25707af # v2
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           reporter: github-pr-check

.github/workflows/release.yaml

@@ -23,9 +23,9 @@ jobs:
     # Release-please creates a PR that tracks all changes
     steps:
       - name: Checkout
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
-
-      - uses: google-github-actions/release-please-action@51ee8ae2605bd5ce1cfdcc5938684908f1cd9f69 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+     
+      - uses: google-github-actions/release-please-action@db8f2c60ee802b3748b512940dde88eabd7b7e01 # v3.7.13
         id: release
         with:
           command: manifest
@@ -41,17 +41,17 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
         with:
           fetch-depth: 0
       - name: Set up Go
-        uses: actions/setup-go@fac708d6674e30b6ba41289acaab6d4b75aa0753 # v4
+        uses: actions/setup-go@93397bea11091df50f3d7e59dc26a7711a8bcfbe # v4
         with:
           go-version: '1.20'
       - name: Download Syft
-        uses: anchore/sbom-action/download-syft@4d571ad1038a9cc29d676154ef265ab8f9027042 # v0.14.2
+        uses: anchore/sbom-action/download-syft@78fc58e266e87a38d4194b2137a3d4e9bcaf7ca1 # v0.14.3
       - name: Run GoReleaser
-        uses: goreleaser/goreleaser-action@336e29918d653399e599bfca99fadc1d7ffbc9f7 # v4
+        uses: goreleaser/goreleaser-action@7ec5c2b0c6cdda6e8bbb49444bc797dd33d74dd8 # v5
         with:
           # either 'goreleaser' (default) or 'goreleaser-pro'
           distribution: goreleaser
@@ -74,23 +74,23 @@ jobs:
       IMAGE_NAME: k8sgpt
     steps:
       - name: Checkout
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
         with:
           submodules: recursive
 
       - name: Set up Docker Buildx
         id: buildx
-        uses: docker/setup-buildx-action@6a58db7e0d21ca03e6c44877909e80e45217eed2 # v2
+        uses: docker/setup-buildx-action@f95db51fddba0c2d1ec667646a06c2ce06100226 # v3
 
       - name: Login to GitHub Container Registry
-        uses: docker/login-action@f4ef78c080cd8ba55a85445d5b36e214a81df20a # v2
+        uses: docker/login-action@343f7c4344506bcbf9b4de18042ae17996df046d # v3
         with:
           registry: "ghcr.io"
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Build Docker Image
-        uses: docker/build-push-action@44ea916f6c540f9302d50c2b1e5a8dc071f15cdf # v4
+        uses: docker/build-push-action@0565240e2d4ab88bba5387d719585280857ece09 # v5
         with:
           context: .
           file: ./container/Dockerfile
@@ -104,7 +104,7 @@ jobs:
           cache-to: type=gha,scope=${{ github.ref_name }}-${{ env.IMAGE_TAG }}
 
       - name: Generate SBOM
-        uses: anchore/sbom-action@4d571ad1038a9cc29d676154ef265ab8f9027042 # v0.14.2
+        uses: anchore/sbom-action@78fc58e266e87a38d4194b2137a3d4e9bcaf7ca1 # v0.14.3
         with:
           image: ${{ env.IMAGE_TAG }}
           artifact-name: sbom-${{ env.IMAGE_NAME }}
@@ -114,4 +114,4 @@ jobs:
         uses: softprops/action-gh-release@de2c0eb89ae2a093876385947365aca7b0e5f844 # v1
         with:
           tag_name: ${{ needs.release-please.outputs.tag_name }}
-          files: ./sbom-${{ env.IMAGE_NAME }}.spdx.json
+          files: ./sbom-${{ env.IMAGE_NAME }}.spdx.json

.github/workflows/semantic_pr.yaml

@@ -16,7 +16,7 @@ jobs:
       pull-requests: read # Needed for reading prs
     steps:
       - name: Validate Pull Request
-        uses: amannn/action-semantic-pull-request@c3cd5d1ea3580753008872425915e343e351ab54 # v5.2.0
+        uses: amannn/action-semantic-pull-request@e9fabac35e210fea40ca5b14c0da95a099eff26f # v5.4.0
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         with:

.github/workflows/test.yaml

@@ -16,10 +16,10 @@ jobs:
 
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3
+      - uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
 
       - name: Set up Go
-        uses: actions/setup-go@fac708d6674e30b6ba41289acaab6d4b75aa0753 # v4
+        uses: actions/setup-go@93397bea11091df50f3d7e59dc26a7711a8bcfbe # v4
         with:
           go-version: ${{ env.GO_VERSION }}
 

.gitignore

@@ -1,3 +1,5 @@
+.idea
+__debug*
 .DS_Store
 k8sgpt*
 !charts/k8sgpt

.release-please-manifest.json

@@ -1 +1 @@
-{".":"0.3.7"}
+{".":"0.3.21"}

CHANGELOG.md

@@ -1,5 +1,367 @@
 # Changelog
 
+## [0.3.21](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.20...v0.3.21) (2023-11-12)
+
+
+### Features
+
+* auth remove: add -b flag ([#711](https://github.com/k8sgpt-ai/k8sgpt/issues/711)) ([9dadd18](https://github.com/k8sgpt-ai/k8sgpt/commit/9dadd186c8d03a4284faff3f0842d6e2d00ebbb8))
+* log analyzer ([#744](https://github.com/k8sgpt-ai/k8sgpt/issues/744)) ([d365886](https://github.com/k8sgpt-ai/k8sgpt/commit/d365886753f785bd58118c03510696318ea47941))
+
+
+### Bug Fixes
+
+* **deps:** update module github.com/aws/aws-sdk-go to v1.47.6 ([#728](https://github.com/k8sgpt-ai/k8sgpt/issues/728)) ([bb21ce8](https://github.com/k8sgpt-ai/k8sgpt/commit/bb21ce80c782e011dfa1f808ccdd82ae748bfed8))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.47.8 ([#741](https://github.com/k8sgpt-ai/k8sgpt/issues/741)) ([d359caa](https://github.com/k8sgpt-ai/k8sgpt/commit/d359caaab6bdb42a54d305be2f4cd8452f512bb8))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.47.9 ([#743](https://github.com/k8sgpt-ai/k8sgpt/issues/743)) ([45ebad7](https://github.com/k8sgpt-ai/k8sgpt/commit/45ebad7b4d80d93920d5fbad9f42c8fcd45218bd))
+* **deps:** update module github.com/fatih/color to v1.16.0 ([#734](https://github.com/k8sgpt-ai/k8sgpt/issues/734)) ([8ab26d9](https://github.com/k8sgpt-ai/k8sgpt/commit/8ab26d96cec73369ecf014d50fccc26afe15fa44))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.17.3 ([#737](https://github.com/k8sgpt-ai/k8sgpt/issues/737)) ([48486e9](https://github.com/k8sgpt-ai/k8sgpt/commit/48486e96274a5e52a03cef00bd531148e27b38c5))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.17.5 ([#742](https://github.com/k8sgpt-ai/k8sgpt/issues/742)) ([3bff9cb](https://github.com/k8sgpt-ai/k8sgpt/commit/3bff9cbe7bb3afb7212735eb91902fd83d3cbb8c))
+* **deps:** update module github.com/schollz/progressbar/v3 to v3.14.1 ([#738](https://github.com/k8sgpt-ai/k8sgpt/issues/738)) ([05f444d](https://github.com/k8sgpt-ai/k8sgpt/commit/05f444dec1f234c191e25f71f3eab4838eb2477a))
+* **deps:** update module github.com/spf13/cobra to v1.8.0 ([#732](https://github.com/k8sgpt-ai/k8sgpt/issues/732)) ([19e502a](https://github.com/k8sgpt-ai/k8sgpt/commit/19e502a841e0463b682b0c6b8291f10aee616d7e))
+* **deps:** update module helm.sh/helm/v3 to v3.13.2 ([#740](https://github.com/k8sgpt-ai/k8sgpt/issues/740)) ([6a665f0](https://github.com/k8sgpt-ai/k8sgpt/commit/6a665f05d782ba9c3051df7a15ff304c89cb34f4))
+
+
+### Other
+
+* **deps:** pin google-github-actions/release-please-action action to db8f2c6 ([#747](https://github.com/k8sgpt-ai/k8sgpt/issues/747)) ([4408110](https://github.com/k8sgpt-ai/k8sgpt/commit/4408110b1a4835bb237b3d5674d6fa8a13f0181b))
+* **deps:** update google-github-actions/release-please-action digest to 4c5670f ([#721](https://github.com/k8sgpt-ai/k8sgpt/issues/721)) ([9c518ba](https://github.com/k8sgpt-ai/k8sgpt/commit/9c518badf53e4ccd9c2f9251cead4692602c0762))
+* **deps:** update google-github-actions/release-please-action digest to db8f2c6 ([#736](https://github.com/k8sgpt-ai/k8sgpt/issues/736)) ([fdb2934](https://github.com/k8sgpt-ai/k8sgpt/commit/fdb2934e8fd02bcb4e47b34c1eca5b099f462faa))
+* enable automerge for renovate ([#745](https://github.com/k8sgpt-ai/k8sgpt/issues/745)) ([66ebb88](https://github.com/k8sgpt-ai/k8sgpt/commit/66ebb88efe1ad5ecae75a5299f58a1e68179b515))
+* pin release-please version ([#746](https://github.com/k8sgpt-ai/k8sgpt/issues/746)) ([c4925b2](https://github.com/k8sgpt-ai/k8sgpt/commit/c4925b2170546d0d86b77d2a13c13d4907e2e3d6))
+
+
+### Dependency Updates
+
+* bump docker fixes CVE GHSA-jq35-85cj-fj4p ([#733](https://github.com/k8sgpt-ai/k8sgpt/issues/733)) ([120027e](https://github.com/k8sgpt-ai/k8sgpt/commit/120027e3cbec2535f0b6cc8d8db1dc27dd9f3ec6))
+
+## [0.3.20](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.19...v0.3.20) (2023-11-05)
+
+
+### Features
+
+* amazonsagemaker AI provider ([#731](https://github.com/k8sgpt-ai/k8sgpt/issues/731)) ([ccef7f6](https://github.com/k8sgpt-ai/k8sgpt/commit/ccef7f617004723b37d1e8ffb011398005e0b392))
+
+
+### Bug Fixes
+
+* **deps:** update module github.com/aws/aws-sdk-go to v1.47.1 ([#724](https://github.com/k8sgpt-ai/k8sgpt/issues/724)) ([0136b8f](https://github.com/k8sgpt-ai/k8sgpt/commit/0136b8f543a7052e967e29691afe1aab8e5fae1b))
+* **deps:** update module github.com/azure/azure-sdk-for-go/sdk/storage/azblob to v1.2.0 ([#723](https://github.com/k8sgpt-ai/k8sgpt/issues/723)) ([16b229d](https://github.com/k8sgpt-ai/k8sgpt/commit/16b229d5478085655041ff0230d2542c4c0c7ce9))
+* **deps:** update module google.golang.org/grpc to v1.59.0 ([#713](https://github.com/k8sgpt-ai/k8sgpt/issues/713)) ([901c5ec](https://github.com/k8sgpt-ai/k8sgpt/commit/901c5ec18858f2f7fd385ff20aef77d203748c93))
+* **deps:** update module helm.sh/helm/v3 to v3.13.1 ([#706](https://github.com/k8sgpt-ai/k8sgpt/issues/706)) ([40133ad](https://github.com/k8sgpt-ai/k8sgpt/commit/40133adaedff3862199e00f62877a88fcffa67c5))
+* ensure ingress HTTP rule exists to prevent panic ([#726](https://github.com/k8sgpt-ai/k8sgpt/issues/726)) ([37721b5](https://github.com/k8sgpt-ai/k8sgpt/commit/37721b5dd77d66edfb7e8377b2b96470b8a21d1b))
+
+
+### Other
+
+* **deps:** update amannn/action-semantic-pull-request action to v5.4.0 ([#729](https://github.com/k8sgpt-ai/k8sgpt/issues/729)) ([188a8a2](https://github.com/k8sgpt-ai/k8sgpt/commit/188a8a2cd5e25b35446e2eab46279a0ba3976af3))
+
+## [0.3.19](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.18...v0.3.19) (2023-10-28)
+
+
+### Features
+
+* add amazonbedrock ([#718](https://github.com/k8sgpt-ai/k8sgpt/issues/718)) ([f1a7801](https://github.com/k8sgpt-ai/k8sgpt/commit/f1a7801e9e6a7e4a5310622951dfba3ba3acd047))
+* add Azure remote cache ([#690](https://github.com/k8sgpt-ai/k8sgpt/issues/690)) ([23ac52d](https://github.com/k8sgpt-ai/k8sgpt/commit/23ac52d5ffc0b2ebb7516b070fa740108cb4299a))
+
+
+### Bug Fixes
+
+* **deps:** update kubernetes packages to v0.28.3 ([#715](https://github.com/k8sgpt-ai/k8sgpt/issues/715)) ([7e73f8a](https://github.com/k8sgpt-ai/k8sgpt/commit/7e73f8afbce7ba0e9de432671b88c01fcfe28c3a))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.25 ([#707](https://github.com/k8sgpt-ai/k8sgpt/issues/707)) ([3ebc867](https://github.com/k8sgpt-ai/k8sgpt/commit/3ebc86772dc8f8cb2d2246724f5fd05d1e931512))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.26 ([#709](https://github.com/k8sgpt-ai/k8sgpt/issues/709)) ([c977528](https://github.com/k8sgpt-ai/k8sgpt/commit/c977528ec7839902570785e0803f6c6b83a0a69d))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.46.5 ([#712](https://github.com/k8sgpt-ai/k8sgpt/issues/712)) ([63a2260](https://github.com/k8sgpt-ai/k8sgpt/commit/63a226065c8068f9bdc0aa791a325fa10bba3fcc))
+* **deps:** update module github.com/azure/azure-sdk-for-go/sdk/azidentity to v1.4.0 ([#722](https://github.com/k8sgpt-ai/k8sgpt/issues/722)) ([0e7219a](https://github.com/k8sgpt-ai/k8sgpt/commit/0e7219a36aaa718b7d86adf0a218a521bfac119b))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.16.0 ([#703](https://github.com/k8sgpt-ai/k8sgpt/issues/703)) ([b5facd6](https://github.com/k8sgpt-ai/k8sgpt/commit/b5facd64a340a96d38faf045bbb889b928ef08a1))
+* **deps:** update module github.com/spf13/viper to v1.17.0 ([#700](https://github.com/k8sgpt-ai/k8sgpt/issues/700)) ([184d148](https://github.com/k8sgpt-ai/k8sgpt/commit/184d1481081f4297bec21fbd60d7eff1964944ae))
+* **deps:** update module google.golang.org/grpc to v1.58.3 ([#704](https://github.com/k8sgpt-ai/k8sgpt/issues/704)) ([1d7360c](https://github.com/k8sgpt-ai/k8sgpt/commit/1d7360c0ae4dab376872acc71dc68d59eb4d9752))
+
+
+### Other
+
+* **deps:** update actions/checkout digest to b4ffde6 ([#719](https://github.com/k8sgpt-ai/k8sgpt/issues/719)) ([a77bd41](https://github.com/k8sgpt-ai/k8sgpt/commit/a77bd410489e624d29ccc8fd45a004f6844b3620))
+* **deps:** update module oras.land/oras-go to v1.2.4 ([#665](https://github.com/k8sgpt-ai/k8sgpt/issues/665)) ([4af0ad0](https://github.com/k8sgpt-ai/k8sgpt/commit/4af0ad0303d9b0ffb43f1e87fb5abe279d9a8724))
+
+## [0.3.18](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.17...v0.3.18) (2023-10-12)
+
+
+### Features
+
+* adding temperature to server mode ([#705](https://github.com/k8sgpt-ai/k8sgpt/issues/705)) ([539ca3b](https://github.com/k8sgpt-ai/k8sgpt/commit/539ca3b78f96694c11f788255d3b83d2fb335df4))
+
+
+### Bug Fixes
+
+* **deps:** update module buf.build/gen/go/k8sgpt-ai/k8sgpt/grpc/go to v1.3.0-20231002095256-194bc640518b.1 ([#692](https://github.com/k8sgpt-ai/k8sgpt/issues/692)) ([4d4e33b](https://github.com/k8sgpt-ai/k8sgpt/commit/4d4e33bea9cc4f5f9bf5379db5b890d9ba86e0a9))
+* **deps:** update module buf.build/gen/go/k8sgpt-ai/k8sgpt/protocolbuffers/go to v1.31.0-20231002095256-194bc640518b.1 ([#693](https://github.com/k8sgpt-ai/k8sgpt/issues/693)) ([20e6bd8](https://github.com/k8sgpt-ai/k8sgpt/commit/20e6bd816f636d4e4c8274d417870ec28fdd8a56))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.20 ([#685](https://github.com/k8sgpt-ai/k8sgpt/issues/685)) ([2494946](https://github.com/k8sgpt-ai/k8sgpt/commit/2494946dc867a532460bd6aac74dfb7da5184c1c))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.21 ([#696](https://github.com/k8sgpt-ai/k8sgpt/issues/696)) ([95c8cc0](https://github.com/k8sgpt-ai/k8sgpt/commit/95c8cc0afb0bb7b99784dcc5ba155f94b5a7dbdf))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.22 ([#697](https://github.com/k8sgpt-ai/k8sgpt/issues/697)) ([923a8c1](https://github.com/k8sgpt-ai/k8sgpt/commit/923a8c13c06b152d04e8b00ab002e2036bf12740))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.23 ([#699](https://github.com/k8sgpt-ai/k8sgpt/issues/699)) ([3f36a44](https://github.com/k8sgpt-ai/k8sgpt/commit/3f36a4441532e3d0ac1bd9d00fc738d4902b23a8))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.24 ([#701](https://github.com/k8sgpt-ai/k8sgpt/issues/701)) ([6d3038b](https://github.com/k8sgpt-ai/k8sgpt/commit/6d3038b0e8336235dc6a2fdb69d2381790331596))
+* **deps:** update module github.com/prometheus/client_golang to v1.17.0 ([#687](https://github.com/k8sgpt-ai/k8sgpt/issues/687)) ([9597002](https://github.com/k8sgpt-ai/k8sgpt/commit/95970027237e0079ed1f66dc9655fa01b181f4d7))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.15.4 ([#689](https://github.com/k8sgpt-ai/k8sgpt/issues/689)) ([f11d314](https://github.com/k8sgpt-ai/k8sgpt/commit/f11d3149b228b643155ed66c189cb0f8a4dd5a0f))
+* **deps:** update module helm.sh/helm/v3 to v3.13.0 ([#688](https://github.com/k8sgpt-ai/k8sgpt/issues/688)) ([87c8bce](https://github.com/k8sgpt-ai/k8sgpt/commit/87c8bcea4becd165aeb0ac98d79df7dab9c37ee3))
+* security warning around printing provider details in https://github.com/k8sgpt-ai/k8sgpt/security/code-scanning/1 ([#695](https://github.com/k8sgpt-ai/k8sgpt/issues/695)) ([85ce557](https://github.com/k8sgpt-ai/k8sgpt/commit/85ce55768199f90b1d2a5118ec2621ea5c7a7a67))
+
+
+### Other
+
+* **deps:** update amannn/action-semantic-pull-request action to v5.3.0 ([#683](https://github.com/k8sgpt-ai/k8sgpt/issues/683)) ([c5a8c46](https://github.com/k8sgpt-ai/k8sgpt/commit/c5a8c462989c097bf37ac48ea4f1a9010285042c))
+* fixing default model issue ([#702](https://github.com/k8sgpt-ai/k8sgpt/issues/702)) ([2a34ff2](https://github.com/k8sgpt-ai/k8sgpt/commit/2a34ff24d1f391270ae42531807cb1422880ad27))
+
+## [0.3.17](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.16...v0.3.17) (2023-09-28)
+
+
+### Features
+
+* added create namespace on deploy ([#673](https://github.com/k8sgpt-ai/k8sgpt/issues/673)) ([820e475](https://github.com/k8sgpt-ai/k8sgpt/commit/820e4755a54ecab3b5d800017bf6948dc9212825))
+* integration refactor ([#684](https://github.com/k8sgpt-ai/k8sgpt/issues/684)) ([69fe2db](https://github.com/k8sgpt-ai/k8sgpt/commit/69fe2db8acb795add27f04c1c8ee8d05819300ac))
+* update readme with new analyzers ([#671](https://github.com/k8sgpt-ai/k8sgpt/issues/671)) ([cad605a](https://github.com/k8sgpt-ai/k8sgpt/commit/cad605af462ce8b02ffc279ea847e41b7a64196f))
+
+
+### Bug Fixes
+
+* **deps:** update kubernetes packages to v0.28.2 ([#607](https://github.com/k8sgpt-ai/k8sgpt/issues/607)) ([ddeff9f](https://github.com/k8sgpt-ai/k8sgpt/commit/ddeff9fae4e80d1452893c59b89742633eb6b51b))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.14 ([#672](https://github.com/k8sgpt-ai/k8sgpt/issues/672)) ([1da4b7c](https://github.com/k8sgpt-ai/k8sgpt/commit/1da4b7c8f0eee877d5b76a7dd9abda7631d922f3))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.16 ([#682](https://github.com/k8sgpt-ai/k8sgpt/issues/682)) ([e1a42ff](https://github.com/k8sgpt-ai/k8sgpt/commit/e1a42ff3bcb3ddea71df2a5b5288eade024684dc))
+* **deps:** update module github.com/google/gnostic to v0.7.0 ([#679](https://github.com/k8sgpt-ai/k8sgpt/issues/679)) ([901ffb8](https://github.com/k8sgpt-ai/k8sgpt/commit/901ffb8df451ce41e6dc96da61deab987e51b6df))
+* **deps:** update module google.golang.org/grpc to v1.58.2 ([#680](https://github.com/k8sgpt-ai/k8sgpt/issues/680)) ([402e97d](https://github.com/k8sgpt-ai/k8sgpt/commit/402e97d05ea33879d997d98019b72da0f1074fc7))
+
+
+### Other
+
+* **deps:** update actions/checkout digest to 8ade135 ([#681](https://github.com/k8sgpt-ai/k8sgpt/issues/681)) ([aa9e6a3](https://github.com/k8sgpt-ai/k8sgpt/commit/aa9e6a3549877260423462c35ebbdfd95381be2c))
+
+## [0.3.16](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.15...v0.3.16) (2023-09-19)
+
+
+### Features
+
+* lists activate integrations ([#669](https://github.com/k8sgpt-ai/k8sgpt/issues/669)) ([844ff1f](https://github.com/k8sgpt-ai/k8sgpt/commit/844ff1fc78e7c35837c08b72bd2c19e92698d53d))
+* openAI explicit value for maxToken and temperature ([#659](https://github.com/k8sgpt-ai/k8sgpt/issues/659)) ([f55946d](https://github.com/k8sgpt-ai/k8sgpt/commit/f55946d60ebc7725aba6702570ca1cb5ba978d78))
+* serve/integration capability ([#645](https://github.com/k8sgpt-ai/k8sgpt/issues/645)) ([ab064b9](https://github.com/k8sgpt-ai/k8sgpt/commit/ab064b940cdb39a1588816221b20191e68263c61))
+
+
+### Bug Fixes
+
+* **deps:** update module buf.build/gen/go/k8sgpt-ai/k8sgpt/grpc/go to v1.3.0-20230830164712-dc062a152c20.1 ([#617](https://github.com/k8sgpt-ai/k8sgpt/issues/617)) ([d6b7b81](https://github.com/k8sgpt-ai/k8sgpt/commit/d6b7b818aef1b7775d1e76231077b74481546c56))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.10 ([#657](https://github.com/k8sgpt-ai/k8sgpt/issues/657)) ([0325724](https://github.com/k8sgpt-ai/k8sgpt/commit/03257246589ebbb22961e13394e49b52cb056e38))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.11 ([#662](https://github.com/k8sgpt-ai/k8sgpt/issues/662)) ([1b80b0c](https://github.com/k8sgpt-ai/k8sgpt/commit/1b80b0ce95f39c1cf27ad8bbb05a7fed10322114))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.12 ([#666](https://github.com/k8sgpt-ai/k8sgpt/issues/666)) ([b4656f5](https://github.com/k8sgpt-ai/k8sgpt/commit/b4656f533bdf39d12b223158bf41087076fa6c9a))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.15.3 ([#636](https://github.com/k8sgpt-ai/k8sgpt/issues/636)) ([54caff8](https://github.com/k8sgpt-ai/k8sgpt/commit/54caff837dc25ae594c6cd0e1bd0b31b1612cf73))
+* **deps:** update module go.uber.org/zap to v1.26.0 ([#658](https://github.com/k8sgpt-ai/k8sgpt/issues/658)) ([f76b572](https://github.com/k8sgpt-ai/k8sgpt/commit/f76b57265432a704c3fc5aa67b0d569179b4ef03))
+* **deps:** update module google.golang.org/grpc to v1.58.0 ([#635](https://github.com/k8sgpt-ai/k8sgpt/issues/635)) ([d58e002](https://github.com/k8sgpt-ai/k8sgpt/commit/d58e002d7dc55cc759402fcadb03af921cd30dc3))
+* **deps:** update module google.golang.org/grpc to v1.58.1 ([#656](https://github.com/k8sgpt-ai/k8sgpt/issues/656)) ([abfb584](https://github.com/k8sgpt-ai/k8sgpt/commit/abfb58432fbd1168db13880e5b9dbcbdde70f147))
+* emergency fix for bad package revision in go mod ([#663](https://github.com/k8sgpt-ai/k8sgpt/issues/663)) ([2472da1](https://github.com/k8sgpt-ai/k8sgpt/commit/2472da167300a831dc5b45f7fc0169a0b5b1ccb7))
+* pdb panic error guard ([#664](https://github.com/k8sgpt-ai/k8sgpt/issues/664)) ([3277b2a](https://github.com/k8sgpt-ai/k8sgpt/commit/3277b2ad4b27ade9bd7da07f5fc8d8f074355177))
+* respect namespace scope in trivy analyzer ([#661](https://github.com/k8sgpt-ai/k8sgpt/issues/661)) ([6481590](https://github.com/k8sgpt-ai/k8sgpt/commit/6481590b29b80391ea1c9298cae5d8f0a4ae7354))
+* use default values when adding auth ([#568](https://github.com/k8sgpt-ai/k8sgpt/issues/568)) ([7461a74](https://github.com/k8sgpt-ai/k8sgpt/commit/7461a748f8e994e58ac4f56fd9919b1744bd7366)), closes [#567](https://github.com/k8sgpt-ai/k8sgpt/issues/567)
+
+
+### Other
+
+* **deps:** update actions/upload-artifact digest to a8a3f3a ([#633](https://github.com/k8sgpt-ai/k8sgpt/issues/633)) ([4bfc7f9](https://github.com/k8sgpt-ai/k8sgpt/commit/4bfc7f996c851adadc5ab0754da6852979084e9d))
+* **deps:** update reviewdog/action-golangci-lint digest to 24d4af2 ([#642](https://github.com/k8sgpt-ai/k8sgpt/issues/642)) ([f607360](https://github.com/k8sgpt-ai/k8sgpt/commit/f60736035b2601650f4b3ee352f16d1e57d6ec64))
+
+## [0.3.15](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.14...v0.3.15) (2023-09-14)
+
+
+### Features
+
+* show each ConfigAuditReport check ([#646](https://github.com/k8sgpt-ai/k8sgpt/issues/646)) ([230eace](https://github.com/k8sgpt-ai/k8sgpt/commit/230eace18737a81e4c023826ffef1a9b1e17d4fd))
+
+
+### Bug Fixes
+
+* defer to service analyser when selectors are missing ([#652](https://github.com/k8sgpt-ai/k8sgpt/issues/652)) ([6c5a062](https://github.com/k8sgpt-ai/k8sgpt/commit/6c5a0628e4a8c493beae85049448e6e6588d63be))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.333 ([#611](https://github.com/k8sgpt-ai/k8sgpt/issues/611)) ([96d97cf](https://github.com/k8sgpt-ai/k8sgpt/commit/96d97cfa30c4d3c75facda3d3016c080dfa86eaa))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.0 ([#618](https://github.com/k8sgpt-ai/k8sgpt/issues/618)) ([632fc9a](https://github.com/k8sgpt-ai/k8sgpt/commit/632fc9a99fd0482dcff0768211c49bffb2e4032a))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.1 ([#624](https://github.com/k8sgpt-ai/k8sgpt/issues/624)) ([09984c2](https://github.com/k8sgpt-ai/k8sgpt/commit/09984c245de40fc7794f85a9535af4f8e5f5e776))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.2 ([#625](https://github.com/k8sgpt-ai/k8sgpt/issues/625)) ([b6498ef](https://github.com/k8sgpt-ai/k8sgpt/commit/b6498ef269919c61004dd860ebf08ed7f28810f7))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.3 ([#632](https://github.com/k8sgpt-ai/k8sgpt/issues/632)) ([5f73240](https://github.com/k8sgpt-ai/k8sgpt/commit/5f73240a0615e58a37e9eb00784628621bc1dfa1))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.6 ([#634](https://github.com/k8sgpt-ai/k8sgpt/issues/634)) ([3aabb48](https://github.com/k8sgpt-ai/k8sgpt/commit/3aabb4842d96ec14e61842847dc2feb3e3f31a0a))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.45.9 ([#640](https://github.com/k8sgpt-ai/k8sgpt/issues/640)) ([95787f2](https://github.com/k8sgpt-ai/k8sgpt/commit/95787f2854c4e4a971b2d687d97a5ceca30b9d5e))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.15.1 ([#622](https://github.com/k8sgpt-ai/k8sgpt/issues/622)) ([fc90dc8](https://github.com/k8sgpt-ai/k8sgpt/commit/fc90dc865b48fae99253b8bb6a8b1ae7047170b4))
+* **deps:** update module golang.org/x/term to v0.12.0 ([#626](https://github.com/k8sgpt-ai/k8sgpt/issues/626)) ([44d17c5](https://github.com/k8sgpt-ai/k8sgpt/commit/44d17c51ff8ece92cd0c85f40d15caa97d990544))
+* typos ([#629](https://github.com/k8sgpt-ai/k8sgpt/issues/629)) ([067c348](https://github.com/k8sgpt-ai/k8sgpt/commit/067c3483e6b379bd710c7f799de63bc1890b6c81))
+* use-case while in cluster, connecting to an external ([#623](https://github.com/k8sgpt-ai/k8sgpt/issues/623)) ([1a7f45c](https://github.com/k8sgpt-ai/k8sgpt/commit/1a7f45cc55348d567148d01e61c7527e4d534f34))
+
+
+### Other
+
+* **deps:** bump github.com/cyphar/filepath-securejoin ([#644](https://github.com/k8sgpt-ai/k8sgpt/issues/644)) ([25890e6](https://github.com/k8sgpt-ai/k8sgpt/commit/25890e6e3807171e655fec0d2081cedad3ad6273))
+* **deps:** update actions/checkout action to v4 ([#628](https://github.com/k8sgpt-ai/k8sgpt/issues/628)) ([e65d9a6](https://github.com/k8sgpt-ai/k8sgpt/commit/e65d9a650522120d602b2a62703aa2b39abfdea1))
+* **deps:** update actions/checkout digest to f43a0e5 ([#612](https://github.com/k8sgpt-ai/k8sgpt/issues/612)) ([6f9f7b2](https://github.com/k8sgpt-ai/k8sgpt/commit/6f9f7b2b602605f3be7fd02bd521574e9c26fa78))
+* **deps:** update docker/build-push-action action to v5 ([#643](https://github.com/k8sgpt-ai/k8sgpt/issues/643)) ([241f1bd](https://github.com/k8sgpt-ai/k8sgpt/commit/241f1bd6dfcb772711551aac42e48a2f59e64046))
+* **deps:** update docker/login-action action to v3 ([#648](https://github.com/k8sgpt-ai/k8sgpt/issues/648)) ([b491c92](https://github.com/k8sgpt-ai/k8sgpt/commit/b491c9200e781284737dd74a9789dfc0c1e7b14a))
+* **deps:** update docker/setup-buildx-action action to v3 ([#649](https://github.com/k8sgpt-ai/k8sgpt/issues/649)) ([598ef22](https://github.com/k8sgpt-ai/k8sgpt/commit/598ef22e570c1db678d583638c83e242f3b313d7))
+* **deps:** update docker/setup-buildx-action digest to 885d146 ([#615](https://github.com/k8sgpt-ai/k8sgpt/issues/615)) ([2c81dad](https://github.com/k8sgpt-ai/k8sgpt/commit/2c81dadb4d4abcdc3608be768c1f3aae87e53a68))
+* **deps:** update goreleaser/goreleaser-action action to v5 ([#641](https://github.com/k8sgpt-ai/k8sgpt/issues/641)) ([00d7a27](https://github.com/k8sgpt-ai/k8sgpt/commit/00d7a27ec1ea1bd49ab1879b8ffa0b9e7c0b6adf))
+* **deps:** update goreleaser/goreleaser-action digest to 5fdedb9 ([#631](https://github.com/k8sgpt-ai/k8sgpt/issues/631)) ([5de3b64](https://github.com/k8sgpt-ai/k8sgpt/commit/5de3b640988783df5a04db368f79b9b9eefdb8bf))
+* fixes a bug where filters do not deactive ([#621](https://github.com/k8sgpt-ai/k8sgpt/issues/621)) ([133850f](https://github.com/k8sgpt-ai/k8sgpt/commit/133850f984cc0bb41ec1e4521a32ab30558778f1))
+* slice loop replace ([#627](https://github.com/k8sgpt-ai/k8sgpt/issues/627)) ([c24825b](https://github.com/k8sgpt-ai/k8sgpt/commit/c24825b81025c5cd79224a79b52d6c5efdc00511))
+* updated protobuf libs ([#614](https://github.com/k8sgpt-ai/k8sgpt/issues/614)) ([5e17e66](https://github.com/k8sgpt-ai/k8sgpt/commit/5e17e666659c0eb057562def70d491daa995e5a2))
+* updated schema for integrations support ([#616](https://github.com/k8sgpt-ai/k8sgpt/issues/616)) ([8f0a2fd](https://github.com/k8sgpt-ai/k8sgpt/commit/8f0a2fd41d6705da4d1a1d288f3b6ce19711f30d))
+
+## [0.3.14](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.13...v0.3.14) (2023-08-25)
+
+
+### Features
+
+* configauditreport ([#609](https://github.com/k8sgpt-ai/k8sgpt/issues/609)) ([44d3613](https://github.com/k8sgpt-ai/k8sgpt/commit/44d3613c1f950837c6b112ddde0dc3e90f73dc1b))
+
+
+### Bug Fixes
+
+* **deps:** update kubernetes packages to v0.27.4 ([#565](https://github.com/k8sgpt-ai/k8sgpt/issues/565)) ([3cc7aa5](https://github.com/k8sgpt-ai/k8sgpt/commit/3cc7aa56d8efc6e78badf3be1cb3d5726074156e))
+* **deps:** update module github.com/aquasecurity/trivy-operator to v0.15.1 ([#576](https://github.com/k8sgpt-ai/k8sgpt/issues/576)) ([c364074](https://github.com/k8sgpt-ai/k8sgpt/commit/c3640744c5cbf036321a14b90c1fdefa17c5321d))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.304 ([#558](https://github.com/k8sgpt-ai/k8sgpt/issues/558)) ([cf9069e](https://github.com/k8sgpt-ai/k8sgpt/commit/cf9069ef572fea9a947d7de5b0c0e44f34620a69))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.307 ([#574](https://github.com/k8sgpt-ai/k8sgpt/issues/574)) ([8ae91ec](https://github.com/k8sgpt-ai/k8sgpt/commit/8ae91ec744d1fead3b0aa570c904e9e3ad5ab5ef))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.308 ([#579](https://github.com/k8sgpt-ai/k8sgpt/issues/579)) ([7e8668a](https://github.com/k8sgpt-ai/k8sgpt/commit/7e8668a56bb25b7da3957cf4c05847d022825c10))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.309 ([#584](https://github.com/k8sgpt-ai/k8sgpt/issues/584)) ([227e1cd](https://github.com/k8sgpt-ai/k8sgpt/commit/227e1cd69f38654126750902a89408643bdb30fb))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.312 ([#586](https://github.com/k8sgpt-ai/k8sgpt/issues/586)) ([aafac93](https://github.com/k8sgpt-ai/k8sgpt/commit/aafac9345fbab16b1fe23ea76d6c1c362c44c080))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.313 ([#587](https://github.com/k8sgpt-ai/k8sgpt/issues/587)) ([f1479ba](https://github.com/k8sgpt-ai/k8sgpt/commit/f1479babbaaf6770d4a106d80f22b2ffb736cbad))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.315 ([#588](https://github.com/k8sgpt-ai/k8sgpt/issues/588)) ([fe29361](https://github.com/k8sgpt-ai/k8sgpt/commit/fe29361e335f3d186dc3d7651823e9bb03649652))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.317 ([#591](https://github.com/k8sgpt-ai/k8sgpt/issues/591)) ([9802e82](https://github.com/k8sgpt-ai/k8sgpt/commit/9802e82ff54bc55b670e25f75c69a29a985c21ae))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.327 ([#597](https://github.com/k8sgpt-ai/k8sgpt/issues/597)) ([aee83b7](https://github.com/k8sgpt-ai/k8sgpt/commit/aee83b74b20117f136876ec426318914aee8c4d1))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.329 ([#610](https://github.com/k8sgpt-ai/k8sgpt/issues/610)) ([0e5be89](https://github.com/k8sgpt-ai/k8sgpt/commit/0e5be89e5ccb70e9e9a44ad70f161c7b344d04f2))
+* **deps:** update module github.com/mittwald/go-helm-client to v0.12.3 ([#582](https://github.com/k8sgpt-ai/k8sgpt/issues/582)) ([c2770f3](https://github.com/k8sgpt-ai/k8sgpt/commit/c2770f38a6f0d3248747927155505db505f5e960))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.14.1 ([#573](https://github.com/k8sgpt-ai/k8sgpt/issues/573)) ([b52424a](https://github.com/k8sgpt-ai/k8sgpt/commit/b52424a9b1a554739cb8e08e296045c181d4041c))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.14.2 ([#603](https://github.com/k8sgpt-ai/k8sgpt/issues/603)) ([81fcf8b](https://github.com/k8sgpt-ai/k8sgpt/commit/81fcf8b5d46387eca7128b877c0652fdf4ed999c))
+* **deps:** update module go.uber.org/zap to v1.25.0 ([#589](https://github.com/k8sgpt-ai/k8sgpt/issues/589)) ([9672cea](https://github.com/k8sgpt-ai/k8sgpt/commit/9672cea228de976772f453e6a05ce05456741de8))
+* **deps:** update module golang.org/x/term to v0.11.0 ([#593](https://github.com/k8sgpt-ai/k8sgpt/issues/593)) ([7f109cd](https://github.com/k8sgpt-ai/k8sgpt/commit/7f109cdcfac00a329a53121287e44c2567af6b4a))
+* **deps:** update module google.golang.org/grpc to v1.57.0 ([#585](https://github.com/k8sgpt-ai/k8sgpt/issues/585)) ([59897f3](https://github.com/k8sgpt-ai/k8sgpt/commit/59897f330a037f1e5de0f958dd93b826e2ce481d))
+* **deps:** update module helm.sh/helm/v3 to v3.12.3 ([#602](https://github.com/k8sgpt-ai/k8sgpt/issues/602)) ([7910c9a](https://github.com/k8sgpt-ai/k8sgpt/commit/7910c9aa2c40f3c1837cce179dd1fc91a9744946))
+* optimize analyze service ([#461](https://github.com/k8sgpt-ai/k8sgpt/issues/461)) ([cc665ea](https://github.com/k8sgpt-ai/k8sgpt/commit/cc665ea4f3f279c30c7dd7996786e6bdce88acc8))
+* use kubeconfig file when user specify it ([#605](https://github.com/k8sgpt-ai/k8sgpt/issues/605)) ([e3b21ec](https://github.com/k8sgpt-ai/k8sgpt/commit/e3b21ec5ecd5f823470c2c2f570ed89a2c071b5a)), closes [#604](https://github.com/k8sgpt-ai/k8sgpt/issues/604)
+
+
+### Other
+
+* **deps:** exclude retracted cohere-go versions ([#583](https://github.com/k8sgpt-ai/k8sgpt/issues/583)) ([f8a53a5](https://github.com/k8sgpt-ai/k8sgpt/commit/f8a53a5c035fd3e3598666d9792c4e1231f9838d))
+* **deps:** update actions/setup-go digest to 93397be ([#600](https://github.com/k8sgpt-ai/k8sgpt/issues/600)) ([1a0ae1a](https://github.com/k8sgpt-ai/k8sgpt/commit/1a0ae1a086d328b1eaa70c412122427a6e8df2f5))
+* **deps:** update google-github-actions/release-please-action digest to ca6063f ([#572](https://github.com/k8sgpt-ai/k8sgpt/issues/572)) ([fba1a8e](https://github.com/k8sgpt-ai/k8sgpt/commit/fba1a8ed8c7cc2f7b0aace246f8797ea6c27e455))
+* **deps:** update goreleaser/goreleaser-action digest to 3fa32b8 ([#601](https://github.com/k8sgpt-ai/k8sgpt/issues/601)) ([610720a](https://github.com/k8sgpt-ai/k8sgpt/commit/610720a95c9d5eb49c77e7a929cd766a04e534a4))
+* **deps:** update reviewdog/action-golangci-lint digest to 951dc8b ([#594](https://github.com/k8sgpt-ai/k8sgpt/issues/594)) ([9acaec0](https://github.com/k8sgpt-ai/k8sgpt/commit/9acaec00c4d084c4ec3e40e4a6a8b0136dcc4aa1))
+* **deps:** update reviewdog/action-golangci-lint digest to f17c2e2 ([#598](https://github.com/k8sgpt-ai/k8sgpt/issues/598)) ([2251321](https://github.com/k8sgpt-ai/k8sgpt/commit/22513216960f06d572ec53480e290b1f4e5ff1d8))
+* upgraded cohere backend ([#580](https://github.com/k8sgpt-ai/k8sgpt/issues/580)) ([43b0d70](https://github.com/k8sgpt-ai/k8sgpt/commit/43b0d707e7eac326594f5f6c7ab4c885772846d2))
+
+## [0.3.13](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.12...v0.3.13) (2023-07-20)
+
+
+### Other
+
+* continue on absent service ([#569](https://github.com/k8sgpt-ai/k8sgpt/issues/569)) ([153d38d](https://github.com/k8sgpt-ai/k8sgpt/commit/153d38deb060cb84d606f8391e5700025ce02a9b))
+
+## [0.3.12](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.11...v0.3.12) (2023-07-19)
+
+
+### Features
+
+* add Cohere backend ([#563](https://github.com/k8sgpt-ai/k8sgpt/issues/563)) ([781ecb7](https://github.com/k8sgpt-ai/k8sgpt/commit/781ecb7aad689e6709678c9690c112115e3cf6c7))
+
+
+### Bug Fixes
+
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.300 ([#554](https://github.com/k8sgpt-ai/k8sgpt/issues/554)) ([dc46333](https://github.com/k8sgpt-ai/k8sgpt/commit/dc463334bccdf16106cff4e688a83bf0984d6e27))
+* **deps:** update module github.com/mittwald/go-helm-client to v0.12.2 ([#562](https://github.com/k8sgpt-ai/k8sgpt/issues/562)) ([2e0db55](https://github.com/k8sgpt-ai/k8sgpt/commit/2e0db553f92b5ca691b5957b180be35131ab4e2f))
+* **deps:** update module google.golang.org/grpc to v1.56.2 ([#546](https://github.com/k8sgpt-ai/k8sgpt/issues/546)) ([cc83fe1](https://github.com/k8sgpt-ai/k8sgpt/commit/cc83fe19bafc87647fa0293189f90c84d2dd8edb))
+* **deps:** update module helm.sh/helm/v3 to v3.12.2 ([#555](https://github.com/k8sgpt-ai/k8sgpt/issues/555)) ([9eb96c4](https://github.com/k8sgpt-ai/k8sgpt/commit/9eb96c495cdb1247b664de625a036902b5e156ff))
+
+
+### Other
+
+* fixing edge cases with missing wh service ([#561](https://github.com/k8sgpt-ai/k8sgpt/issues/561)) ([c422215](https://github.com/k8sgpt-ai/k8sgpt/commit/c42221512bfdab7ac792963d459bf9f8dac3954c))
+
+
+### Docs
+
+* fix readme for anonymization ([#559](https://github.com/k8sgpt-ai/k8sgpt/issues/559)) ([70bec05](https://github.com/k8sgpt-ai/k8sgpt/commit/70bec050d854be6f559065278d6a583d8e0e333b))
+
+## [0.3.11](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.10...v0.3.11) (2023-07-14)
+
+
+### Features
+
+* admission webhooks ([#553](https://github.com/k8sgpt-ai/k8sgpt/issues/553)) ([06e8532](https://github.com/k8sgpt-ai/k8sgpt/commit/06e8532f88616a988a4e41ed8cdac62cf0f243a5))
+
+
+### Other
+
+* **deps:** update docker/setup-buildx-action digest to 4c0219f ([#547](https://github.com/k8sgpt-ai/k8sgpt/issues/547)) ([1a3f299](https://github.com/k8sgpt-ai/k8sgpt/commit/1a3f2992108e857f8c8c07eff16599d00b50110e))
+
+## [0.3.10](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.9...v0.3.10) (2023-07-12)
+
+
+### Features
+
+* add Validating/Mutating webhook analyzer ([#548](https://github.com/k8sgpt-ai/k8sgpt/issues/548)) ([750a10d](https://github.com/k8sgpt-ai/k8sgpt/commit/750a10d44c59bc90de5241d1128ee74fa38bf350))
+
+
+### Bug Fixes
+
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.298 ([#545](https://github.com/k8sgpt-ai/k8sgpt/issues/545)) ([d1096dc](https://github.com/k8sgpt-ai/k8sgpt/commit/d1096dc31a692013f40980649e5cc2d402869ceb))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.299 ([#549](https://github.com/k8sgpt-ai/k8sgpt/issues/549)) ([ecd7790](https://github.com/k8sgpt-ai/k8sgpt/commit/ecd7790efe2ca88259451761202c90cb842ff04b))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.13.0 ([#399](https://github.com/k8sgpt-ai/k8sgpt/issues/399)) ([21df094](https://github.com/k8sgpt-ai/k8sgpt/commit/21df094bda31a14235fb2244e8cef74d3c92d919))
+* **deps:** update module github.com/sashabaranov/go-openai to v1.14.0 ([#550](https://github.com/k8sgpt-ai/k8sgpt/issues/550)) ([9dcab94](https://github.com/k8sgpt-ai/k8sgpt/commit/9dcab945460e5972f895fa5302e3425750d635c7))
+* **deps:** update module golang.org/x/term to v0.10.0 ([#542](https://github.com/k8sgpt-ai/k8sgpt/issues/542)) ([1276b3e](https://github.com/k8sgpt-ai/k8sgpt/commit/1276b3e89715b1cfb553e60d4f25592acef80a6f))
+
+## [0.3.9](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.8...v0.3.9) (2023-07-04)
+
+
+### Features
+
+* details flag to list command ([#537](https://github.com/k8sgpt-ai/k8sgpt/issues/537)) ([2309b0d](https://github.com/k8sgpt-ai/k8sgpt/commit/2309b0dfe20e27b6afe283a6be21ad7a0652ac99))
+* upgrading azure client impl ([#526](https://github.com/k8sgpt-ai/k8sgpt/issues/526)) ([367fe8f](https://github.com/k8sgpt-ai/k8sgpt/commit/367fe8f74c6a9e26f0d9c3b25a86093530fb85b2))
+* upgrading the proto files to fix user issues ([#515](https://github.com/k8sgpt-ai/k8sgpt/issues/515)) ([c88fc88](https://github.com/k8sgpt-ai/k8sgpt/commit/c88fc889e4f6089e48f37d90e349d5c61ea0b952))
+
+
+### Bug Fixes
+
+* 'intergration' typos ([#508](https://github.com/k8sgpt-ai/k8sgpt/issues/508)) ([64b93c9](https://github.com/k8sgpt-ai/k8sgpt/commit/64b93c9116b6a7f82419f1c4fff98fa68b8c0aca))
+* add --no-install for activate command ([#536](https://github.com/k8sgpt-ai/k8sgpt/issues/536)) ([1f5462c](https://github.com/k8sgpt-ai/k8sgpt/commit/1f5462c80bd04f63c2b55889c987634251635812))
+* **deps:** update module buf.build/gen/go/k8sgpt-ai/k8sgpt/grpc/go to v1.3.0-20230620082254-6f80f9533908.1 ([#516](https://github.com/k8sgpt-ai/k8sgpt/issues/516)) ([06e50d5](https://github.com/k8sgpt-ai/k8sgpt/commit/06e50d57db3aa2e5a68b093e2ba25c0e33dc6343))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.284 ([#501](https://github.com/k8sgpt-ai/k8sgpt/issues/501)) ([d87127a](https://github.com/k8sgpt-ai/k8sgpt/commit/d87127a309734847a56bf95c2e947e2270f94a88))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.286 ([#514](https://github.com/k8sgpt-ai/k8sgpt/issues/514)) ([b9cf522](https://github.com/k8sgpt-ai/k8sgpt/commit/b9cf5226853619655e98f2156bfd0b8513511bb3))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.288 ([#519](https://github.com/k8sgpt-ai/k8sgpt/issues/519)) ([57695b4](https://github.com/k8sgpt-ai/k8sgpt/commit/57695b44b6429319860a76e4e02016dafe3ed0b0))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.289 ([#524](https://github.com/k8sgpt-ai/k8sgpt/issues/524)) ([fafb695](https://github.com/k8sgpt-ai/k8sgpt/commit/fafb69544f4edda670bad6973332a20a7f0f055e))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.292 ([#530](https://github.com/k8sgpt-ai/k8sgpt/issues/530)) ([566f752](https://github.com/k8sgpt-ai/k8sgpt/commit/566f7525eef9f65dd2ab6a47bd0012bfb91e2a12))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.294 ([#535](https://github.com/k8sgpt-ai/k8sgpt/issues/535)) ([3067fa9](https://github.com/k8sgpt-ai/k8sgpt/commit/3067fa98f4a8990c9a930e53ad93f89cf35e0d62))
+* **deps:** update module github.com/aws/aws-sdk-go to v1.44.295 ([#540](https://github.com/k8sgpt-ai/k8sgpt/issues/540)) ([767e4cb](https://github.com/k8sgpt-ai/k8sgpt/commit/767e4cbc4127e2017a3a9c4b182ccc833debc6a5))
+* **deps:** update module github.com/prometheus/client_golang to v1.16.0 ([#507](https://github.com/k8sgpt-ai/k8sgpt/issues/507)) ([14e5691](https://github.com/k8sgpt-ai/k8sgpt/commit/14e5691190bf772c05477cbcb811ed71bec450a3))
+* **deps:** update module google.golang.org/grpc to v1.56.0 ([#510](https://github.com/k8sgpt-ai/k8sgpt/issues/510)) ([f3e0b9b](https://github.com/k8sgpt-ai/k8sgpt/commit/f3e0b9b56d13397c79f57e76bdd6b741bb565fb4))
+* **deps:** update module google.golang.org/grpc to v1.56.1 ([#520](https://github.com/k8sgpt-ai/k8sgpt/issues/520)) ([be52308](https://github.com/k8sgpt-ai/k8sgpt/commit/be52308c99f6aed73e2c20d260823795d45876f5))
+* **deps:** update module helm.sh/helm/v3 to v3.12.1 ([#503](https://github.com/k8sgpt-ai/k8sgpt/issues/503)) ([0f03ddc](https://github.com/k8sgpt-ai/k8sgpt/commit/0f03ddcf0f5ec79bc6dbb74c654e0d8fac634a0a))
+* displaying correct yaml config location on app start ([#521](https://github.com/k8sgpt-ai/k8sgpt/issues/521)) ([b7d4602](https://github.com/k8sgpt-ai/k8sgpt/commit/b7d4602cb8aaaa0c22a0a5941d8c6edad7c58db4))
+* remove provider from default on delete ([#529](https://github.com/k8sgpt-ai/k8sgpt/issues/529)) ([5a983c4](https://github.com/k8sgpt-ai/k8sgpt/commit/5a983c4a0a511389e25cffe12999b903b85cd96d))
+* typo in add command ([#539](https://github.com/k8sgpt-ai/k8sgpt/issues/539)) ([da750df](https://github.com/k8sgpt-ai/k8sgpt/commit/da750df16bde878f7619aa58ef5e7ef7d3173b2b))
+
+
+### Other
+
+* **deps:** update anchore/sbom-action action to v0.14.3 ([#517](https://github.com/k8sgpt-ai/k8sgpt/issues/517)) ([0521060](https://github.com/k8sgpt-ai/k8sgpt/commit/05210604109a6e892bb465df11038b8c24d68076))
+* **deps:** update docker/build-push-action digest to 2eb1c19 ([#499](https://github.com/k8sgpt-ai/k8sgpt/issues/499)) ([9df75cc](https://github.com/k8sgpt-ai/k8sgpt/commit/9df75cc959f7ed23cae8e3761498ea6c56885788))
+* **deps:** update docker/login-action digest to 465a078 ([#488](https://github.com/k8sgpt-ai/k8sgpt/issues/488)) ([c15a561](https://github.com/k8sgpt-ai/k8sgpt/commit/c15a561b635dc678bb8de15c6623914942475537))
+* **deps:** update docker/setup-buildx-action digest to 16c0bc4 ([#532](https://github.com/k8sgpt-ai/k8sgpt/issues/532)) ([5662d59](https://github.com/k8sgpt-ai/k8sgpt/commit/5662d5932ff3beb8c1a31fc2088c5e703e90ec79))
+* **deps:** update docker/setup-buildx-action digest to ecf9528 ([#498](https://github.com/k8sgpt-ai/k8sgpt/issues/498)) ([f4d7876](https://github.com/k8sgpt-ai/k8sgpt/commit/f4d78768388774f62d87acd89e71689535e538f7))
+* **deps:** update google-github-actions/release-please-action digest to 8016a66 ([#523](https://github.com/k8sgpt-ai/k8sgpt/issues/523)) ([d56861d](https://github.com/k8sgpt-ai/k8sgpt/commit/d56861d4bad475da09992813fc256a0d99399eab))
+* **deps:** update reviewdog/action-golangci-lint digest to 22adb9d ([#525](https://github.com/k8sgpt-ai/k8sgpt/issues/525)) ([3146754](https://github.com/k8sgpt-ai/k8sgpt/commit/314675477917063dcfb847880fb3186f8bdf32f6))
+* **deps:** update reviewdog/action-golangci-lint digest to 994abff ([#513](https://github.com/k8sgpt-ai/k8sgpt/issues/513)) ([1819c3b](https://github.com/k8sgpt-ai/k8sgpt/commit/1819c3bf1512291cd637c115e8b82c9e0e8885a0))
+* sorting out the dependency hell ([#518](https://github.com/k8sgpt-ai/k8sgpt/issues/518)) ([cd7807a](https://github.com/k8sgpt-ai/k8sgpt/commit/cd7807a48481f298422d9b1c8066b431fad3ae5a))
+
+## [0.3.8](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.7...v0.3.8) (2023-06-15)
+
+
+### Features
+
+* fix for s3 cache from operator ([f6db6ce](https://github.com/k8sgpt-ai/k8sgpt/commit/f6db6ce86163dcb4b5ec4bd99b8a3842dd0c60bb))
+
+
+### Bug Fixes
+
+* **deps:** update kubernetes packages to v0.27.3 ([#504](https://github.com/k8sgpt-ai/k8sgpt/issues/504)) ([b1c6ec3](https://github.com/k8sgpt-ai/k8sgpt/commit/b1c6ec3c0919649bc551ec0047a1d9c2420f4264))
+
 ## [0.3.7](https://github.com/k8sgpt-ai/k8sgpt/compare/v0.3.6...v0.3.7) (2023-06-13)
 
 

CONTRIBUTING.md

@@ -30,7 +30,7 @@ We're happy that you want to contribute to this project. Please read the section
 - Assign yourself to the issue, if you are working on it (if you are not a member of the organization, please leave a comment on the issue)
 - Make your changes
 - Keep pull requests small and focused, if you have multiple changes, please open multiple PRs
-- Create a pull request back to the upstream repository and follow follow the [pull request template](.github/pull_request_template.md) guidelines.
+- Create a pull request back to the upstream repository and follow the [pull request template](.github/pull_request_template.md) guidelines.
 - Wait for a review and address any comments
 
 **Opening PRs**

README.md

@@ -14,6 +14,8 @@
 
 It has SRE experience codified into its analyzers and helps to pull out the most relevant information to enrich it with AI.
 
+_Out of the box integration with OpenAI, Azure, Cohere, Amazon Bedrock and local models._
+
 <a href="https://www.producthunt.com/posts/k8sgpt?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-k8sgpt" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=389489&theme=light" alt="K8sGPT - K8sGPT&#0032;gives&#0032;Kubernetes&#0032;Superpowers&#0032;to&#0032;everyone | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
 
 <img src="images/demo4.gif" width=650px; />
@@ -34,7 +36,7 @@ brew install k8sgpt
   **32 bit:**
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_386.rpm
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_386.rpm
   sudo rpm -ivh k8sgpt_386.rpm
   ```
   <!---x-release-please-end-->
@@ -43,7 +45,7 @@ brew install k8sgpt
 
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_amd64.rpm
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_amd64.rpm
   sudo rpm -ivh -i k8sgpt_amd64.rpm
   ```
   <!---x-release-please-end-->
@@ -55,7 +57,7 @@ brew install k8sgpt
   **32 bit:**
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_386.deb
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_386.deb
   sudo dpkg -i k8sgpt_386.deb
   ```
   <!---x-release-please-end-->
@@ -63,7 +65,7 @@ brew install k8sgpt
 
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_amd64.deb
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_amd64.deb
   sudo dpkg -i k8sgpt_amd64.deb
   ```
   <!---x-release-please-end-->
@@ -76,14 +78,14 @@ brew install k8sgpt
   **32 bit:**
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_386.apk
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_386.apk
   apk add k8sgpt_386.apk
   ```
   <!---x-release-please-end-->
   **64 bit:**
   <!---x-release-please-start-version-->
   ```
-  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.7/k8sgpt_amd64.apk
+  curl -LO https://github.com/k8sgpt-ai/k8sgpt/releases/download/v0.3.21/k8sgpt_amd64.apk
   apk add k8sgpt_amd64.apk
   ```
   <!---x-release-please-end-->x
@@ -128,7 +130,7 @@ _This mode of operation is ideal for continuous monitoring of your cluster and c
 * Run `k8sgpt filters` to manage the active filters used by the analyzer. By default, all filters are executed during analysis.
 * Run `k8sgpt analyze` to run a scan.
 * And use `k8sgpt analyze --explain` to get a more detailed explanation of the issues.
-* You also run `k8sgpt analyze --with-doc` (with or without the explain flag) to get the official documention from kubernetes.
+* You also run `k8sgpt analyze --with-doc` (with or without the explain flag) to get the official documentation from kubernetes.
 
 ## Analyzers
 
@@ -149,6 +151,8 @@ you will be able to write your own analyzers.
 - [x] deploymentAnalyzer
 - [x] cronJobAnalyzer
 - [x] nodeAnalyzer
+- [x] mutatingWebhookAnalyzer
+- [x] validatingWebhookAnalyzer
 
 #### Optional
 
@@ -242,7 +246,7 @@ k8sgpt auth update $MY_BACKEND1,$MY_BACKEND2..
 _Remove configured backends_
 
 ```
-k8sgpt auth remove $MY_BACKEND1,$MY_BACKEND2..
+k8sgpt auth remove -b $MY_BACKEND1,$MY_BACKEND2..
 ```
 
 _List integrations_
@@ -302,7 +306,7 @@ To start the API server, follow the instruction in [LocalAI](https://github.com/
 To run k8sgpt, run `k8sgpt auth add` with the `localai` backend:
 
 ```
-k8sgpt auth add --backend localai --model <model_name> --baseurl http://localhost:8080/v1
+k8sgpt auth add --backend localai --model <model_name> --baseurl http://localhost:8080/v1 --temperature 0.7
 ```
 
 Now you can analyze with the `localai` backend:
@@ -334,6 +338,124 @@ k8sgpt analyze --explain --backend azureopenai
 
 
 
+</details>
+
+<details>
+<summary>Cohere provider</summary>
+
+<em>Prerequisites:</em> a Cohere API key is needed, please visit the [Cohere dashboard](https://dashboard.cohere.ai/api-keys) to create one.
+
+To run k8sgpt, run `k8sgpt auth` with the `cohere` backend:
+
+```
+k8sgpt auth add --backend cohere --model command-nightly
+```
+
+Lastly, enter your Cohere API key, after the prompt.
+
+Now you are ready to analyze with the Cohere backend:
+
+```
+k8sgpt analyze --explain --backend cohere
+```
+
+</details>
+
+<details>
+<summary>Amazon Bedrock provider</summary>
+
+
+<em>Prerequisites</em>
+Bedrock API access is needed. 
+
+<img src="images/bedrock.png" width="500px;" />
+
+As illustrated below, you will need to enable this in the [AWS Console](https://eu-central-1.console.aws.amazon.com/bedrock/home?region=eu-central-1#/modelaccess)
+
+In addition to this you will need to set the follow local environmental variables:
+
+
+```
+- AWS_ACCESS_KEY
+- AWS_SECRET_ACCESS_KEY
+- AWS_DEFAULT_REGION
+```
+
+
+```
+k8sgpt auth add --backend amazonbedrock --model anthropic.claude-v2
+```
+
+#### Usage
+
+```
+k8sgpt analyze -e -b amazonbedrock
+
+0 argocd/argocd-application-controller(argocd-application-controller)
+- Error: StatefulSet uses the service argocd/argocd-application-controller which does not exist.
+
+ You're right, I don't have enough context to determine if a StatefulSet is correctly configured to use a non-existent service. A StatefulSet manages Pods with persistent storage, and the Pods are created from the same spec. The service name referenced in the StatefulSet configuration would need to match an existing Kubernetes service for the Pods to connect to. Without more details on the specific StatefulSet and environment, I can't confirm whether the configuration is valid or not.
+```
+
+</details>
+
+<details>
+<summary>Amazon SageMaker Provider</summary>
+
+#### Prerequisites
+
+1. **AWS CLI Configuration**: Make sure you have the AWS Command Line Interface (CLI) configured on your machine. If you haven't already configured the AWS CLI, you can follow the official AWS documentation for instructions on how to do it: [AWS CLI Configuration Guide](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-configure.html).
+
+2. **SageMaker Instance**: You need to have an Amazon SageMaker instance set up. If you don't have one already, you can follow the step-by-step instructions provided in this repository for creating a SageMaker instance: [llm-sagemaker-jumpstart-cdk](https://github.com/zaremb/llm-sagemaker-jumpstart-cdk).
+
+#### Backend Configuration
+
+To add amazonsagemaker backend two parameters are required:
+
+* `--endpointname` Amazon SageMaker endpoint name.
+* `--providerRegion` AWS region where SageMaker instance is created. `k8sgpt` uses this region to connect to SageMaker (not the one defined with AWS CLI or environment variables )
+
+To add amazonsagemaker as a backend run:
+
+```bash
+k8sgpt auth add --backend amazonsagemaker --providerRegion eu-west-1 --endpointname endpoint-xxxxxxxxxx
+```
+
+#### Optional params
+
+Optionally, when adding the backend and later by changing the configuration file, you can set the following parameters:
+
+`-l, --maxtokens int`                        Specify a maximum output length. Adjust (1-...) to control text length. Higher values produce longer output, lower values limit length (default 2048)
+
+`-t, --temperature float32`                  The sampling temperature, value ranges between 0 ( output be more deterministic) and 1 (more random) (default 0.7)
+
+`-c, --topp float32`                         Probability Cutoff: Set a threshold (0.0-1.0) to limit word choices. Higher values add randomness, lower values increase predictability. (default 0.5)
+
+To make amazonsagemaker as a default backend run:
+
+```bash
+k8sgpt auth default -p amazonsagemaker
+```
+
+#### AmazonSageMaker Usage
+
+```bash
+./k8sgpt analyze -e -b amazonsagemaker
+ 100% |███████████████████████████████████████████████████████████████████████████████████████████████████████████████████| (1/1, 14 it/min)
+AI Provider: amazonsagemaker
+
+0 default/nginx(nginx)
+- Error: Back-off pulling image "nginxx"
+ Error: Back-off pulling image "nginxx"
+
+Solution:
+
+1. Check if the image exists in the registry by running `docker image ls nginxx`.
+2. If the image is not found, try pulling it by running `docker pull nginxx`.
+3. If the image is still not available, check if there are any network issues by running `docker network inspect` and `docker network list`.
+4. If the issue persists, try restarting the Docker daemon by running `sudo service docker restart`.
+```
+
 </details>
 
 <details>
@@ -353,6 +475,8 @@ Active:
 Unused:
 > localai
 > noopai
+> amazonbedrock
+> cohere
 
 ```
 
@@ -374,6 +498,7 @@ With this option, the data is anonymized before being sent to the AI Backend. Du
 
 
 <summary> Anonymization </summary>
+
 1. Error reported during analysis:
 ```bash
 Error: HorizontalPodAutoscaler uses StatefulSet/fake-deployment as ScaleTargetRef which does not exist.
@@ -394,12 +519,61 @@ The Kubernetes system is trying to scale a StatefulSet named tGLcCRcHa1Ce5Rs usi
 The Kubernetes system is trying to scale a StatefulSet named fake-deployment using the HorizontalPodAutoscaler, but it cannot find the StatefulSet. The solution is to verify that the StatefulSet name is spelled correctly and exists in the same namespace as the HorizontalPodAutoscaler.
 ```
 
+Note: **Anonymization does not currently apply to events.**
+
+### Further Details
+
 **Anonymization does not currently apply to events.**
 
+*In a few analysers like Pod, we feed to the AI backend the event messages which are not known beforehand thus we are not masking them for the **time being**.*
+
+- The following is the list of analysers in which data is **being masked**:-
+
+  - Statefulset
+  - Service
+  - PodDisruptionBudget
+  - Node
+  - NetworkPolicy
+  - Ingress
+  - HPA
+  - Deployment
+  - Cronjob
+
+- The following is the list of analysers in which data is **not being masked**:-
+
+  - RepicaSet
+  - PersistentVolumeClaim
+  - Pod
+  - **_*Events_**
+
+***Note**:
+  - k8gpt will not mask the above analysers because they do not send any identifying information except **Events** analyser.
+  - Masking for **Events** analyzer is scheduled in the near future as seen in this [issue](https://github.com/k8sgpt-ai/k8sgpt/issues/560). _Further research has to be made to understand the patterns and be able to mask the sensitive parts of an event like pod name, namespace etc._
+
+- The following is the list of fields which are not **being masked**:-
+
+  - Describe
+  - ObjectStatus
+  - Replicas
+  - ContainerStatus
+  - **_*Event Message_**
+  - ReplicaStatus
+  - Count (Pod)
+
+***Note**:
+  - It is quite possible the payload of the event message might have something like "super-secret-project-pod-X crashed" which we don't currently redact _(scheduled in the near future as seen in this [issue](https://github.com/k8sgpt-ai/k8sgpt/issues/560))_.
+
+### Proceed with care
+
+  - The K8gpt team recommends using an entirely different backend **(a local model) in critical production environments**. By using a local model, you can rest assured that everything stays within your DMZ, and nothing is leaked.
+  - If there is any uncertainty about the possibility of sending data to a public LLM (open AI, Azure AI) and it poses a risk to business-critical operations, then, in such cases, the use of public LLM should be avoided based on personal assessment and the jurisdiction of risks involved.
+
+
 </details>
 
 <details>
 <summary> Configuration management</summary>
+
 `k8sgpt` stores config data in the `$XDG_CONFIG_HOME/k8sgpt/k8sgpt.yaml` file. The data is stored in plain text, including your OpenAI key.
 
 Config file locations:
@@ -411,18 +585,23 @@ Config file locations:
 </details>
 
 <details>
-There may be scenarios where caching remotely is prefered.
-In these scenarios K8sGPT supports AWS S3 Integration.
+There may be scenarios where caching remotely is preferred.
+In these scenarios K8sGPT supports AWS S3 or Azure Blob storage Integration.
 
-<summary> Remote caching </summary>
-
- _As a prerequisite `AWS_ACCESS_KEY_ID` and `AWS_SECRET_ACCESS_KEY` are required as environmental variables._
+<summary> Remote caching </summary>  
+<em>Note: You can only configure and use only one remote cache at a time</em>
 
 _Adding a remote cache_
-Note: this will create the bucket if it does not exist
-```
-k8sgpt cache add --region <aws region> --bucket <name>
-```
+
+ * AWS S3
+   *  _As a prerequisite `AWS_ACCESS_KEY_ID` and `AWS_SECRET_ACCESS_KEY` are required as environmental variables._
+   * Configuration, ``` k8sgpt cache add --region <aws region> --bucket <name> ```
+     * K8sGPT will create the bucket if it does not exist
+ * Azure Storage
+   * We support a number of [techniques](https://learn.microsoft.com/en-us/azure/developer/go/azure-sdk-authentication?tabs=bash#2-authenticate-with-azure) to authenticate against Azure
+   * Configuration, ``` k8sgpt cache add --storageacc <storage account name> --container <container name> ```
+     * K8sGPT assumes that the storage account already exist and it will create the container if it does not exist
+     * It's **users'** responsibility have to grant specific permissions to their identity in order to be able to upload blob files and create SA containers (e.g Storage Blob Data Contributor)       
 
 _Listing cache items_
 ```
@@ -430,9 +609,9 @@ k8sgpt cache list
 ```
 
 _Removing the remote cache_
-Note: this will not delete the bucket
+Note: this will not delete the upstream S3 bucket or Azure storage container
 ```
-k8sgpt cache remove --bucket <name>
+k8sgpt cache remove
 ```
 </details>
 

SECURITY.md

@@ -8,4 +8,4 @@ For example if there is a vulnerability in release `0.1.0` we will fix that rele
 
 ## Reporting a Vulnerability
 
-If you are aware of a vulnverability please feel free to disclose it responsibly to contact@k8sgpt.ai or to one of our maintainers in our Slack community.
+If you are aware of a vulnerability please feel free to disclose it responsibly to contact@k8sgpt.ai or to one of our maintainers in our Slack community.

cmd/auth/add.go

@@ -26,16 +26,25 @@ import (
 	"golang.org/x/term"
 )
 
+const (
+	defaultBackend = "openai"
+	defaultModel   = "gpt-3.5-turbo"
+)
+
 var addCmd = &cobra.Command{
 	Use:   "add",
-	Short: "Configure new provider",
-	Long:  "The new command allows to configure a new backend AI provider",
+	Short: "Add new provider",
+	Long:  "The add command allows to configure a new backend AI provider",
 	PreRun: func(cmd *cobra.Command, args []string) {
 		backend, _ := cmd.Flags().GetString("backend")
 		if strings.ToLower(backend) == "azureopenai" {
 			_ = cmd.MarkFlagRequired("engine")
 			_ = cmd.MarkFlagRequired("baseurl")
 		}
+		if strings.ToLower(backend) == "amazonsagemaker" {
+			_ = cmd.MarkFlagRequired("endpointname")
+			_ = cmd.MarkFlagRequired("providerRegion")
+		}
 	},
 	Run: func(cmd *cobra.Command, args []string) {
 
@@ -65,14 +74,27 @@ var addCmd = &cobra.Command{
 		}
 
 		// check if backend is not empty and a valid value
-		if backend == "" || !validBackend(ai.Backends, backend) {
-			color.Red("Error: Backend AI cannot be empty and accepted values are '%v'", strings.Join(ai.Backends, ", "))
-			os.Exit(1)
+		if backend == "" {
+			color.Yellow(fmt.Sprintf("Warning: backend input is empty, will use the default value: %s", defaultBackend))
+			backend = defaultBackend
+		} else {
+			if !validBackend(ai.Backends, backend) {
+				color.Red("Error: Backend AI accepted values are '%v'", strings.Join(ai.Backends, ", "))
+				os.Exit(1)
+			}
 		}
 
 		// check if model is not empty
 		if model == "" {
-			color.Red("Error: Model cannot be empty.")
+			model = defaultModel
+			color.Yellow(fmt.Sprintf("Warning: model input is empty, will use the default value: %s", defaultModel))
+		}
+		if temperature > 1.0 || temperature < 0.0 {
+			color.Red("Error: temperature ranges from 0 to 1.")
+			os.Exit(1)
+		}
+		if topP > 1.0 || topP < 0.0 {
+			color.Red("Error: topP ranges from 0 to 1.")
 			os.Exit(1)
 		}
 
@@ -89,11 +111,16 @@ var addCmd = &cobra.Command{
 
 		// create new provider object
 		newProvider := ai.AIProvider{
-			Name:     backend,
-			Model:    model,
-			Password: password,
-			BaseURL:  baseURL,
-			Engine:   engine,
+			Name:           backend,
+			Model:          model,
+			Password:       password,
+			BaseURL:        baseURL,
+			EndpointName:   endpointName,
+			Engine:         engine,
+			Temperature:    temperature,
+			ProviderRegion: providerRegion,
+			TopP:           topP,
+			MaxTokens:      maxTokens,
 		}
 
 		if providerIndex == -1 {
@@ -114,13 +141,23 @@ var addCmd = &cobra.Command{
 
 func init() {
 	// add flag for backend
-	addCmd.Flags().StringVarP(&backend, "backend", "b", "openai", "Backend AI provider")
+	addCmd.Flags().StringVarP(&backend, "backend", "b", defaultBackend, "Backend AI provider")
 	// add flag for model
-	addCmd.Flags().StringVarP(&model, "model", "m", "gpt-3.5-turbo", "Backend AI model")
+	addCmd.Flags().StringVarP(&model, "model", "m", defaultModel, "Backend AI model")
 	// add flag for password
 	addCmd.Flags().StringVarP(&password, "password", "p", "", "Backend AI password")
 	// add flag for url
 	addCmd.Flags().StringVarP(&baseURL, "baseurl", "u", "", "URL AI provider, (e.g `http://localhost:8080/v1`)")
+	// add flag for endpointName
+	addCmd.Flags().StringVarP(&endpointName, "endpointname", "n", "", "Endpoint Name, (e.g `endpoint-xxxxxxxxxxxx`)")
+	// add flag for topP
+	addCmd.Flags().Float32VarP(&topP, "topp", "c", 0.5, "Probability Cutoff: Set a threshold (0.0-1.0) to limit word choices. Higher values add randomness, lower values increase predictability.")
+	// max tokens
+	addCmd.Flags().IntVarP(&maxTokens, "maxtokens", "l", 2048, "Specify a maximum output length. Adjust (1-...) to control text length. Higher values produce longer output, lower values limit length")
+	// add flag for temperature
+	addCmd.Flags().Float32VarP(&temperature, "temperature", "t", 0.7, "The sampling temperature, value ranges between 0 ( output be more deterministic) and 1 (more random)")
 	// add flag for azure open ai engine/deployment name
 	addCmd.Flags().StringVarP(&engine, "engine", "e", "", "Azure AI deployment name")
+	//add flag for amazonbedrock region name
+	addCmd.Flags().StringVarP(&providerRegion, "providerRegion", "r", "", "Provider Region name")
 }

cmd/auth/auth.go

@@ -19,11 +19,16 @@ import (
 )
 
 var (
-	backend  string
-	password string
-	baseURL  string
-	model    string
-	engine   string
+	backend        string
+	password       string
+	baseURL        string
+	endpointName   string
+	model          string
+	engine         string
+	temperature    float32
+	providerRegion string
+	topP           float32
+	maxTokens      int
 )
 
 var configAI ai.AIConfiguration

cmd/auth/list.go

@@ -23,6 +23,9 @@ import (
 	"github.com/spf13/viper"
 )
 
+var details bool
+var userInput string
+
 var listCmd = &cobra.Command{
 	Use:   "list",
 	Short: "List configured providers",
@@ -36,6 +39,11 @@ var listCmd = &cobra.Command{
 			os.Exit(1)
 		}
 
+		if details {
+			fmt.Println("Show password ? (y/n)")
+			fmt.Scan(&userInput)
+		}
+
 		// Print the default if it is set
 		fmt.Print(color.YellowString("Default: \n"))
 		if configAI.DefaultProvider != "" {
@@ -55,6 +63,13 @@ var listCmd = &cobra.Command{
 			}
 			if providerExists {
 				fmt.Printf("> %s\n", color.GreenString(aiBackend))
+				if details {
+					for _, provider := range configAI.Providers {
+						if provider.Name == aiBackend {
+							printDetails(provider, userInput)
+						}
+					}
+				}
 			}
 		}
 		fmt.Print(color.YellowString("Unused: \n"))
@@ -71,3 +86,19 @@ var listCmd = &cobra.Command{
 		}
 	},
 }
+
+func init() {
+	listCmd.Flags().BoolVar(&details, "details", false, "Print active provider configuration details")
+}
+
+func printDetails(provider ai.AIProvider, userInput string) {
+	if provider.Model != "" {
+		fmt.Printf("   - Model: %s\n", provider.Model)
+	}
+	if provider.Engine != "" {
+		fmt.Printf("   - Engine: %s\n", provider.Engine)
+	}
+	if provider.BaseURL != "" {
+		fmt.Printf("   - BaseURL: %s\n", provider.BaseURL)
+	}
+}

cmd/auth/remove.go

@@ -23,39 +23,45 @@ import (
 )
 
 var removeCmd = &cobra.Command{
-	Use:   "remove [backend(s)]",
-	Short: "Remove a provider",
-	Long:  "The command to remove an AI backend provider",
-	Args:  cobra.ExactArgs(1),
+	Use:   "remove",
+	Short: "Remove provider(s)",
+	Long:  "The command to remove AI backend provider(s)",
+	PreRun: func(cmd *cobra.Command, args []string) {
+		_ = cmd.MarkFlagRequired("backends")
+	},
 	Run: func(cmd *cobra.Command, args []string) {
-		inputBackends := strings.Split(args[0], ",")
+		if backend == "" {
+			color.Red("Error: backends must be set.")
+			_ = cmd.Help()
+			return
+		}
+		inputBackends := strings.Split(backend, ",")
+
 		err := viper.UnmarshalKey("ai", &configAI)
 		if err != nil {
 			color.Red("Error: %v", err)
 			os.Exit(1)
 		}
 
-		if len(inputBackends) == 0 {
-			color.Red("Error: backend must be set.")
-			os.Exit(1)
-		}
-
 		for _, b := range inputBackends {
 			foundBackend := false
 			for i, provider := range configAI.Providers {
 				if b == provider.Name {
 					foundBackend = true
 					configAI.Providers = append(configAI.Providers[:i], configAI.Providers[i+1:]...)
+					if configAI.DefaultProvider == b {
+						configAI.DefaultProvider = "openai"
+					}
 					color.Green("%s deleted from the AI backend provider list", b)
 					break
 				}
 			}
 			if !foundBackend {
-				color.Red("Error: %s does not exist in configuration file. Please use k8sgpt auth new.", backend)
+				color.Red("Error: %s does not exist in configuration file. Please use k8sgpt auth new.", b)
 				os.Exit(1)
 			}
-
 		}
+
 		viper.Set("ai", configAI)
 		if err := viper.WriteConfig(); err != nil {
 			color.Red("Error writing config file: %s", err.Error())
@@ -64,3 +70,8 @@ var removeCmd = &cobra.Command{
 
 	},
 }
+
+func init() {
+	// add flag for backends
+	removeCmd.Flags().StringVarP(&backend, "backends", "b", "", "Backend AI providers to remove (separated by a comma)")
+}

cmd/auth/update.go

@@ -49,6 +49,10 @@ var updateCmd = &cobra.Command{
 			color.Red("Error: backend must be set.")
 			os.Exit(1)
 		}
+		if temperature > 1.0 || temperature < 0.0 {
+			color.Red("Error: temperature ranges from 0 to 1.")
+			os.Exit(1)
+		}
 
 		for _, b := range inputBackends {
 			foundBackend := false
@@ -74,6 +78,7 @@ var updateCmd = &cobra.Command{
 					if engine != "" {
 						configAI.Providers[i].Engine = engine
 					}
+					configAI.Providers[i].Temperature = temperature
 					color.Green("%s updated in the AI backend provider list", b)
 				}
 			}
@@ -101,6 +106,8 @@ func init() {
 	updateCmd.Flags().StringVarP(&password, "password", "p", "", "Update backend AI password")
 	// update flag for url
 	updateCmd.Flags().StringVarP(&baseURL, "baseurl", "u", "", "Update URL AI provider, (e.g `http://localhost:8080/v1`)")
+	// add flag for temperature
+	updateCmd.Flags().Float32VarP(&temperature, "temperature", "t", 0.7, "The sampling temperature, value ranges between 0 ( output be more deterministic) and 1 (more random)")
 	// update flag for azure open ai engine/deployment name
 	updateCmd.Flags().StringVarP(&engine, "engine", "e", "", "Update Azure AI deployment name")
 }

cmd/cache/add.go

@@ -24,7 +24,10 @@ import (
 )
 
 var (
-	region string
+	region         string
+	bucketName     string
+	storageAccount string
+	containerName  string
 )
 
 // addCmd represents the add command
@@ -33,10 +36,12 @@ var addCmd = &cobra.Command{
 	Short: "Add a remote cache",
 	Long: `This command allows you to add a remote cache to store the results of an analysis.
 	The supported cache types are:
+	- Azure Blob storage
 	- S3`,
 	Run: func(cmd *cobra.Command, args []string) {
-		fmt.Println(color.YellowString("Adding remote S3 based cache"))
-		err := cache.AddRemoteCache(bucketname, region)
+		fmt.Println(color.YellowString("Adding remote based cache"))
+		remoteCache := cache.NewCacheProvider(bucketname, region, storageAccount, containerName)
+		err := cache.AddRemoteCache(remoteCache)
 		if err != nil {
 			color.Red("Error: %v", err)
 			os.Exit(1)
@@ -46,9 +51,15 @@ var addCmd = &cobra.Command{
 
 func init() {
 	CacheCmd.AddCommand(addCmd)
-	addCmd.Flags().StringVarP(&region, "region", "r", "", "The region to use for the cache")
-	addCmd.Flags().StringVarP(&bucketname, "bucket", "b", "", "The name of the bucket to use for the cache")
-	addCmd.MarkFlagRequired("bucket")
-	addCmd.MarkFlagRequired("region")
-
+	addCmd.Flags().StringVarP(&region, "region", "r", "", "The region to use for the AWS S3 cache")
+	addCmd.Flags().StringVarP(&bucketname, "bucket", "b", "", "The name of the AWS S3 bucket to use for the cache")
+	addCmd.MarkFlagsRequiredTogether("region", "bucket")
+	addCmd.Flags().StringVarP(&storageAccount, "storageacc", "s", "", "The Azure storage account name of the container")
+	addCmd.Flags().StringVarP(&containerName, "container", "c", "", "The Azure container name to use for the cache")
+	addCmd.MarkFlagsRequiredTogether("storageacc", "container")
+	// Tedious check to ensure we don't include arguments from different providers
+	addCmd.MarkFlagsMutuallyExclusive("region", "storageacc")
+	addCmd.MarkFlagsMutuallyExclusive("region", "container")
+	addCmd.MarkFlagsMutuallyExclusive("bucket", "storageacc")
+	addCmd.MarkFlagsMutuallyExclusive("bucket", "container")
 }

cmd/cache/list.go

@@ -42,7 +42,7 @@ var listCmd = &cobra.Command{
 			color.Red("Error: %v", err)
 			os.Exit(1)
 		}
-		
+
 		for _, name := range names {
 			println(name)
 		}

cmd/cache/remove.go

@@ -29,7 +29,7 @@ var removeCmd = &cobra.Command{
 	Long:  `This command allows you to remove the remote cache and use the default filecache.`,
 	Run: func(cmd *cobra.Command, args []string) {
 
-		err := cache.RemoveRemoteCache(bucketname)
+		err := cache.RemoveRemoteCache()
 		if err != nil {
 			color.Red("Error: %v", err)
 			os.Exit(1)

cmd/filters/add.go

@@ -45,6 +45,13 @@ var addCmd = &cobra.Command{
 			for _, filter := range availableFilters {
 				if filter == f {
 					foundFilter = true
+
+					// WARNING: This is to enable users correctly understand implications
+					// of enabling logs
+					if filter == "Log" {
+						color.Yellow("Warning: by enabling logs, you will be sending potentially sensitive data to the AI backend.")
+					}
+
 					break
 				}
 			}

cmd/filters/list.go

@@ -18,6 +18,7 @@ import (
 
 	"github.com/fatih/color"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/analyzer"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/integration"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
 	"github.com/spf13/cobra"
 	"github.com/spf13/viper"
@@ -30,7 +31,7 @@ var listCmd = &cobra.Command{
 	Run: func(cmd *cobra.Command, args []string) {
 		activeFilters := viper.GetStringSlice("active_filters")
 		coreFilters, additionalFilters, integrationFilters := analyzer.ListFilters()
-
+		integration := integration.NewIntegration()
 		availableFilters := append(append(coreFilters, additionalFilters...), integrationFilters...)
 
 		if len(activeFilters) == 0 {
@@ -41,10 +42,16 @@ var listCmd = &cobra.Command{
 		for _, filter := range activeFilters {
 
 			// if the filter is an integration, mark this differently
+			// but if the integration is inactive, remove
 			if util.SliceContainsString(integrationFilters, filter) {
 				fmt.Printf("> %s\n", color.BlueString("%s (integration)", filter))
 			} else {
-				fmt.Printf("> %s\n", color.GreenString(filter))
+				// This strange bit of logic will loop through every integration via
+				// OwnsAnalyzer subcommand to check the filter and as the integrationFilters...
+				// was no match, we know this isn't part of an active integration
+				if _, err := integration.AnalyzerByIntegration(filter); err != nil {
+					fmt.Printf("> %s\n", color.GreenString(filter))
+				}
 			}
 		}
 

cmd/integration/activate.go

@@ -21,6 +21,10 @@ import (
 	"github.com/spf13/viper"
 )
 
+var (
+	skipInstall bool
+)
+
 // activateCmd represents the activate command
 var activateCmd = &cobra.Command{
 	Use:   "activate [integration]",
@@ -39,7 +43,7 @@ var activateCmd = &cobra.Command{
 
 		integration := integration.NewIntegration()
 		// Check if the integation exists
-		err := integration.Activate(integrationName, namespace, activeFilters)
+		err := integration.Activate(integrationName, namespace, activeFilters, skipInstall)
 		if err != nil {
 			color.Red("Error: %v", err)
 			return
@@ -51,5 +55,6 @@ var activateCmd = &cobra.Command{
 
 func init() {
 	IntegrationCmd.AddCommand(activateCmd)
+	activateCmd.Flags().BoolVarP(&skipInstall, "no-install", "s", false, "Only activate the integration filter without installing the filter (for example, if that filter plugin is already deployed in cluster, we do not need to re-install it again)")
 
 }

cmd/integration/integration.go

@@ -25,8 +25,8 @@ var (
 var IntegrationCmd = &cobra.Command{
 	Use:     "integration",
 	Aliases: []string{"integrations"},
-	Short:   "Intergrate another tool into K8sGPT",
-	Long: `Intergrate another tool into K8sGPT. For example:
+	Short:   "Integrate another tool into K8sGPT",
+	Long: `Integrate another tool into K8sGPT. For example:
 	
 	k8sgpt integration activate trivy
 	

cmd/root.go

@@ -14,6 +14,7 @@ limitations under the License.
 package cmd
 
 import (
+	"fmt"
 	"os"
 	"path/filepath"
 
@@ -73,7 +74,7 @@ func init() {
 	rootCmd.AddCommand(integration.IntegrationCmd)
 	rootCmd.AddCommand(serve.ServeCmd)
 	rootCmd.AddCommand(cache.CacheCmd)
-	rootCmd.PersistentFlags().StringVar(&cfgFile, "config", "", "config file (default is $HOME/.k8sgpt.yaml)")
+	rootCmd.PersistentFlags().StringVar(&cfgFile, "config", "", fmt.Sprintf("Default config file (%s/k8sgpt/k8sgpt.yaml)", xdg.ConfigHome))
 	rootCmd.PersistentFlags().StringVar(&kubecontext, "kubecontext", "", "Kubernetes context to use. Only required if out-of-cluster.")
 	rootCmd.PersistentFlags().StringVar(&kubeconfig, "kubeconfig", "", "Path to a kubeconfig. Only required if out-of-cluster.")
 }

cmd/serve/serve.go

@@ -15,6 +15,7 @@ package serve
 
 import (
 	"os"
+	"strconv"
 
 	"github.com/fatih/color"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/ai"
@@ -24,6 +25,10 @@ import (
 	"go.uber.org/zap"
 )
 
+const (
+	defaultTemperature float32 = 0.7
+)
+
 var (
 	port        string
 	metricsPort string
@@ -44,6 +49,23 @@ var ServeCmd = &cobra.Command{
 		}
 		var aiProvider *ai.AIProvider
 		if len(configAI.Providers) == 0 {
+			// we validate and set temperature for our backend
+			temperature := func() float32 {
+				env := os.Getenv("K8SGPT_TEMPERATURE")
+				if env == "" {
+					return defaultTemperature
+				}
+				temperature, err := strconv.ParseFloat(env, 32)
+				if err != nil {
+					color.Red("Unable to convert Temperature value: %v", err)
+					os.Exit(1)
+				}
+				if temperature > 1.0 || temperature < 0.0 {
+					color.Red("Error: temperature ranges from 0 to 1.")
+					os.Exit(1)
+				}
+				return float32(temperature)
+			}
 			// Check for env injection
 			backend = os.Getenv("K8SGPT_BACKEND")
 			password := os.Getenv("K8SGPT_PASSWORD")
@@ -55,11 +77,12 @@ var ServeCmd = &cobra.Command{
 			envIsSet := backend != "" || password != "" || model != ""
 			if envIsSet {
 				aiProvider = &ai.AIProvider{
-					Name:     backend,
-					Password: password,
-					Model:    model,
-					BaseURL:  baseURL,
-					Engine:   engine,
+					Name:        backend,
+					Password:    password,
+					Model:       model,
+					BaseURL:     baseURL,
+					Engine:      engine,
+					Temperature: temperature(),
 				}
 
 				configAI.Providers = append(configAI.Providers, *aiProvider)

go.mod

@@ -3,59 +3,79 @@ module github.com/k8sgpt-ai/k8sgpt
 go 1.20
 
 require (
-	github.com/aquasecurity/trivy-operator v0.13.2
-	github.com/fatih/color v1.15.0
+	github.com/aquasecurity/trivy-operator v0.15.1
+	github.com/fatih/color v1.16.0
 	github.com/magiconair/properties v1.8.7
-	github.com/mittwald/go-helm-client v0.12.1
-	github.com/sashabaranov/go-openai v1.9.3
-	github.com/schollz/progressbar/v3 v3.13.1
-	github.com/spf13/cobra v1.7.0
-	github.com/spf13/viper v1.16.0
+	github.com/mittwald/go-helm-client v0.12.3
+	github.com/sashabaranov/go-openai v1.17.5
+	github.com/schollz/progressbar/v3 v3.14.1
+	github.com/spf13/cobra v1.8.0
+	github.com/spf13/viper v1.17.0
 	github.com/stretchr/testify v1.8.4
-	golang.org/x/term v0.9.0
-	helm.sh/helm/v3 v3.12.0
-	k8s.io/api v0.27.2
-	k8s.io/apimachinery v0.27.2
-	k8s.io/client-go v0.27.2
-	k8s.io/kubectl v0.27.2
+	golang.org/x/term v0.14.0
+	helm.sh/helm/v3 v3.13.2
+	k8s.io/api v0.28.3
+	k8s.io/apimachinery v0.28.3
+	k8s.io/client-go v0.28.3
+	k8s.io/kubectl v0.28.3
 
 )
 
 require github.com/adrg/xdg v0.4.0
 
 require (
-	buf.build/gen/go/k8sgpt-ai/k8sgpt/grpc/go v1.3.0-20230524215339-41d88e13ab7e.1
-	buf.build/gen/go/k8sgpt-ai/k8sgpt/protocolbuffers/go v1.30.0-20230524215339-41d88e13ab7e.1
-	github.com/aws/aws-sdk-go v1.44.281
+	buf.build/gen/go/k8sgpt-ai/k8sgpt/grpc/go v1.3.0-20231002095256-194bc640518b.1
+	buf.build/gen/go/k8sgpt-ai/k8sgpt/protocolbuffers/go v1.31.0-20231002095256-194bc640518b.1
+	github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.4.0
+	github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.2.0
+	github.com/aws/aws-sdk-go v1.47.9
+	github.com/cohere-ai/cohere-go v0.2.0
 )
 
-require github.com/jmespath/go-jmespath v0.4.0 // indirect
+require (
+	github.com/Azure/azure-sdk-for-go/sdk/azcore v1.8.0 // indirect
+	github.com/Azure/azure-sdk-for-go/sdk/internal v1.3.0 // indirect
+	github.com/AzureAD/microsoft-authentication-library-for-go v1.1.1 // indirect
+	github.com/Microsoft/hcsshim v0.11.0 // indirect
+	github.com/anchore/go-struct-converter v0.0.0-20221118182256-c68fdcfa2092 // indirect
+	github.com/cohere-ai/tokenizer v1.1.1 // indirect
+	github.com/dlclark/regexp2 v1.4.0 // indirect
+	github.com/golang-jwt/jwt/v5 v5.0.0 // indirect
+	github.com/google/gnostic-models v0.6.9-0.20230804172637-c7be7c783f49 // indirect
+	github.com/jmespath/go-jmespath v0.4.0 // indirect
+	github.com/kylelemons/godebug v1.1.0 // indirect
+	github.com/pkg/browser v0.0.0-20210911075715-681adbf594b8 // indirect
+	github.com/sagikazarmark/locafero v0.3.0 // indirect
+	github.com/sagikazarmark/slog-shim v0.1.0 // indirect
+	github.com/sourcegraph/conc v0.3.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20230920204549-e6e6cdab5c13 // indirect
+)
 
 require (
-	github.com/AdaLogics/go-fuzz-headers v0.0.0-20230106234847-43070de90fa1 // indirect
+	github.com/AdaLogics/go-fuzz-headers v0.0.0-20230811130428-ced1acdcaa24 // indirect
 	github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 // indirect
-	github.com/BurntSushi/toml v1.2.1 // indirect
+	github.com/BurntSushi/toml v1.3.2 // indirect
 	github.com/MakeNowJust/heredoc v1.0.0 // indirect
 	github.com/Masterminds/goutils v1.1.1 // indirect
-	github.com/Masterminds/semver/v3 v3.2.0 // indirect
+	github.com/Masterminds/semver/v3 v3.2.1 // indirect
 	github.com/Masterminds/sprig/v3 v3.2.3 // indirect
-	github.com/Masterminds/squirrel v1.5.3 // indirect
-	github.com/aquasecurity/defsec v0.86.0 // indirect
-	github.com/aquasecurity/go-dep-parser v0.0.0-20230413091456-df0396537e15 // indirect
+	github.com/Masterminds/squirrel v1.5.4 // indirect
+	github.com/aquasecurity/defsec v0.89.0 // indirect
+	github.com/aquasecurity/go-dep-parser v0.0.0-20230605080024-b71d9356a6c6 // indirect
 	github.com/aquasecurity/table v1.8.0 // indirect
 	github.com/aquasecurity/tml v0.6.1 // indirect
-	github.com/aquasecurity/trivy v0.40.0 // indirect
-	github.com/aquasecurity/trivy-db v0.0.0-20230411140759-3c2ee2168575 // indirect
+	github.com/aquasecurity/trivy v0.42.1 // indirect
+	github.com/aquasecurity/trivy-db v0.0.0-20230515061101-378ab9ed302c // indirect
 	github.com/asaskevich/govalidator v0.0.0-20230301143203-a9d515a09cc2 // indirect
 	github.com/beorn7/perks v1.0.1 // indirect
 	github.com/cespare/xxhash/v2 v2.2.0 // indirect
 	github.com/chai2010/gettext-go v1.0.2 // indirect
-	github.com/containerd/containerd v1.7.0 // indirect
-	github.com/cyphar/filepath-securejoin v0.2.3 // indirect
-	github.com/davecgh/go-spew v1.1.1 // indirect
-	github.com/docker/cli v23.0.1+incompatible // indirect
+	github.com/containerd/containerd v1.7.6 // indirect
+	github.com/cyphar/filepath-securejoin v0.2.4 // indirect
+	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
+	github.com/docker/cli v24.0.6+incompatible // indirect
 	github.com/docker/distribution v2.8.2+incompatible // indirect
-	github.com/docker/docker v23.0.3+incompatible // indirect
+	github.com/docker/docker v24.0.7+incompatible // indirect
 	github.com/docker/docker-credential-helpers v0.7.0 // indirect
 	github.com/docker/go-connections v0.4.0 // indirect
 	github.com/docker/go-metrics v0.0.1 // indirect
@@ -75,12 +95,12 @@ require (
 	github.com/gogo/protobuf v1.3.2 // indirect
 	github.com/golang/protobuf v1.5.3 // indirect
 	github.com/google/btree v1.1.2 // indirect
-	github.com/google/gnostic v0.6.9
+	github.com/google/gnostic v0.7.0
 	github.com/google/go-cmp v0.5.9 // indirect
-	github.com/google/go-containerregistry v0.14.0 // indirect
+	github.com/google/go-containerregistry v0.15.2 // indirect
 	github.com/google/gofuzz v1.2.0 // indirect
 	github.com/google/shlex v0.0.0-20191202100458-e7afc7fbc510 // indirect
-	github.com/google/uuid v1.3.0 // indirect
+	github.com/google/uuid v1.3.1 // indirect
 	github.com/gorilla/mux v1.8.0 // indirect
 	github.com/gosuri/uitable v0.0.4 // indirect
 	github.com/gregjones/httpcache v0.0.0-20190611155906-901d90724c79 // indirect
@@ -93,15 +113,15 @@ require (
 	github.com/jmoiron/sqlx v1.3.5 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/klauspost/compress v1.16.0 // indirect
+	github.com/klauspost/compress v1.17.0 // indirect
 	github.com/lann/builder v0.0.0-20180802200727-47ae307949d0 // indirect
 	github.com/lann/ps v0.0.0-20150810152359-62de8c46ede0 // indirect
-	github.com/lib/pq v1.10.7 // indirect
+	github.com/lib/pq v1.10.9 // indirect
 	github.com/liggitt/tabwriter v0.0.0-20181228230101-89fcab3d43de // indirect
 	github.com/mailru/easyjson v0.7.7 // indirect
-	github.com/masahiro331/go-xfs-filesystem v0.0.0-20221225060805-c02764233454 // indirect
+	github.com/masahiro331/go-xfs-filesystem v0.0.0-20230608043311-a335f4599b70 // indirect
 	github.com/mattn/go-colorable v0.1.13 // indirect
-	github.com/mattn/go-isatty v0.0.18 // indirect
+	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/mattn/go-runewidth v0.0.14 // indirect
 	github.com/matttproud/golang_protobuf_extensions v1.0.4 // indirect
 	github.com/mitchellh/colorstring v0.0.0-20190213212951-d06e56a500db // indirect
@@ -111,81 +131,74 @@ require (
 	github.com/mitchellh/reflectwalk v1.0.2 // indirect
 	github.com/moby/locker v1.0.1 // indirect
 	github.com/moby/spdystream v0.2.0 // indirect
-	github.com/moby/term v0.0.0-20221205130635-1aeaba878587 // indirect
+	github.com/moby/term v0.5.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/monochromegane/go-gitignore v0.0.0-20200626010858-205db1a8cc00 // indirect
 	github.com/morikuni/aec v1.0.0 // indirect
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
 	github.com/opencontainers/go-digest v1.0.0 // indirect
-	github.com/opencontainers/image-spec v1.1.0-rc2.0.20221020182949-4df8887994e8 // indirect
-	github.com/pelletier/go-toml/v2 v2.0.8 // indirect
+	github.com/opencontainers/image-spec v1.1.0-rc5 // indirect
+	github.com/pelletier/go-toml/v2 v2.1.0 // indirect
 	github.com/peterbourgon/diskv v2.0.1+incompatible // indirect
 	github.com/pkg/errors v0.9.1 // indirect
-	github.com/pmezard/go-difflib v1.0.0 // indirect
-	github.com/prometheus/client_golang v1.15.1
-	github.com/prometheus/client_model v0.3.0 // indirect
-	github.com/prometheus/common v0.42.0 // indirect
-	github.com/prometheus/procfs v0.9.0 // indirect
+	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
+	github.com/prometheus/client_golang v1.17.0
+	github.com/prometheus/client_model v0.4.1-0.20230718164431-9a2bf3000d16 // indirect
+	github.com/prometheus/common v0.44.0 // indirect
+	github.com/prometheus/procfs v0.11.1 // indirect
 	github.com/rivo/uniseg v0.4.4 // indirect
 	github.com/robfig/cron/v3 v3.0.1
-	github.com/rubenv/sql-migrate v1.3.1 // indirect
+	github.com/rubenv/sql-migrate v1.5.2 // indirect
 	github.com/russross/blackfriday/v2 v2.1.0 // indirect
-	github.com/samber/lo v1.37.0 // indirect
+	github.com/samber/lo v1.38.1 // indirect
 	github.com/shopspring/decimal v1.3.1 // indirect
-	github.com/sirupsen/logrus v1.9.0 // indirect
+	github.com/sirupsen/logrus v1.9.3 // indirect
 	github.com/spdx/tools-golang v0.5.0 // indirect
-	github.com/spf13/afero v1.9.5 // indirect
+	github.com/spf13/afero v1.10.0 // indirect
 	github.com/spf13/cast v1.5.1 // indirect
-	github.com/spf13/jwalterweatherman v1.1.0 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
-	github.com/subosito/gotenv v1.4.2 // indirect
+	github.com/subosito/gotenv v1.6.0 // indirect
 	github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect
 	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
 	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
-	github.com/xlab/treeprint v1.1.0 // indirect
+	github.com/xlab/treeprint v1.2.0 // indirect
 	go.opentelemetry.io/otel v1.14.0 // indirect
 	go.opentelemetry.io/otel/trace v1.14.0 // indirect
-	go.starlark.net v0.0.0-20221020143700-22309ac47eac // indirect
-	go.uber.org/atomic v1.10.0 // indirect
+	go.starlark.net v0.0.0-20230525235612-a134d8f9ddca // indirect
 	go.uber.org/multierr v1.11.0 // indirect
-	go.uber.org/zap v1.24.0
-	golang.org/x/crypto v0.9.0 // indirect
-	golang.org/x/exp v0.0.0-20230124195608-d38c7dcee874 // indirect
-	golang.org/x/net v0.10.0 // indirect
-	golang.org/x/oauth2 v0.7.0 // indirect
-	golang.org/x/sync v0.1.0 // indirect
-	golang.org/x/sys v0.9.0 // indirect
-	golang.org/x/text v0.9.0 // indirect
+	go.uber.org/zap v1.26.0
+	golang.org/x/crypto v0.14.0 // indirect
+	golang.org/x/exp v0.0.0-20230905200255-921286631fa9 // indirect
+	golang.org/x/net v0.17.0 // indirect
+	golang.org/x/oauth2 v0.12.0 // indirect
+	golang.org/x/sync v0.3.0 // indirect
+	golang.org/x/sys v0.14.0 // indirect
+	golang.org/x/text v0.13.0 // indirect
 	golang.org/x/time v0.3.0 // indirect
 	golang.org/x/xerrors v0.0.0-20220907171357-04be3eba64a2 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
-	google.golang.org/genproto v0.0.0-20230410155749-daa745c078e1 // indirect
-	google.golang.org/grpc v1.55.0
-	google.golang.org/protobuf v1.30.0 // indirect
+	google.golang.org/grpc v1.59.0
+	google.golang.org/protobuf v1.31.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
 	gopkg.in/ini.v1 v1.67.0 // indirect
 	gopkg.in/yaml.v2 v2.4.0 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
-	k8s.io/apiextensions-apiserver v0.27.1 // indirect
-	k8s.io/apiserver v0.27.1 // indirect
-	k8s.io/cli-runtime v0.27.2 // indirect
-	k8s.io/component-base v0.27.2 // indirect
-	k8s.io/klog/v2 v2.90.1 // indirect
-	k8s.io/kube-openapi v0.0.0-20230501164219-8b0f38b5fd1f // indirect
-	k8s.io/utils v0.0.0-20230313181309-38a27ef9d749 // indirect
-	oras.land/oras-go v1.2.2 // indirect
+	k8s.io/apiextensions-apiserver v0.28.2 // indirect
+	k8s.io/apiserver v0.28.2 // indirect
+	k8s.io/cli-runtime v0.28.3 // indirect
+	k8s.io/component-base v0.28.3 // indirect
+	k8s.io/klog/v2 v2.100.1 // indirect
+	k8s.io/kube-openapi v0.0.0-20230717233707-2695361300d9 // indirect
+	k8s.io/utils v0.0.0-20230406110748-d93618cff8a2 // indirect
+	oras.land/oras-go v1.2.4 // indirect
 	sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect
-	sigs.k8s.io/kustomize/api v0.13.2 // indirect
-	sigs.k8s.io/kustomize/kyaml v0.14.1 // indirect
+	sigs.k8s.io/kustomize/api v0.13.5-0.20230601165947-6ce0bf390ce3 // indirect
+	sigs.k8s.io/kustomize/kyaml v0.14.3-0.20230601165947-6ce0bf390ce3 // indirect
 	sigs.k8s.io/structured-merge-diff/v4 v4.2.3 // indirect
 	sigs.k8s.io/yaml v1.3.0 // indirect
 )
 
 // v1.2.0 is taken from github.com/open-policy-agent/opa v0.42.0
 // v1.2.0 incompatible with github.com/docker/docker v23.0.0-rc.1+incompatible
-replace oras.land/oras-go => oras.land/oras-go v1.2.3
-
-// v0.3.1-0.20230104082527-d6f58551be3f is taken from github.com/moby/buildkit v0.11.0
-// spdx logic write on v0.3.0 and incompatible with v0.3.1-0.20230104082527-d6f58551be3f
-replace github.com/spdx/tools-golang => github.com/spdx/tools-golang v0.3.0
+replace oras.land/oras-go => oras.land/oras-go v1.2.4

pkg/ai/amazonbedrock.go

@@ -0,0 +1,196 @@
+package ai
+
+import (
+	"context"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"strings"
+
+	"github.com/fatih/color"
+
+	"github.com/k8sgpt-ai/k8sgpt/pkg/cache"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+
+	"github.com/aws/aws-sdk-go/aws"
+	"github.com/aws/aws-sdk-go/aws/session"
+	"github.com/aws/aws-sdk-go/service/bedrockruntime"
+)
+
+// AmazonBedRockClient represents the client for interacting with the Amazon Bedrock service.
+type AmazonBedRockClient struct {
+	client      *bedrockruntime.BedrockRuntime
+	language    string
+	model       string
+	temperature float32
+}
+
+// InvokeModelResponseBody represents the response body structure from the model invocation.
+type InvokeModelResponseBody struct {
+	Completion  string `json:"completion"`
+	Stop_reason string `json:"stop_reason"`
+}
+
+// Amazon BedRock support region list US East (N. Virginia),US West (Oregon),Asia Pacific (Singapore),Asia Pacific (Tokyo),Europe (Frankfurt)
+// https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html#bedrock-regions
+const BEDROCK_DEFAULT_REGION = "us-east-1" // default use us-east-1 region
+
+const (
+	US_East_1      = "us-east-1"
+	US_West_2      = "us-west-2"
+	AP_Southeast_1 = "ap-southeast-1"
+	AP_Northeast_1 = "ap-northeast-1"
+	EU_Central_1   = "eu-central-1"
+)
+
+var BEDROCKER_SUPPORTED_REGION = []string{
+	US_East_1,
+	US_West_2,
+	AP_Southeast_1,
+	AP_Northeast_1,
+	EU_Central_1,
+}
+
+const (
+	ModelAnthropicClaudeV2        = "anthropic.claude-v2"
+	ModelAnthropicClaudeV1        = "anthropic.claude-v1"
+	ModelAnthropicClaudeInstantV1 = "anthropic.claude-instant-v1"
+)
+
+var BEDROCK_MODELS = []string{
+	ModelAnthropicClaudeV2,
+	ModelAnthropicClaudeV1,
+	ModelAnthropicClaudeInstantV1,
+}
+
+// GetModelOrDefault check config model
+func GetModelOrDefault(model string) string {
+
+	// Check if the provided model is in the list
+	for _, m := range BEDROCK_MODELS {
+		if m == model {
+			return model // Return the provided model
+		}
+	}
+
+	// Return the default model if the provided model is not in the list
+	return BEDROCK_MODELS[0]
+}
+
+// GetModelOrDefault check config region
+func GetRegionOrDefault(region string) string {
+
+	// Check if the provided model is in the list
+	for _, m := range BEDROCKER_SUPPORTED_REGION {
+		if m == region {
+			return region // Return the provided model
+		}
+	}
+
+	// Return the default model if the provided model is not in the list
+	return BEDROCK_DEFAULT_REGION
+}
+
+// Configure configures the AmazonBedRockClient with the provided configuration and language.
+func (a *AmazonBedRockClient) Configure(config IAIConfig, language string) error {
+
+	// Create a new AWS session
+	providerRegion := GetRegionOrDefault(config.GetProviderRegion())
+
+	sess, err := session.NewSession(&aws.Config{
+		Region: aws.String(providerRegion),
+	})
+
+	if err != nil {
+		return err
+	}
+
+	// Create a new BedrockRuntime client
+	a.client = bedrockruntime.New(sess)
+	a.language = language
+	a.model = GetModelOrDefault(config.GetModel())
+	a.temperature = config.GetTemperature()
+
+	return nil
+}
+
+// GetCompletion sends a request to the model for generating completion based on the provided prompt.
+func (a *AmazonBedRockClient) GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error) {
+
+	// Prepare the input data for the model invocation
+	request := map[string]interface{}{
+		"prompt":               fmt.Sprintf("\n\nHuman: %s  \n\nAssistant:", prompt),
+		"max_tokens_to_sample": 1024,
+		"temperature":          a.temperature,
+		"top_p":                0.9,
+	}
+
+	body, err := json.Marshal(request)
+	if err != nil {
+		return "", err
+	}
+
+	// Build the parameters for the model invocation
+	params := &bedrockruntime.InvokeModelInput{
+		Body:        body,
+		ModelId:     aws.String(a.model),
+		ContentType: aws.String("application/json"),
+		Accept:      aws.String("application/json"),
+	}
+	// Invoke the model
+	resp, err := a.client.InvokeModelWithContext(ctx, params)
+
+	if err != nil {
+		return "", err
+	}
+	// Parse the response body
+	output := &InvokeModelResponseBody{}
+	err = json.Unmarshal(resp.Body, output)
+	if err != nil {
+		return "", err
+	}
+	return output.Completion, nil
+}
+
+// Parse generates a completion for the provided prompt using the Amazon Bedrock model.
+func (a *AmazonBedRockClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
+	inputKey := strings.Join(prompt, " ")
+	// Check for cached data
+	cacheKey := util.GetCacheKey(a.GetName(), a.language, inputKey)
+
+	if !cache.IsCacheDisabled() && cache.Exists(cacheKey) {
+		response, err := cache.Load(cacheKey)
+		if err != nil {
+			return "", err
+		}
+
+		if response != "" {
+			output, err := base64.StdEncoding.DecodeString(response)
+			if err != nil {
+				color.Red("error decoding cached data: %v", err)
+				return "", nil
+			}
+			return string(output), nil
+		}
+	}
+
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
+
+	if err != nil {
+		return "", err
+	}
+
+	err = cache.Store(cacheKey, base64.StdEncoding.EncodeToString([]byte(response)))
+
+	if err != nil {
+		color.Red("error storing value to cache: %v", err)
+		return "", nil
+	}
+
+	return response, nil
+}
+
+// GetName returns the name of the AmazonBedRockClient.
+func (a *AmazonBedRockClient) GetName() string {
+	return "amazonbedrock"
+}

pkg/ai/amazonsagemaker.go

@@ -0,0 +1,170 @@
+/*
+Copyright 2023 The K8sGPT Authors.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package ai
+
+import (
+	"context"
+	"encoding/base64"
+	"fmt"
+	"strings"
+
+	"encoding/json"
+
+	"github.com/fatih/color"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/cache"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+
+	"github.com/aws/aws-sdk-go/aws"
+	"github.com/aws/aws-sdk-go/aws/session"
+	"github.com/aws/aws-sdk-go/service/sagemakerruntime"
+)
+
+type SageMakerAIClient struct {
+	client      *sagemakerruntime.SageMakerRuntime
+	language    string
+	model       string
+	temperature float32
+	endpoint    string
+	topP        float32
+	maxTokens   int
+}
+
+type Generations []struct {
+	Generation struct {
+		Role    string `json:"role"`
+		Content string `json:"content"`
+	} `json:"generation"`
+}
+
+type Request struct {
+	Inputs     [][]Message `json:"inputs"`
+	Parameters Parameters  `json:"parameters"`
+}
+
+type Message struct {
+	Role    string `json:"role"`
+	Content string `json:"content"`
+}
+
+type Parameters struct {
+	MaxNewTokens int     `json:"max_new_tokens"`
+	TopP         float64 `json:"top_p"`
+	Temperature  float64 `json:"temperature"`
+}
+
+func (c *SageMakerAIClient) Configure(config IAIConfig, language string) error {
+
+	// Create a new AWS session
+	sess := session.Must(session.NewSessionWithOptions(session.Options{
+		Config:            aws.Config{Region: aws.String(config.GetProviderRegion())},
+		SharedConfigState: session.SharedConfigEnable,
+	}))
+
+	c.language = language
+	// Create a new SageMaker runtime client
+	c.client = sagemakerruntime.New(sess)
+	c.model = config.GetModel()
+	c.endpoint = config.GetEndpointName()
+	c.temperature = config.GetTemperature()
+	c.maxTokens = config.GetMaxTokens()
+	c.topP = config.GetTopP()
+	return nil
+}
+
+func (c *SageMakerAIClient) GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error) {
+	// Create a completion request
+
+	if len(promptTmpl) == 0 {
+		promptTmpl = PromptMap["default"]
+	}
+
+	request := Request{
+		Inputs: [][]Message{
+			{
+				{Role: "system", Content: "DEFAULT_PROMPT"},
+				{Role: "user", Content: fmt.Sprintf(promptTmpl, c.language, prompt)},
+			},
+		},
+
+		Parameters: Parameters{
+			MaxNewTokens: int(c.maxTokens),
+			TopP:         float64(c.topP),
+			Temperature:  float64(c.temperature),
+		},
+	}
+
+	// Convert request to []byte
+	bytesData, err := json.Marshal(request)
+	if err != nil {
+		return "", err
+	}
+
+	// Create an input object
+	input := &sagemakerruntime.InvokeEndpointInput{
+		Body:             bytesData,
+		EndpointName:     aws.String(c.endpoint),
+		ContentType:      aws.String("application/json"), // Set the content type as per your model's requirements
+		Accept:           aws.String("application/json"), // Set the accept type as per your model's requirements
+		CustomAttributes: aws.String("accept_eula=true"),
+	}
+
+	// Call the InvokeEndpoint function
+	result, err := c.client.InvokeEndpoint(input)
+	if err != nil {
+		return "", err
+	}
+
+	// // Define a slice of Generations
+	var generations Generations
+
+	err = json.Unmarshal([]byte(string(result.Body)), &generations)
+	if err != nil {
+		return "", err
+	}
+	// Check for length of generations
+	if len(generations) != 1 {
+		return "", fmt.Errorf("Expected exactly one generation, but got %d", len(generations))
+	}
+
+	// Access the content
+	content := generations[0].Generation.Content
+	return content, nil
+}
+
+func (a *SageMakerAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
+	// parse the text with the AI backend
+	inputKey := strings.Join(prompt, " ")
+	// Check for cached data
+	sEnc := base64.StdEncoding.EncodeToString([]byte(inputKey))
+	cacheKey := util.GetCacheKey(a.GetName(), a.language, sEnc)
+
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
+	if err != nil {
+		color.Red("error getting completion: %v", err)
+		return "", err
+	}
+
+	err = cache.Store(cacheKey, base64.StdEncoding.EncodeToString([]byte(response)))
+
+	if err != nil {
+		color.Red("error storing value to cache: %v", err)
+		return "", err
+	}
+
+	return response, nil
+}
+
+func (a *SageMakerAIClient) GetName() string {
+	return "amazonsagemaker"
+}

pkg/ai/azureopenai.go

@@ -16,16 +16,26 @@ import (
 )
 
 type AzureAIClient struct {
-	client   *openai.Client
-	language string
-	model    string
+	client      *openai.Client
+	language    string
+	model       string
+	temperature float32
 }
 
 func (c *AzureAIClient) Configure(config IAIConfig, lang string) error {
 	token := config.GetPassword()
 	baseURL := config.GetBaseURL()
 	engine := config.GetEngine()
-	defaultConfig := openai.DefaultAzureConfig(token, baseURL, engine)
+	defaultConfig := openai.DefaultAzureConfig(token, baseURL)
+
+	defaultConfig.AzureModelMapperFunc = func(model string) string {
+		// If you use a deployment name different from the model name, you can customize the AzureModelMapperFunc function
+		azureModelMapping := map[string]string{
+			model: engine,
+		}
+		return azureModelMapping[model]
+
+	}
 	client := openai.NewClientWithConfig(defaultConfig)
 	if client == nil {
 		return errors.New("error creating Azure OpenAI client")
@@ -33,6 +43,7 @@ func (c *AzureAIClient) Configure(config IAIConfig, lang string) error {
 	c.language = lang
 	c.client = client
 	c.model = config.GetModel()
+	c.temperature = config.GetTemperature()
 	return nil
 }
 
@@ -42,10 +53,11 @@ func (c *AzureAIClient) GetCompletion(ctx context.Context, prompt string, prompt
 		Model: c.model,
 		Messages: []openai.ChatCompletionMessage{
 			{
-				Role:    "user",
+				Role:    openai.ChatMessageRoleUser,
 				Content: fmt.Sprintf(default_prompt, c.language, prompt),
 			},
 		},
+		Temperature: c.temperature,
 	})
 	if err != nil {
 		return "", err

pkg/ai/cohere.go

@@ -0,0 +1,118 @@
+/*
+Copyright 2023 The K8sGPT Authors.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package ai
+
+import (
+	"context"
+	"encoding/base64"
+	"errors"
+	"fmt"
+	"strings"
+
+	"github.com/cohere-ai/cohere-go"
+	"github.com/fatih/color"
+
+	"github.com/k8sgpt-ai/k8sgpt/pkg/cache"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+)
+
+type CohereClient struct {
+	client      *cohere.Client
+	language    string
+	model       string
+	temperature float32
+}
+
+func (c *CohereClient) Configure(config IAIConfig, language string) error {
+	token := config.GetPassword()
+
+	client, err := cohere.CreateClient(token)
+	if err != nil {
+		return err
+	}
+
+	baseURL := config.GetBaseURL()
+	if baseURL != "" {
+		client.BaseURL = baseURL
+	}
+
+	if client == nil {
+		return errors.New("error creating Cohere client")
+	}
+	c.language = language
+	c.client = client
+	c.model = config.GetModel()
+	c.temperature = config.GetTemperature()
+	return nil
+}
+
+func (c *CohereClient) GetCompletion(ctx context.Context, prompt, promptTmpl string) (string, error) {
+	// Create a completion request
+	if len(promptTmpl) == 0 {
+		promptTmpl = PromptMap["default"]
+	}
+	resp, err := c.client.Generate(cohere.GenerateOptions{
+		Model:             c.model,
+		Prompt:            fmt.Sprintf(strings.TrimSpace(promptTmpl), c.language, prompt),
+		MaxTokens:         cohere.Uint(2048),
+		Temperature:       cohere.Float64(float64(c.temperature)),
+		K:                 cohere.Int(0),
+		StopSequences:     []string{},
+		ReturnLikelihoods: "NONE",
+	})
+	if err != nil {
+		return "", err
+	}
+	return resp.Generations[0].Text, nil
+}
+
+func (a *CohereClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
+	inputKey := strings.Join(prompt, " ")
+	// Check for cached data
+	cacheKey := util.GetCacheKey(a.GetName(), a.language, inputKey)
+
+	if !cache.IsCacheDisabled() && cache.Exists(cacheKey) {
+		response, err := cache.Load(cacheKey)
+		if err != nil {
+			return "", err
+		}
+
+		if response != "" {
+			output, err := base64.StdEncoding.DecodeString(response)
+			if err != nil {
+				color.Red("error decoding cached data: %v", err)
+				return "", nil
+			}
+			return string(output), nil
+		}
+	}
+
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
+	if err != nil {
+		return "", err
+	}
+
+	err = cache.Store(cacheKey, base64.StdEncoding.EncodeToString([]byte(response)))
+
+	if err != nil {
+		color.Red("error storing value to cache: %v", err)
+		return "", nil
+	}
+
+	return response, nil
+}
+
+func (a *CohereClient) GetName() string {
+	return "cohere"
+}

pkg/ai/iai.go

@@ -25,12 +25,18 @@ var (
 		&AzureAIClient{},
 		&LocalAIClient{},
 		&NoOpAIClient{},
+		&CohereClient{},
+		&AmazonBedRockClient{},
+		&SageMakerAIClient{},
 	}
 	Backends = []string{
 		"openai",
 		"localai",
 		"azureopenai",
 		"noopai",
+		"cohere",
+		"amazonbedrock",
+		"amazonsagemaker",
 	}
 )
 
@@ -45,7 +51,12 @@ type IAIConfig interface {
 	GetPassword() string
 	GetModel() string
 	GetBaseURL() string
+	GetEndpointName() string
 	GetEngine() string
+	GetTemperature() float32
+	GetProviderRegion() string
+	GetTopP() float32
+	GetMaxTokens() int
 }
 
 func NewClient(provider string) IAI {
@@ -64,17 +75,34 @@ type AIConfiguration struct {
 }
 
 type AIProvider struct {
-	Name     string `mapstructure:"name"`
-	Model    string `mapstructure:"model"`
-	Password string `mapstructure:"password" yaml:"password,omitempty"`
-	BaseURL  string `mapstructure:"baseurl" yaml:"baseurl,omitempty"`
-	Engine   string `mapstructure:"engine" yaml:"engine,omitempty"`
+	Name           string  `mapstructure:"name"`
+	Model          string  `mapstructure:"model"`
+	Password       string  `mapstructure:"password" yaml:"password,omitempty"`
+	BaseURL        string  `mapstructure:"baseurl" yaml:"baseurl,omitempty"`
+	EndpointName   string  `mapstructure:"endpointname" yaml:"endpointname,omitempty"`
+	Engine         string  `mapstructure:"engine" yaml:"engine,omitempty"`
+	Temperature    float32 `mapstructure:"temperature" yaml:"temperature,omitempty"`
+	ProviderRegion string  `mapstructure:"providerregion" yaml:"providerregion,omitempty"`
+	TopP           float32 `mapstructure:"topp" yaml:"topp,omitempty"`
+	MaxTokens      int     `mapstructure:"maxtokens" yaml:"maxtokens,omitempty"`
 }
 
 func (p *AIProvider) GetBaseURL() string {
 	return p.BaseURL
 }
 
+func (p *AIProvider) GetEndpointName() string {
+	return p.EndpointName
+}
+
+func (p *AIProvider) GetTopP() float32 {
+	return p.TopP
+}
+
+func (p *AIProvider) GetMaxTokens() int {
+	return p.MaxTokens
+}
+
 func (p *AIProvider) GetPassword() string {
 	return p.Password
 }
@@ -86,7 +114,21 @@ func (p *AIProvider) GetModel() string {
 func (p *AIProvider) GetEngine() string {
 	return p.Engine
 }
+func (p *AIProvider) GetTemperature() float32 {
+	return p.Temperature
+}
+
+func (p *AIProvider) GetProviderRegion() string {
+	return p.ProviderRegion
+}
+
+var passwordlessProviders = []string{"localai", "amazonsagemaker", "amazonbedrock"}
 
 func NeedPassword(backend string) bool {
-	return backend != "localai"
+	for _, b := range passwordlessProviders {
+		if b == backend {
+			return false
+		}
+	}
+	return true
 }

pkg/ai/openai.go

@@ -29,11 +29,20 @@ import (
 )
 
 type OpenAIClient struct {
-	client   *openai.Client
-	language string
-	model    string
+	client      *openai.Client
+	language    string
+	model       string
+	temperature float32
 }
 
+const (
+	// OpenAI completion parameters
+	maxToken         = 2048
+	presencePenalty  = 0.0
+	frequencyPenalty = 0.0
+	topP             = 1.0
+)
+
 func (c *OpenAIClient) Configure(config IAIConfig, language string) error {
 	token := config.GetPassword()
 	defaultConfig := openai.DefaultConfig(token)
@@ -50,6 +59,7 @@ func (c *OpenAIClient) Configure(config IAIConfig, language string) error {
 	c.language = language
 	c.client = client
 	c.model = config.GetModel()
+	c.temperature = config.GetTemperature()
 	return nil
 }
 
@@ -66,6 +76,11 @@ func (c *OpenAIClient) GetCompletion(ctx context.Context, prompt string, promptT
 				Content: fmt.Sprintf(promptTmpl, c.language, prompt),
 			},
 		},
+		Temperature:      c.temperature,
+		MaxTokens:        maxToken,
+		PresencePenalty:  presencePenalty,
+		FrequencyPenalty: frequencyPenalty,
+		TopP:             topP,
 	})
 	if err != nil {
 		return "", err

pkg/ai/prompts.go

@@ -6,10 +6,12 @@ const (
 	Error: {Explain error here}
 	Solution: {Step by step solution here}
 	`
-	trivy_prompt = "Explain the following trivy scan result and the detail risk or root cause of the CVE ID, then provide a solution. Response in %s: %s"
+	trivy_vuln_prompt = "Explain the following trivy scan result and the detail risk or root cause of the CVE ID, then provide a solution. Response in %s: %s"
+	trivy_conf_prompt = "Explain the following trivy scan result and the detail risk or root cause of the security check, then provide a solution."
 )
 
 var PromptMap = map[string]string{
 	"default":             default_prompt,
-	"VulnerabilityReport": trivy_prompt, // for Trivy intergration, the key should match `Result.Kind` in pkg/common/types.go
+	"VulnerabilityReport": trivy_vuln_prompt, // for Trivy integration, the key should match `Result.Kind` in pkg/common/types.go
+	"ConfigAuditReport":   trivy_conf_prompt,
 }

pkg/analyzer/analyzer.go

@@ -32,21 +32,24 @@ var (
 )
 
 var coreAnalyzerMap = map[string]common.IAnalyzer{
-	"Pod":                   PodAnalyzer{},
-	"Deployment":            DeploymentAnalyzer{},
-	"ReplicaSet":            ReplicaSetAnalyzer{},
-	"PersistentVolumeClaim": PvcAnalyzer{},
-	"Service":               ServiceAnalyzer{},
-	"Ingress":               IngressAnalyzer{},
-	"StatefulSet":           StatefulSetAnalyzer{},
-	"CronJob":               CronJobAnalyzer{},
-	"Node":                  NodeAnalyzer{},
+	"Pod":                            PodAnalyzer{},
+	"Deployment":                     DeploymentAnalyzer{},
+	"ReplicaSet":                     ReplicaSetAnalyzer{},
+	"PersistentVolumeClaim":          PvcAnalyzer{},
+	"Service":                        ServiceAnalyzer{},
+	"Ingress":                        IngressAnalyzer{},
+	"StatefulSet":                    StatefulSetAnalyzer{},
+	"CronJob":                        CronJobAnalyzer{},
+	"Node":                           NodeAnalyzer{},
+	"ValidatingWebhookConfiguration": ValidatingWebhookAnalyzer{},
+	"MutatingWebhookConfiguration":   MutatingWebhookAnalyzer{},
 }
 
 var additionalAnalyzerMap = map[string]common.IAnalyzer{
 	"HorizontalPodAutoScaler": HpaAnalyzer{},
 	"PodDisruptionBudget":     PdbAnalyzer{},
 	"NetworkPolicy":           NetworkPolicyAnalyzer{},
+	"Log":                     LogAnalyzer{},
 }
 
 func ListFilters() ([]string, []string, []string) {
@@ -71,7 +74,7 @@ func ListFilters() ([]string, []string, []string) {
 				fmt.Println(color.RedString(err.Error()))
 				os.Exit(1)
 			}
-			integrationAnalyzers = append(integrationAnalyzers, in.GetAnalyzerName())
+			integrationAnalyzers = append(integrationAnalyzers, in.GetAnalyzerName()...)
 		}
 	}
 

pkg/analyzer/ingress.go

@@ -98,26 +98,28 @@ func (IngressAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 
 		// loop over rules
 		for _, rule := range ing.Spec.Rules {
-			// loop over paths
-			for _, path := range rule.HTTP.Paths {
-				_, err := a.Client.GetClient().CoreV1().Services(ing.Namespace).Get(a.Context, path.Backend.Service.Name, metav1.GetOptions{})
-				if err != nil {
-					doc := apiDoc.GetApiDocV2("spec.rules.http.paths.backend.service")
+			// loop over HTTP paths
+			if rule.HTTP != nil {
+				for _, path := range rule.HTTP.Paths {
+					_, err := a.Client.GetClient().CoreV1().Services(ing.Namespace).Get(a.Context, path.Backend.Service.Name, metav1.GetOptions{})
+					if err != nil {
+						doc := apiDoc.GetApiDocV2("spec.rules.http.paths.backend.service")
 
-					failures = append(failures, common.Failure{
-						Text:          fmt.Sprintf("Ingress uses the service %s/%s which does not exist.", ing.Namespace, path.Backend.Service.Name),
-						KubernetesDoc: doc,
-						Sensitive: []common.Sensitive{
-							{
-								Unmasked: ing.Namespace,
-								Masked:   util.MaskString(ing.Namespace),
+						failures = append(failures, common.Failure{
+							Text:          fmt.Sprintf("Ingress uses the service %s/%s which does not exist.", ing.Namespace, path.Backend.Service.Name),
+							KubernetesDoc: doc,
+							Sensitive: []common.Sensitive{
+								{
+									Unmasked: ing.Namespace,
+									Masked:   util.MaskString(ing.Namespace),
+								},
+								{
+									Unmasked: path.Backend.Service.Name,
+									Masked:   util.MaskString(path.Backend.Service.Name),
+								},
 							},
-							{
-								Unmasked: path.Backend.Service.Name,
-								Masked:   util.MaskString(path.Backend.Service.Name),
-							},
-						},
-					})
+						})
+					}
 				}
 			}
 		}

pkg/analyzer/log.go

@@ -0,0 +1,116 @@
+/*
+Copyright 2023 The K8sGPT Authors.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package analyzer
+
+import (
+	"fmt"
+	"regexp"
+	"strings"
+
+	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+	v1 "k8s.io/api/core/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+)
+
+var (
+	errorPattern = regexp.MustCompile(`(error|exception|fail)`)
+	tailLines    = int64(100)
+)
+
+type LogAnalyzer struct {
+}
+
+func (LogAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
+
+	kind := "Log"
+
+	AnalyzerErrorsMetric.DeletePartialMatch(map[string]string{
+		"analyzer_name": kind,
+	})
+
+	// search all namespaces for pods that are not running
+	list, err := a.Client.GetClient().CoreV1().Pods(a.Namespace).List(a.Context, metav1.ListOptions{})
+	if err != nil {
+		return nil, err
+	}
+	var preAnalysis = map[string]common.PreAnalysis{}
+	// Iterate through each pod
+
+	for _, pod := range list.Items {
+		var failures []common.Failure
+		podName := pod.Name
+		podLogOptions := v1.PodLogOptions{
+			TailLines: &tailLines,
+		}
+
+		podLogs, err := a.Client.Client.CoreV1().Pods(pod.Namespace).GetLogs(podName, &podLogOptions).DoRaw(a.Context)
+		if err != nil {
+			failures = append(failures, common.Failure{
+				Text: fmt.Sprintf("Error %s from Pod %s", err.Error(), pod.Name),
+				Sensitive: []common.Sensitive{
+					{
+						Unmasked: pod.Name,
+						Masked:   util.MaskString(pod.Name),
+					},
+				},
+			})
+
+		} else {
+			rawlogs := string(podLogs)
+			if errorPattern.MatchString(rawlogs) {
+				failures = append(failures, common.Failure{
+					Text: printErrorLines(pod.Name, pod.Namespace, rawlogs, errorPattern),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: pod.Name,
+							Masked:   util.MaskString(pod.Name),
+						},
+					},
+				})
+			}
+		}
+		if len(failures) > 0 {
+			preAnalysis[fmt.Sprintf("%s/%s", pod.Namespace, pod.Name)] = common.PreAnalysis{
+				FailureDetails: failures,
+				Pod:            pod,
+			}
+			AnalyzerErrorsMetric.WithLabelValues(kind, pod.Name, pod.Namespace).Set(float64(len(failures)))
+		}
+	}
+	for key, value := range preAnalysis {
+		currentAnalysis := common.Result{
+			Kind:  "Pod",
+			Name:  key,
+			Error: value.FailureDetails,
+		}
+		parent, _ := util.GetParent(a.Client, value.Pod.ObjectMeta)
+		currentAnalysis.ParentObject = parent
+		a.Results = append(a.Results, currentAnalysis)
+	}
+
+	return a.Results, nil
+}
+func printErrorLines(podName, namespace, logs string, errorPattern *regexp.Regexp) string {
+	// Split the logs into lines
+	logLines := strings.Split(logs, "\n")
+
+	// Check each line for errors and print the lines containing errors
+	for _, line := range logLines {
+		if errorPattern.MatchString(line) {
+			return line
+		}
+	}
+	return ""
+}

pkg/analyzer/mutating_webhook.go

@@ -0,0 +1,155 @@
+/*
+Copyright 2023 The K8sGPT Authors.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package analyzer
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/kubernetes"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/runtime/schema"
+)
+
+type MutatingWebhookAnalyzer struct{}
+
+func (MutatingWebhookAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
+
+	kind := "MutatingWebhookConfiguration"
+	apiDoc := kubernetes.K8sApiReference{
+		Kind: kind,
+		ApiVersion: schema.GroupVersion{
+			Group:   "apps",
+			Version: "v1",
+		},
+		OpenapiSchema: a.OpenapiSchema,
+	}
+
+	AnalyzerErrorsMetric.DeletePartialMatch(map[string]string{
+		"analyzer_name": kind,
+	})
+
+	mutatingWebhooks, err := a.Client.GetClient().AdmissionregistrationV1().MutatingWebhookConfigurations().List(context.Background(), v1.ListOptions{})
+	if err != nil {
+		return nil, err
+	}
+
+	var preAnalysis = map[string]common.PreAnalysis{}
+
+	for _, webhookConfig := range mutatingWebhooks.Items {
+		for _, webhook := range webhookConfig.Webhooks {
+			var failures []common.Failure
+
+			if webhook.ClientConfig.Service == nil {
+				continue
+			}
+			svc := webhook.ClientConfig.Service
+			// Get the service
+			service, err := a.Client.GetClient().CoreV1().Services(svc.Namespace).Get(context.Background(), svc.Name, v1.GetOptions{})
+			if err != nil {
+				// If the service is not found, we can't check the pods
+				failures = append(failures, common.Failure{
+					Text:          fmt.Sprintf("Service %s not found as mapped to by Mutating Webhook %s", svc.Name, webhook.Name),
+					KubernetesDoc: apiDoc.GetApiDocV2("spec.webhook.clientConfig.service"),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: webhookConfig.Namespace,
+							Masked:   util.MaskString(webhookConfig.Namespace),
+						},
+						{
+							Unmasked: svc.Name,
+							Masked:   util.MaskString(svc.Name),
+						},
+					},
+				})
+				continue
+			}
+
+			// When Service selectors are empty we defer to service analyser
+			if len(service.Spec.Selector) == 0 {
+				continue
+			}
+			// Get pods within service
+			pods, err := a.Client.GetClient().CoreV1().Pods(svc.Namespace).List(context.Background(), v1.ListOptions{
+				LabelSelector: util.MapToString(service.Spec.Selector),
+			})
+			if err != nil {
+				return nil, err
+			}
+
+			if len(pods.Items) == 0 {
+				failures = append(failures, common.Failure{
+					Text:          fmt.Sprintf("No active pods found within service %s as mapped to by Mutating Webhook %s", svc.Name, webhook.Name),
+					KubernetesDoc: apiDoc.GetApiDocV2("spec.webhook.clientConfig.service"),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: webhookConfig.Namespace,
+							Masked:   util.MaskString(webhookConfig.Namespace),
+						},
+					},
+				})
+
+			}
+			for _, pod := range pods.Items {
+				if pod.Status.Phase != "Running" {
+					doc := apiDoc.GetApiDocV2("spec.webhook")
+					failures = append(failures, common.Failure{
+						Text: fmt.Sprintf(
+							"Mutating Webhook (%s) is pointing to an inactive receiver pod (%s)",
+							webhook.Name,
+							pod.Name,
+						),
+						KubernetesDoc: doc,
+						Sensitive: []common.Sensitive{
+							{
+								Unmasked: webhookConfig.Namespace,
+								Masked:   util.MaskString(webhookConfig.Namespace),
+							},
+							{
+								Unmasked: webhook.Name,
+								Masked:   util.MaskString(webhook.Name),
+							},
+							{
+								Unmasked: pod.Name,
+								Masked:   util.MaskString(pod.Name),
+							},
+						},
+					})
+				}
+			}
+			if len(failures) > 0 {
+				preAnalysis[fmt.Sprintf("%s/%s", webhookConfig.Namespace, webhook.Name)] = common.PreAnalysis{
+					MutatingWebhook: webhookConfig,
+					FailureDetails:  failures,
+				}
+				AnalyzerErrorsMetric.WithLabelValues(kind, webhook.Name, webhookConfig.Namespace).Set(float64(len(failures)))
+			}
+		}
+	}
+	for key, value := range preAnalysis {
+		var currentAnalysis = common.Result{
+			Kind:  kind,
+			Name:  key,
+			Error: value.FailureDetails,
+		}
+
+		parent, _ := util.GetParent(a.Client, value.MutatingWebhook.ObjectMeta)
+		currentAnalysis.ParentObject = parent
+		a.Results = append(a.Results, currentAnalysis)
+	}
+
+	return a.Results, nil
+}

pkg/analyzer/pdb.go

@@ -58,21 +58,23 @@ func (PdbAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 			if pdb.Spec.MinAvailable != nil {
 				doc = apiDoc.GetApiDocV2("spec.minAvailable")
 			}
-			for k, v := range pdb.Spec.Selector.MatchLabels {
-				failures = append(failures, common.Failure{
-					Text:          fmt.Sprintf("%s, expected pdb pod label %s=%s", pdb.Status.Conditions[0].Reason, k, v),
-					KubernetesDoc: doc,
-					Sensitive: []common.Sensitive{
-						{
-							Unmasked: k,
-							Masked:   util.MaskString(k),
+			if pdb.Spec.Selector != nil && pdb.Spec.Selector.MatchLabels != nil {
+				for k, v := range pdb.Spec.Selector.MatchLabels {
+					failures = append(failures, common.Failure{
+						Text:          fmt.Sprintf("%s, expected pdb pod label %s=%s", pdb.Status.Conditions[0].Reason, k, v),
+						KubernetesDoc: doc,
+						Sensitive: []common.Sensitive{
+							{
+								Unmasked: k,
+								Masked:   util.MaskString(k),
+							},
+							{
+								Unmasked: v,
+								Masked:   util.MaskString(v),
+							},
 						},
-						{
-							Unmasked: v,
-							Masked:   util.MaskString(v),
-						},
-					},
-				})
+					})
+				}
 			}
 		}
 

pkg/analyzer/pod.go

@@ -60,7 +60,7 @@ func (PodAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 		// Check through container status to check for crashes or unready
 		for _, containerStatus := range pod.Status.ContainerStatuses {
 			if containerStatus.State.Waiting != nil {
-				if containerStatus.State.Waiting.Reason == "CrashLoopBackOff" || containerStatus.State.Waiting.Reason == "ImagePullBackOff" {
+				if containerStatus.State.Waiting.Reason == "CrashLoopBackOff" || containerStatus.State.Waiting.Reason == "ImagePullBackOff" || containerStatus.State.Waiting.Reason == "CreateContainerConfigError" {
 					if containerStatus.State.Waiting.Message != "" {
 						failures = append(failures, common.Failure{
 							Text:      containerStatus.State.Waiting.Message,

pkg/analyzer/service.go

@@ -17,10 +17,12 @@ import (
 	"fmt"
 
 	"github.com/fatih/color"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/client-go/tools/leaderelection/resourcelock"
+
 	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/kubernetes"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
-	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/runtime/schema"
 )
 
@@ -55,6 +57,10 @@ func (ServiceAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 
 		// Check for empty service
 		if len(ep.Subsets) == 0 {
+			if _, ok := ep.Annotations[resourcelock.LeaderElectionRecordAnnotationKey]; ok {
+				continue
+			}
+
 			svc, err := a.Client.GetClient().CoreV1().Services(ep.Namespace).Get(a.Context, ep.Name, metav1.GetOptions{})
 			if err != nil {
 				color.Yellow("Service %s/%s does not exist", ep.Namespace, ep.Name)

pkg/analyzer/validating_webhook.go

@@ -0,0 +1,153 @@
+/*
+Copyright 2023 The K8sGPT Authors.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package analyzer
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/kubernetes"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
+	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/runtime/schema"
+)
+
+type ValidatingWebhookAnalyzer struct{}
+
+func (ValidatingWebhookAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
+
+	kind := "ValidatingWebhookConfgiguration"
+	apiDoc := kubernetes.K8sApiReference{
+		Kind: kind,
+		ApiVersion: schema.GroupVersion{
+			Group:   "apps",
+			Version: "v1",
+		},
+		OpenapiSchema: a.OpenapiSchema,
+	}
+
+	AnalyzerErrorsMetric.DeletePartialMatch(map[string]string{
+		"analyzer_name": kind,
+	})
+
+	validatingWebhooks, err := a.Client.GetClient().AdmissionregistrationV1().ValidatingWebhookConfigurations().List(context.Background(), v1.ListOptions{})
+	if err != nil {
+		return nil, err
+	}
+	var preAnalysis = map[string]common.PreAnalysis{}
+
+	for _, webhookConfig := range validatingWebhooks.Items {
+		for _, webhook := range webhookConfig.Webhooks {
+			var failures []common.Failure
+			if webhook.ClientConfig.Service == nil {
+				continue
+			}
+			svc := webhook.ClientConfig.Service
+			// Get the service
+			service, err := a.Client.GetClient().CoreV1().Services(svc.Namespace).Get(context.Background(), svc.Name, v1.GetOptions{})
+			if err != nil {
+				// If the service is not found, we can't check the pods
+				failures = append(failures, common.Failure{
+					Text:          fmt.Sprintf("Service %s not found as mapped to by Validating Webhook %s", svc.Name, webhook.Name),
+					KubernetesDoc: apiDoc.GetApiDocV2("spec.webhook.clientConfig.service"),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: webhookConfig.Namespace,
+							Masked:   util.MaskString(webhookConfig.Namespace),
+						},
+						{
+							Unmasked: svc.Name,
+							Masked:   util.MaskString(svc.Name),
+						},
+					},
+				})
+				continue
+			}
+
+			// When Service selectors are empty we defer to service analyser
+			if len(service.Spec.Selector) == 0 {
+				continue
+			}
+			// Get pods within service
+			pods, err := a.Client.GetClient().CoreV1().Pods(svc.Namespace).List(context.Background(), v1.ListOptions{
+				LabelSelector: util.MapToString(service.Spec.Selector),
+			})
+			if err != nil {
+				return nil, err
+			}
+
+			if len(pods.Items) == 0 {
+				failures = append(failures, common.Failure{
+					Text:          fmt.Sprintf("No active pods found within service %s as mapped to by Validating Webhook %s", svc.Name, webhook.Name),
+					KubernetesDoc: apiDoc.GetApiDocV2("spec.webhook.clientConfig.service"),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: webhookConfig.Namespace,
+							Masked:   util.MaskString(webhookConfig.Namespace),
+						},
+					},
+				})
+
+			}
+			for _, pod := range pods.Items {
+				if pod.Status.Phase != "Running" {
+					doc := apiDoc.GetApiDocV2("spec.webhook")
+					failures = append(failures, common.Failure{
+						Text: fmt.Sprintf(
+							"Validating Webhook (%s) is pointing to an inactive receiver pod (%s)",
+							webhook.Name,
+							pod.Name,
+						),
+						KubernetesDoc: doc,
+						Sensitive: []common.Sensitive{
+							{
+								Unmasked: webhookConfig.Namespace,
+								Masked:   util.MaskString(webhookConfig.Namespace),
+							},
+							{
+								Unmasked: webhook.Name,
+								Masked:   util.MaskString(webhook.Name),
+							},
+							{
+								Unmasked: pod.Name,
+								Masked:   util.MaskString(pod.Name),
+							},
+						},
+					})
+				}
+			}
+			if len(failures) > 0 {
+				preAnalysis[fmt.Sprintf("%s/%s", webhookConfig.Namespace, webhook.Name)] = common.PreAnalysis{
+					ValidatingWebhook: webhookConfig,
+					FailureDetails:    failures,
+				}
+				AnalyzerErrorsMetric.WithLabelValues(kind, webhook.Name, webhookConfig.Namespace).Set(float64(len(failures)))
+			}
+		}
+	}
+	for key, value := range preAnalysis {
+		var currentAnalysis = common.Result{
+			Kind:  kind,
+			Name:  key,
+			Error: value.FailureDetails,
+		}
+
+		parent, _ := util.GetParent(a.Client, value.ValidatingWebhook.ObjectMeta)
+		currentAnalysis.ParentObject = parent
+		a.Results = append(a.Results, currentAnalysis)
+	}
+
+	return a.Results, nil
+}

pkg/cache/azuresa_based.go

@@ -0,0 +1,138 @@
+package cache
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"log"
+	"strings"
+
+	"github.com/Azure/azure-sdk-for-go/sdk/azidentity"
+	"github.com/Azure/azure-sdk-for-go/sdk/storage/azblob"
+	"github.com/spf13/viper"
+)
+
+// Generate ICache implementation
+type AzureCache struct {
+	ctx           context.Context
+	noCache       bool
+	containerName string
+	session       *azblob.Client
+}
+
+func (s *AzureCache) Store(key string, data string) error {
+	// Store the object as a new file in the Azure blob storage with data as the content
+	cacheData := []byte(data)
+	_, err := s.session.UploadBuffer(s.ctx, s.containerName, key, cacheData, &azblob.UploadBufferOptions{})
+	return err
+}
+
+func (s *AzureCache) Load(key string) (string, error) {
+	// Load blob file contents
+	load, err := s.session.DownloadStream(s.ctx, s.containerName, key, nil)
+	if err != nil {
+		return "", err
+	}
+	data := bytes.Buffer{}
+	retryReader := load.NewRetryReader(s.ctx, &azblob.RetryReaderOptions{})
+	_, err = data.ReadFrom(retryReader)
+	if err != nil {
+		return "", err
+	}
+	if err := retryReader.Close(); err != nil {
+		return "", err
+	}
+	return data.String(), nil
+}
+
+func (s *AzureCache) List() ([]string, error) {
+	// List the files in the blob containerName
+	files := []string{}
+
+	pager := s.session.NewListBlobsFlatPager(s.containerName, &azblob.ListBlobsFlatOptions{
+		Include: azblob.ListBlobsInclude{Snapshots: false, Versions: false},
+	})
+
+	for pager.More() {
+		resp, err := pager.NextPage(s.ctx)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, blob := range resp.Segment.BlobItems {
+			files = append(files, *blob.Name)
+		}
+	}
+
+	return files, nil
+}
+
+func (s *AzureCache) Exists(key string) bool {
+	// Check if the object exists in the blob storage
+	pager := s.session.NewListBlobsFlatPager(s.containerName, &azblob.ListBlobsFlatOptions{
+		Include: azblob.ListBlobsInclude{Snapshots: false, Versions: false},
+	})
+
+	for pager.More() {
+		resp, err := pager.NextPage(s.ctx)
+		if err != nil {
+			return false
+		}
+
+		for _, blob := range resp.Segment.BlobItems {
+			if *blob.Name == key {
+				return true
+			}
+		}
+	}
+
+	return false
+}
+
+func (s *AzureCache) IsCacheDisabled() bool {
+	return s.noCache
+}
+
+func NewAzureCache(nocache bool) ICache {
+	ctx := context.Background()
+	var cache CacheProvider
+	err := viper.UnmarshalKey("cache", &cache)
+	if err != nil {
+		panic(err)
+	}
+	if cache.ContainerName == "" {
+		log.Fatal("Azure Container name not configured")
+	}
+	if cache.StorageAccount == "" {
+		log.Fatal("Azure Storage account not configured")
+	}
+
+	// We assume that Storage account is already in place
+	blobUrl := fmt.Sprintf("https://%s.blob.core.windows.net/", cache.StorageAccount)
+	credential, err := azidentity.NewDefaultAzureCredential(nil)
+	if err != nil {
+		log.Fatal(err)
+	}
+	client, err := azblob.NewClient(blobUrl, credential, nil)
+	if err != nil {
+		log.Fatal(err)
+	}
+	// Try to create the blob container
+	_, err = client.CreateContainer(ctx, cache.ContainerName, nil)
+	if err != nil {
+		// TODO: Maybe there is a better way to check this?
+		// docs: https://pkg.go.dev/github.com/Azure/azure-storage-blob-go/azblob
+		if strings.Contains(err.Error(), "ContainerAlreadyExists") {
+			// do nothing
+		} else {
+			log.Fatal(err)
+		}
+	}
+
+	return &AzureCache{
+		ctx:           ctx,
+		noCache:       nocache,
+		containerName: cache.ContainerName,
+		session:       client,
+	}
+}

pkg/cache/cache.go

@@ -1,11 +1,20 @@
 package cache
 
 import (
-	"errors"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
 
 	"github.com/spf13/viper"
 )
 
+type CacheType string
+
+const (
+	Azure     CacheType = "azure"
+	S3        CacheType = "s3"
+	FileBased CacheType = "file"
+)
+
 type ICache interface {
 	Store(key string, data string) error
 	Load(key string) (string, error)
@@ -14,45 +23,68 @@ type ICache interface {
 	IsCacheDisabled() bool
 }
 
-func New(noCache bool, remoteCache bool) ICache {
-	if remoteCache {
+func New(noCache bool, remoteCache CacheType) ICache {
+	switch remoteCache {
+	case S3:
 		return NewS3Cache(noCache)
-	}
-	return &FileBasedCache{
-		noCache: noCache,
+	case Azure:
+		return NewAzureCache(noCache)
+	case FileBased:
+		return &FileBasedCache{
+			noCache: noCache,
+		}
+	default:
+		return &FileBasedCache{
+			noCache: noCache,
+		}
 	}
 }
 
 // CacheProvider is the configuration for the cache provider when using a remote cache
 type CacheProvider struct {
-	BucketName string `mapstructure:"bucketname"`
-	Region     string `mapstructure:"region"`
+	BucketName     string `mapstructure:"bucketname" yaml:"bucketname,omitempty"`
+	Region         string `mapstructure:"region" yaml:"region,omitempty"`
+	StorageAccount string `mapstructure:"storageaccount" yaml:"storageaccount,omitempty"`
+	ContainerName  string `mapstructure:"container" yaml:"container,omitempty"`
 }
 
-func RemoteCacheEnabled() (bool, error) {
+// NewCacheProvider constructs a new cache struct
+func NewCacheProvider(bucketname, region, storageaccount, containername string) CacheProvider {
+	return CacheProvider{
+		BucketName:     bucketname,
+		Region:         region,
+		StorageAccount: storageaccount,
+		ContainerName:  containername,
+	}
+}
+
+// If we have set a remote cache, return the remote cache type
+func RemoteCacheEnabled() (CacheType, error) {
 	// load remote cache if it is configured
 	var cache CacheProvider
 	err := viper.UnmarshalKey("cache", &cache)
 	if err != nil {
-		return false, err
+		return "", err
 	}
 	if cache.BucketName != "" && cache.Region != "" {
-		return true, nil
+		return S3, nil
+	} else if cache.StorageAccount != "" && cache.ContainerName != "" {
+		return Azure, nil
 	}
-	return false, nil
+	return FileBased, nil
 }
 
-func AddRemoteCache(bucketName string, region string) error {
+func AddRemoteCache(cache CacheProvider) error {
 	var cacheInfo CacheProvider
 	err := viper.UnmarshalKey("cache", &cacheInfo)
 	if err != nil {
 		return err
 	}
-	if cacheInfo.BucketName != "" {
-		return errors.New("Error: a cache is already configured, please remove it first")
-	}
-	cacheInfo.BucketName = bucketName
-	cacheInfo.Region = region
+
+	cacheInfo.BucketName = cache.BucketName
+	cacheInfo.Region = cache.Region
+	cacheInfo.StorageAccount = cache.StorageAccount
+	cacheInfo.ContainerName = cache.ContainerName
 	viper.Set("cache", cacheInfo)
 	err = viper.WriteConfig()
 	if err != nil {
@@ -61,21 +93,21 @@ func AddRemoteCache(bucketName string, region string) error {
 	return nil
 }
 
-func RemoveRemoteCache(bucketName string) error {
+func RemoveRemoteCache() error {
 	var cacheInfo CacheProvider
 	err := viper.UnmarshalKey("cache", &cacheInfo)
 	if err != nil {
-		return err
+		return status.Error(codes.Internal, "cache unmarshal")
 	}
-	if cacheInfo.BucketName == "" {
-		return errors.New("Error: no cache is configured")
+	if cacheInfo.BucketName == "" && cacheInfo.ContainerName == "" && cacheInfo.StorageAccount == "" {
+		return status.Error(codes.Internal, "no remote cache configured")
 	}
 
 	cacheInfo = CacheProvider{}
 	viper.Set("cache", cacheInfo)
 	err = viper.WriteConfig()
 	if err != nil {
-		return err
+		return status.Error(codes.Internal, "unable to write config")
 	}
 
 	return nil

pkg/cache/s3_based.go

@@ -2,6 +2,7 @@ package cache
 
 import (
 	"bytes"
+	"log"
 
 	"github.com/aws/aws-sdk-go/aws"
 	"github.com/aws/aws-sdk-go/aws/session"
@@ -79,13 +80,13 @@ func NewS3Cache(nocache bool) ICache {
 	var cache CacheProvider
 	err := viper.UnmarshalKey("cache", &cache)
 	if err != nil {
-		panic(err)
+		log.Fatal(err)
 	}
 	if cache.BucketName == "" {
-		panic("Bucket name not configured")
+		log.Fatal("Bucket name not configured")
 	}
 	if cache.Region == "" {
-		panic("Region not configured")
+		log.Fatal("Region not configured")
 	}
 
 	sess := session.Must(session.NewSessionWithOptions(session.Options{
@@ -102,12 +103,9 @@ func NewS3Cache(nocache bool) ICache {
 		Bucket: aws.String(cache.BucketName),
 	})
 	if err != nil {
-		_, err = s.CreateBucket(&s3.CreateBucketInput{
+		_, _ = s.CreateBucket(&s3.CreateBucketInput{
 			Bucket: aws.String(cache.BucketName),
 		})
-		if err != nil {
-			panic(err)
-		}
 	}
 
 	return &S3Cache{

pkg/common/types.go

@@ -20,6 +20,7 @@ import (
 	openapi_v2 "github.com/google/gnostic/openapiv2"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/ai"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/kubernetes"
+	regv1 "k8s.io/api/admissionregistration/v1"
 	appsv1 "k8s.io/api/apps/v1"
 	autov1 "k8s.io/api/autoscaling/v1"
 	v1 "k8s.io/api/core/v1"
@@ -54,8 +55,11 @@ type PreAnalysis struct {
 	StatefulSet              appsv1.StatefulSet
 	NetworkPolicy            networkv1.NetworkPolicy
 	Node                     v1.Node
+	ValidatingWebhook        regv1.ValidatingWebhookConfiguration
+	MutatingWebhook          regv1.MutatingWebhookConfiguration
 	// Integrations
 	TrivyVulnerabilityReport trivy.VulnerabilityReport
+	TrivyConfigAuditReport   trivy.ConfigAuditReport
 }
 
 type Result struct {

pkg/integration/integration.go

@@ -15,10 +15,8 @@ package integration
 
 import (
 	"errors"
-	"os"
-	"strings"
+	"fmt"
 
-	"github.com/fatih/color"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/integration/trivy"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/util"
@@ -32,10 +30,12 @@ type IIntegration interface {
 	UnDeploy(namespace string) error
 	//
 	AddAnalyzer(*map[string]common.IAnalyzer)
-	// RemoveAnalyzer removes an analyzer from the cluster
-	RemoveAnalyzer() error
 
-	GetAnalyzerName() string
+	GetAnalyzerName() []string
+	// An integration must keep record of its deployed namespace (if not using --no-install)
+	GetNamespace() (string, error)
+
+	OwnsAnalyzer(string) bool
 
 	IsActivate() bool
 }
@@ -66,30 +66,37 @@ func (*Integration) Get(name string) (IIntegration, error) {
 	return integrations[name], nil
 }
 
-func (*Integration) Activate(name string, namespace string, activeFilters []string) error {
+func (i *Integration) AnalyzerByIntegration(input string) (string, error) {
+
+	for _, name := range i.List() {
+		if integ, err := i.Get(name); err == nil {
+			if integ.OwnsAnalyzer(input) {
+				return name, nil
+			}
+		}
+	}
+	return "", errors.New("analyzerbyintegration: no matches found")
+}
+
+func (*Integration) Activate(name string, namespace string, activeFilters []string, skipInstall bool) error {
 	if _, ok := integrations[name]; !ok {
 		return errors.New("integration not found")
 	}
 
-	mergedFilters := append(activeFilters, integrations[name].GetAnalyzerName())
-
-	uniqueFilters, dupplicatedFilters := util.RemoveDuplicates(mergedFilters)
-
-	// Verify dupplicate
-	if len(dupplicatedFilters) != 0 {
-		color.Red("Integration already activated : %s", strings.Join(dupplicatedFilters, ", "))
-		os.Exit(1)
+	if !skipInstall {
+		if err := integrations[name].Deploy(namespace); err != nil {
+			return err
+		}
 	}
+	mergedFilters := activeFilters
+	mergedFilters = append(mergedFilters, integrations[name].GetAnalyzerName()...)
+	uniqueFilters, _ := util.RemoveDuplicates(mergedFilters)
 
 	viper.Set("active_filters", uniqueFilters)
 
-	if err := integrations[name].Deploy(namespace); err != nil {
-		return err
-	}
-
 	if err := viper.WriteConfig(); err != nil {
-		color.Red("Error writing config file: %s", err.Error())
-		os.Exit(1)
+		return fmt.Errorf("error writing config file: %s", err.Error())
+
 	}
 
 	return nil
@@ -102,19 +109,14 @@ func (*Integration) Deactivate(name string, namespace string) error {
 
 	activeFilters := viper.GetStringSlice("active_filters")
 
-	// Update filters
-	// This might be a bad idea, but we cannot reference analyzer here
-	foundFilter := false
-	for i, v := range activeFilters {
-		if v == integrations[name].GetAnalyzerName() {
-			foundFilter = true
-			activeFilters = append(activeFilters[:i], activeFilters[i+1:]...)
-			break
+	// Update filters and remove the specific filters for the integration
+	for _, filter := range integrations[name].GetAnalyzerName() {
+		for x, af := range activeFilters {
+			if af == filter {
+				activeFilters = append(activeFilters[:x], activeFilters[x+1:]...)
+			}
 		}
-	}
-	if !foundFilter {
-		color.Red("Ingregation %s does not exist in configuration file. Please use k8sgpt integration add.", name)
-		os.Exit(1)
+
 	}
 
 	if err := integrations[name].UnDeploy(namespace); err != nil {
@@ -124,8 +126,8 @@ func (*Integration) Deactivate(name string, namespace string) error {
 	viper.Set("active_filters", activeFilters)
 
 	if err := viper.WriteConfig(); err != nil {
-		color.Red("Error writing config file: %s", err.Error())
-		os.Exit(1)
+		return fmt.Errorf("error writing config file: %s", err.Error())
+
 	}
 
 	return nil

pkg/integration/trivy/analyzer.go

@@ -15,6 +15,7 @@ package trivy
 
 import (
 	"fmt"
+	"strings"
 
 	"github.com/aquasecurity/trivy-operator/pkg/apis/aquasecurity/v1alpha1"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
@@ -23,10 +24,11 @@ import (
 )
 
 type TrivyAnalyzer struct {
+	vulernabilityReportAnalysis bool
+	configAuditReportAnalysis   bool
 }
 
-func (TrivyAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
-
+func (TrivyAnalyzer) analyzeVulnerabilityReports(a common.Analyzer) ([]common.Result, error) {
 	// Get all trivy VulnerabilityReports
 	result := &v1alpha1.VulnerabilityReportList{}
 
@@ -40,7 +42,7 @@ func (TrivyAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 	if err != nil {
 		return nil, err
 	}
-	err = restClient.Get().Resource("vulnerabilityreports").Do(a.Context).Into(result)
+	err = restClient.Get().Resource("vulnerabilityreports").Namespace(a.Namespace).Do(a.Context).Into(result)
 	if err != nil {
 		return nil, err
 	}
@@ -84,4 +86,96 @@ func (TrivyAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
 	}
 
 	return a.Results, nil
+
+}
+
+func (t TrivyAnalyzer) analyzeConfigAuditReports(a common.Analyzer) ([]common.Result, error) {
+	// Get all trivy ConfigAuditReports
+	result := &v1alpha1.ConfigAuditReportList{}
+
+	config := a.Client.GetConfig()
+	// Add group version to sceheme
+	config.ContentConfig.GroupVersion = &v1alpha1.SchemeGroupVersion
+	config.UserAgent = rest.DefaultKubernetesUserAgent()
+	config.APIPath = "/apis"
+
+	restClient, err := rest.UnversionedRESTClientFor(config)
+	if err != nil {
+		return nil, err
+	}
+	err = restClient.Get().Resource("configauditreports").Namespace(a.Namespace).Do(a.Context).Into(result)
+	if err != nil {
+		return nil, err
+	}
+
+	// Find criticals and get CVE
+	var preAnalysis = map[string]common.PreAnalysis{}
+
+	for _, report := range result.Items {
+
+		// For each k8s resources there may be multiple checks
+		var failures []common.Failure
+		for _, check := range report.Report.Checks {
+			if check.Severity == "MEDIUM" || check.Severity == "HIGH" || check.Severity == "CRITICAL" {
+				failures = append(failures, common.Failure{
+					Text: fmt.Sprintf("Config issue with severity \"%s\" found: %s", check.Severity, strings.Join(check.Messages, "")),
+					Sensitive: []common.Sensitive{
+						{
+							Unmasked: report.Labels["trivy-operator.resource.name"],
+							Masked:   util.MaskString(report.Labels["trivy-operator.resource.name"]),
+						},
+						{
+							Unmasked: report.Labels["trivy-operator.resource.namespace"],
+							Masked:   util.MaskString(report.Labels["trivy-operator.resource.namespace"]),
+						},
+					},
+				})
+			}
+		}
+
+		if len(failures) > 0 {
+			preAnalysis[fmt.Sprintf("%s/%s", report.Labels["trivy-operator.resource.namespace"],
+				report.Labels["trivy-operator.resource.name"])] = common.PreAnalysis{
+				TrivyConfigAuditReport: report,
+				FailureDetails:         failures,
+			}
+		}
+	}
+
+	for key, value := range preAnalysis {
+		var currentAnalysis = common.Result{
+			Kind:  "ConfigAuditReport",
+			Name:  key,
+			Error: value.FailureDetails,
+		}
+
+		parent, _ := util.GetParent(a.Client, value.TrivyConfigAuditReport.ObjectMeta)
+		currentAnalysis.ParentObject = parent
+		a.Results = append(a.Results, currentAnalysis)
+	}
+
+	return a.Results, nil
+}
+
+func (t TrivyAnalyzer) Analyze(a common.Analyzer) ([]common.Result, error) {
+
+	if t.vulernabilityReportAnalysis {
+		common := make([]common.Result, 0)
+		vresult, err := t.analyzeVulnerabilityReports(a)
+		if err != nil {
+			return nil, err
+		}
+		common = append(common, vresult...)
+		return common, nil
+	}
+	if t.configAuditReportAnalysis {
+		common := make([]common.Result, 0)
+		cresult, err := t.analyzeConfigAuditReports(a)
+		if err != nil {
+			return nil, err
+		}
+		common = append(common, cresult...)
+		return common, nil
+	}
+	return make([]common.Result, 0), nil
 }

pkg/integration/trivy/trivy.go

@@ -16,6 +16,8 @@ package trivy
 import (
 	"context"
 	"fmt"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
 
 	"github.com/k8sgpt-ai/k8sgpt/pkg/common"
 	helmclient "github.com/mittwald/go-helm-client"
@@ -44,10 +46,36 @@ func NewTrivy() *Trivy {
 	}
 }
 
-func (t *Trivy) GetAnalyzerName() string {
-	return "VulnerabilityReport"
+func (t *Trivy) GetAnalyzerName() []string {
+	return []string{
+		"VulnerabilityReport",
+		"ConfigAuditReport",
+	}
 }
 
+// This doesnt work
+func (t *Trivy) GetNamespace() (string, error) {
+	releases, err := t.helm.ListDeployedReleases()
+	if err != nil {
+		return "", err
+	}
+	for _, rel := range releases {
+		if rel.Name == ReleaseName {
+			return rel.Namespace, nil
+		}
+	}
+	return "", status.Error(codes.NotFound, "trivy release not found")
+}
+
+func (t *Trivy) OwnsAnalyzer(analyzer string) bool {
+
+	for _, a := range t.GetAnalyzerName() {
+		if analyzer == a {
+			return true
+		}
+	}
+	return false
+}
 func (t *Trivy) Deploy(namespace string) error {
 
 	// Add the repository
@@ -55,7 +83,6 @@ func (t *Trivy) Deploy(namespace string) error {
 		Name: RepoShortName,
 		URL:  Repo,
 	}
-
 	// Add a chart-repository to the client.
 	if err := t.helm.AddOrUpdateChartRepo(chartRepo); err != nil {
 		panic(err)
@@ -65,9 +92,12 @@ func (t *Trivy) Deploy(namespace string) error {
 		ReleaseName: ReleaseName,
 		ChartName:   fmt.Sprintf("%s/%s", RepoShortName, ChartName),
 		Namespace:   namespace,
-		UpgradeCRDs: true,
-		Wait:        false,
-		Timeout:     300,
+
+		//TODO: All of this should be configurable
+		UpgradeCRDs:     true,
+		Wait:            false,
+		Timeout:         300,
+		CreateNamespace: true,
 	}
 
 	// Install a chart release.
@@ -107,10 +137,11 @@ func (t *Trivy) IsActivate() bool {
 
 func (t *Trivy) AddAnalyzer(mergedMap *map[string]common.IAnalyzer) {
 
-	(*mergedMap)["VulnerabilityReport"] = &TrivyAnalyzer{}
+	(*mergedMap)["VulnerabilityReport"] = &TrivyAnalyzer{
+		vulernabilityReportAnalysis: true,
+	}
+	(*mergedMap)["ConfigAuditReport"] = &TrivyAnalyzer{
+		configAuditReportAnalysis: true,
+	}
 
 }
-
-func (t *Trivy) RemoveAnalyzer() error {
-	return nil
-}

pkg/kubernetes/kubernetes.go

@@ -37,7 +37,7 @@ func (c *Client) GetRestClient() rest.Interface {
 func NewClient(kubecontext string, kubeconfig string) (*Client, error) {
 	var config *rest.Config
 	config, err := rest.InClusterConfig()
-	if err != nil {
+	if kubeconfig != "" || err != nil {
 		loadingRules := clientcmd.NewDefaultClientConfigLoadingRules()
 
 		if kubeconfig != "" {

pkg/server/README.md

@@ -0,0 +1,30 @@
+# serve
+
+The serve commands allow you to run k8sgpt in a grpc server mode.
+This would be enabled typically through `k8sgpt serve` and is how the in-cluster k8sgpt deployment functions when managed by the [k8sgpt-operator](https://github.com/k8sgpt-ai/k8sgpt-operator)
+
+The grpc interface that is served is hosted on [buf](https://buf.build/k8sgpt-ai/schemas) and the repository for this is [here](https://github.com/k8sgpt-ai/schemas)
+
+## grpcurl
+
+A fantastic tool for local debugging and development is `grpcurl` 
+It allows you to form curl like requests that are http2
+e.g. 
+
+```
+grpcurl -plaintext -d '{"namespace": "k8sgpt", "explain" : "true"}' localhost:8080 schema.v1.ServerService/Analyze
+```
+
+```
+grpcurl -plaintext  localhost:8080 schema.v1.ServerService/ListIntegrations 
+{
+  "integrations": [
+    "trivy"
+  ]
+}
+
+```
+
+```
+grpcurl -plaintext -d '{"integrations":{"trivy":{"enabled":"true","namespace":"default","skipInstall":"false"}}}' localhost:8080 schema.v1.ServerService/AddConfig
+```

pkg/server/config.go

@@ -2,35 +2,47 @@ package server
 
 import (
 	"context"
-	"errors"
 
 	schemav1 "buf.build/gen/go/k8sgpt-ai/k8sgpt/protocolbuffers/go/schema/v1"
 	"github.com/k8sgpt-ai/k8sgpt/pkg/cache"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
 )
 
 func (h *handler) AddConfig(ctx context.Context, i *schemav1.AddConfigRequest) (*schemav1.AddConfigResponse, error,
 ) {
-	if i.Cache.BucketName == "" || i.Cache.Region == "" {
-		return nil, errors.New("BucketName & Region are required")
-	}
 
-	err := cache.AddRemoteCache(i.Cache.BucketName, i.Cache.Region)
+	resp, err := h.syncIntegration(ctx, i)
 	if err != nil {
-		return &schemav1.AddConfigResponse{}, err
+		return resp, err
 	}
 
-	return &schemav1.AddConfigResponse{
-		Status: "Configuration updated.",
-	}, nil
+	if i.Cache != nil {
+		// We check if we have a mixed cache configuration
+		CacheConfigured := (i.Cache.Region == "" && i.Cache.BucketName == "") || (i.Cache.ContainerName == "" && i.Cache.StorageAccount == "")
+		if !CacheConfigured {
+			return resp, status.Error(codes.InvalidArgument, "mixed cache arguments")
+		}
+
+		cacheProvider := cache.NewCacheProvider(i.Cache.BucketName, i.Cache.Region, i.Cache.StorageAccount, i.Cache.ContainerName)
+		err := cache.AddRemoteCache(cacheProvider)
+		if err != nil {
+			return resp, err
+		}
+	}
+	return resp, nil
 }
 
 func (h *handler) RemoveConfig(ctx context.Context, i *schemav1.RemoveConfigRequest) (*schemav1.RemoveConfigResponse, error,
 ) {
-	err := cache.RemoveRemoteCache(i.Cache.BucketName)
+	err := cache.RemoveRemoteCache()
 	if err != nil {
 		return &schemav1.RemoveConfigResponse{}, err
 	}
 
+	// Remove any integrations is a TBD as it would be nice to make this more granular
+	// Currently integrations can be removed in the AddConfig sync
+
 	return &schemav1.RemoveConfigResponse{
 		Status: "Successfully removed the remote cache",
 	}, nil

pkg/server/integration.go

@@ -0,0 +1,144 @@
+package server
+
+import (
+	schemav1 "buf.build/gen/go/k8sgpt-ai/k8sgpt/protocolbuffers/go/schema/v1"
+	"context"
+	"fmt"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/analyzer"
+	"github.com/k8sgpt-ai/k8sgpt/pkg/integration"
+	"github.com/spf13/viper"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
+)
+
+const (
+	trivyName = "trivy"
+)
+
+// syncIntegration is aware of the following events
+// A new integration added
+// An integration removed from the Integration block
+func (h *handler) syncIntegration(ctx context.Context,
+	i *schemav1.AddConfigRequest) (*schemav1.AddConfigResponse, error,
+) {
+	response := &schemav1.AddConfigResponse{}
+	integrationProvider := integration.NewIntegration()
+	if i.Integrations == nil {
+		// If there are locally activate integrations, disable them
+		err := h.deactivateAllIntegrations(integrationProvider)
+		if err != nil {
+			return response, status.Error(codes.NotFound, "deactivation error")
+		}
+		return response, nil
+	}
+	coreFilters, _, _ := analyzer.ListFilters()
+	// Update filters
+	activeFilters := viper.GetStringSlice("active_filters")
+	if len(activeFilters) == 0 {
+		activeFilters = coreFilters
+	}
+	var err error = status.Error(codes.OK, "")
+	deactivateFunc := func(integrationRef integration.IIntegration) error {
+		namespace, err := integrationRef.GetNamespace()
+		if err != nil {
+			return err
+		}
+		err = integrationProvider.Deactivate(trivyName, namespace)
+		if err != nil {
+			return status.Error(codes.NotFound, "integration already deactivated")
+		}
+		return nil
+	}
+	integrationRef, err := integrationProvider.Get(trivyName)
+	if err != nil {
+		return response, status.Error(codes.NotFound, "provider get failure")
+	}
+	if i.Integrations.Trivy != nil {
+		switch i.Integrations.Trivy.Enabled {
+		case true:
+			if b, err := integrationProvider.IsActivate(trivyName); err != nil {
+				return response, status.Error(codes.Internal, "integration activation error")
+			} else {
+				if !b {
+					err := integrationProvider.Activate(trivyName, i.Integrations.Trivy.Namespace,
+						activeFilters, i.Integrations.Trivy.SkipInstall)
+					if err != nil {
+						return nil, err
+					}
+				} else {
+					return response, status.Error(codes.AlreadyExists, "integration already active")
+				}
+			}
+		case false:
+			err = deactivateFunc(integrationRef)
+			if err != nil {
+				return nil, err
+			}
+			// This break is included purely for static analysis to pass
+		}
+	} else {
+		// If Trivy has been removed, disable it
+		err = deactivateFunc(integrationRef)
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	return response, err
+}
+
+func (*handler) ListIntegrations(ctx context.Context, req *schemav1.ListIntegrationsRequest) (*schemav1.ListIntegrationsResponse, error) {
+
+	integrationProvider := integration.NewIntegration()
+	// Update the requester with the status of Trivy
+	trivy, err := integrationProvider.Get(trivyName)
+	active := trivy.IsActivate()
+	var skipInstall bool
+	var namespace string = ""
+	if active {
+		namespace, err = trivy.GetNamespace()
+		if err != nil {
+			return nil, status.Error(codes.NotFound, "namespace not found")
+		}
+		if namespace == "" {
+			skipInstall = true
+		}
+	}
+
+	if err != nil {
+		return nil, status.Error(codes.NotFound, "trivy integration")
+	}
+	resp := &schemav1.ListIntegrationsResponse{
+		Trivy: &schemav1.Trivy{
+			Enabled:     active,
+			Namespace:   namespace,
+			SkipInstall: skipInstall,
+		},
+	}
+
+	return resp, nil
+}
+
+func (*handler) deactivateAllIntegrations(integrationProvider *integration.Integration) error {
+	integrations := integrationProvider.List()
+	for _, i := range integrations {
+		b, _ := integrationProvider.IsActivate(i)
+		if b {
+			in, err := integrationProvider.Get(i)
+			namespace, err := in.GetNamespace()
+			if err != nil {
+				return err
+			}
+			if err == nil {
+				if namespace != "" {
+					integrationProvider.Deactivate(i, namespace)
+				} else {
+					fmt.Printf("Skipping deactivation of %s, not installed\n", i)
+				}
+			} else {
+				return err
+			}
+		}
+	}
+	return nil
+}

pkg/util/util.go

@@ -15,12 +15,12 @@ package util
 
 import (
 	"context"
+	"crypto/rand"
 	"crypto/sha256"
 	"encoding/base64"
 	"encoding/hex"
 	"errors"
 	"fmt"
-	"math/rand"
 	"os"
 	"regexp"
 
@@ -94,6 +94,26 @@ func GetParent(client *kubernetes.Client, meta metav1.ObjectMeta) (string, bool)
 					return GetParent(client, ds.ObjectMeta)
 				}
 				return "Ingress/" + ds.Name, false
+
+			case "MutatingWebhookConfiguration":
+				mw, err := client.GetClient().AdmissionregistrationV1().MutatingWebhookConfigurations().Get(context.Background(), owner.Name, metav1.GetOptions{})
+				if err != nil {
+					return "", false
+				}
+				if mw.OwnerReferences != nil {
+					return GetParent(client, mw.ObjectMeta)
+				}
+				return "MutatingWebhook/" + mw.Name, false
+
+			case "ValidatingWebhookConfiguration":
+				vw, err := client.GetClient().AdmissionregistrationV1().ValidatingWebhookConfigurations().Get(context.Background(), owner.Name, metav1.GetOptions{})
+				if err != nil {
+					return "", false
+				}
+				if vw.OwnerReferences != nil {
+					return GetParent(client, vw.ObjectMeta)
+				}
+				return "ValidatingWebhook/" + vw.Name, false
 			}
 		}
 	}
@@ -191,3 +211,11 @@ func EnsureDirExists(dir string) error {
 
 	return err
 }
+
+func MapToString(m map[string]string) string {
+	var result string
+	for k, v := range m {
+		result += fmt.Sprintf("%s=%s,", k, v)
+	}
+	return result[:len(result)-1]
+}

renovate.json

@@ -4,14 +4,21 @@
     "config:base",
     "helpers:pinGitHubActionDigests",
     ":gitSignOff"
-
   ],
   "addLabels": ["dependencies"],
   "postUpdateOptions": [
     "gomodTidy",
     "gomodMassage"
   ],
+  "automerge": true,
+  "automergeType": "pr",
+  "platformAutomerge": true,
   "packageRules": [
+    {
+      "description": "Exclude retracted cohere-go versions: https://github.com/renovatebot/renovate/issues/13012",
+      "matchPackageNames": ["github.com/cohere-ai/cohere-go"],
+      "allowedVersions": "<1"
+    },
     {
       "matchUpdateTypes": ["minor", "patch"],
       "matchCurrentVersion": "!/^0/",
@@ -44,4 +51,4 @@
       ]
     }
   ]
-}
+}