diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 0000000..6e926f3
--- /dev/null
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,5 @@
+# robopages
+
+## Welcome
+
+Hello and welcome to robopages, thanks for contributing! You can leave the PR description blank and let [rigging](https://github.com/dreadnode/rigging) perform some magic here.
\ No newline at end of file
diff --git a/.github/scripts/rigging_pr_decorator.py b/.github/scripts/rigging_pr_decorator.py
new file mode 100644
index 0000000..fb41af0
--- /dev/null
+++ b/.github/scripts/rigging_pr_decorator.py
@@ -0,0 +1,145 @@
+import asyncio
+import base64
+import os
+import typing as t
+
+from pydantic import ConfigDict, StringConstraints
+
+import rigging as rg
+from rigging import logger
+from rigging.generator import GenerateParams, Generator, register_generator
+
+logger.enable("rigging")
+
+MAX_TOKENS = 8000
+TRUNCATION_WARNING = "\n\n**Note**: Due to the large size of this diff, some content has been truncated."
+str_strip = t.Annotated[str, StringConstraints(strip_whitespace=True)]
+
+
+class PRDiffData(rg.Model):
+    """XML model for PR diff data"""
+
+    content: str_strip = rg.element()
+
+    @classmethod
+    def xml_example(cls) -> str:
+        return """<diff><content>example diff content</content></diff>"""
+
+
+class PRDecorator(Generator):
+    """Generator for creating PR descriptions"""
+
+    model_config = ConfigDict(arbitrary_types_allowed=True, validate_assignment=True)
+
+    api_key: str = ""
+    max_tokens: int = MAX_TOKENS
+
+    def __init__(self, model: str, params: rg.GenerateParams) -> None:
+        api_key = params.extra.get("api_key")
+        if not api_key:
+            raise ValueError("api_key is required in params.extra")
+
+        super().__init__(model=model, params=params, api_key=api_key)
+        self.api_key = api_key
+        self.max_tokens = params.max_tokens or MAX_TOKENS
+
+    async def generate_messages(
+        self,
+        messages: t.Sequence[t.Sequence[rg.Message]],
+        params: t.Sequence[GenerateParams],
+    ) -> t.Sequence[rg.GeneratedMessage]:
+        responses = []
+        for message_seq, p in zip(messages, params):
+            base_generator = rg.get_generator(self.model, params=p)
+            llm_response = await base_generator.generate_messages([message_seq], [p])
+            responses.extend(llm_response)
+        return responses
+
+
+register_generator("pr_decorator", PRDecorator)
+
+
+async def generate_pr_description(diff_text: str) -> str:
+    """Generate a PR description from the diff text"""
+    diff_tokens = len(diff_text) // 4
+    if diff_tokens >= MAX_TOKENS:
+        char_limit = (MAX_TOKENS * 4) - len(TRUNCATION_WARNING)
+        diff_text = diff_text[:char_limit] + TRUNCATION_WARNING
+
+    diff_data = PRDiffData(content=diff_text)
+    params = rg.GenerateParams(
+        extra={
+            "api_key": os.environ["OPENAI_API_KEY"],
+            "diff_text": diff_text,
+        },
+        temperature=0.7,
+        max_tokens=500,
+    )
+
+    generator = rg.get_generator("pr_decorator!gpt-4-turbo-preview", params=params)
+    prompt = f"""You are a helpful AI that generates clear and concise PR descriptions.
+    Analyze the provided diff between {PRDiffData.xml_example()} tags and create a summary using exactly this format:
+
+    ### PR Summary
+
+    #### Overview of Changes
+    <overview paragraph>
+
+    #### Key Modifications
+    1. **<modification title>**: <description>
+    2. **<modification title>**: <description>
+    3. **<modification title>**: <description>
+    (continue as needed)
+
+    #### Potential Impact
+    - <impact point 1>
+    - <impact point 2>
+    - <impact point 3>
+    (continue as needed)
+
+    Here is the PR diff to analyze:
+    {diff_data.to_xml()}"""
+
+    chat = await generator.chat(prompt).run()
+    return chat.last.content.strip()
+
+
+async def main():
+    """Main function for CI environment"""
+    if not os.environ.get("OPENAI_API_KEY"):
+        raise ValueError("OPENAI_API_KEY environment variable must be set")
+
+    try:
+        diff_text = os.environ.get("GIT_DIFF", "")
+        if not diff_text:
+            raise ValueError("No diff found in GIT_DIFF environment variable")
+
+        try:
+            diff_text = base64.b64decode(diff_text).decode("utf-8")
+        except Exception:
+            padding = 4 - (len(diff_text) % 4)
+            if padding != 4:
+                diff_text += "=" * padding
+            diff_text = base64.b64decode(diff_text).decode("utf-8")
+
+        logger.debug(f"Processing diff of length: {len(diff_text)}")
+        description = await generate_pr_description(diff_text)
+
+        with open(os.environ["GITHUB_OUTPUT"], "a") as f:
+            f.write("content<<EOF\n")
+            f.write(description)
+            f.write("\nEOF\n")
+            f.write(f"debug_diff_length={len(diff_text)}\n")
+            f.write(f"debug_description_length={len(description)}\n")
+            debug_preview = description[:500]
+            f.write("debug_preview<<EOF\n")
+            f.write(debug_preview)
+            f.write("\nEOF\n")
+
+    except Exception as e:
+        logger.error(f"Error in main: {e}")
+        raise
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/.github/workflows/rigging_pr_description.yml b/.github/workflows/rigging_pr_description.yml
new file mode 100644
index 0000000..b86a94c
--- /dev/null
+++ b/.github/workflows/rigging_pr_description.yml
@@ -0,0 +1,65 @@
+name: Update PR Description with Rigging
+
+on:
+  pull_request:
+    types: [opened, synchronize]
+
+jobs:
+  update-description:
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+      contents: read
+
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 #v4.2.2
+        with:
+          fetch-depth: 0
+
+      # Get the diff first
+      - name: Get Diff
+        id: diff
+        run: |
+          git fetch origin ${{ github.base_ref }}
+          MERGE_BASE=$(git merge-base HEAD origin/${{ github.base_ref }})
+          # Encode the diff as base64 to preserve all characters
+          DIFF=$(git diff $MERGE_BASE..HEAD | base64 -w 0)
+          echo "diff=$DIFF" >> $GITHUB_OUTPUT
+
+      - uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b #v5.0.3
+        with:
+          python-version: "3.11"
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip cache purge
+          pip install pydantic==2.9.1
+          pip install rigging[all]
+
+      # Generate the description using the diff
+      - name: Generate PR Description
+        id: description
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          GIT_DIFF: ${{ steps.diff.outputs.diff }}
+        run: |
+          python .github/scripts/rigging_pr_decorator.py
+
+      # Update the PR description
+      - name: Update PR Description
+        uses: nefrob/pr-description@4dcc9f3ad5ec06b2a197c5f8f93db5e69d2fdca7 #v1.2.0
+        with:
+          content: |
+            ## AI-Generated Summary
+
+            ${{ steps.description.outputs.content }}
+
+            ---
+
+            This summary was generated with ❤️ by [rigging](https://rigging.dreadnode.io/)
+          regex: ".*"
+          regexFlags: s
+          token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/validate_robopages.yml b/.github/workflows/validate_robopages.yml
index b379e82..fc70294 100644
--- a/.github/workflows/validate_robopages.yml
+++ b/.github/workflows/validate_robopages.yml
@@ -27,10 +27,11 @@ jobs:
 
       - name: Validate Contribution Files
         id: robopages-validation
-        continue-on-error: true
         run: |
           validate_file() {
             local file="$1"
+            local tmp_file="/tmp/$(basename $file)"
+            local validation_status=0
 
             if [[ ! "$file" =~ ^([a-zA-Z0-9_\-]+/)*[a-zA-Z0-9_\-]+\.yml$ ]]; then
               echo "Invalid file path characters: $file"
@@ -42,17 +43,33 @@ jobs:
               return 1
             fi
 
+            # Create copy and inject categories if missing
+            cp "$file" "$tmp_file"
+            if ! grep -q "categories:" "$tmp_file"; then
+              # Extract categories from path
+              categories=$(dirname "$file" | tr '/' '\n' | awk 'NF' | sed 's/^/  - /')
+              # Inject categories into YAML
+              echo -e "\ncategories:\n$categories" >> "$tmp_file"
+            fi
+
             docker pull dreadnode/robopages:latest
 
-            # Run validation with Docker socket mounted
+            # Run validation and capture the exit status
             docker run --rm \
               -v $(pwd):/workspace \
               -v /var/run/docker.sock:/var/run/docker.sock \
+              -v "$tmp_file:/workspace/$(basename $file)" \
               -w /workspace \
               --privileged \
-              dreadnode/robopages:latest validate --path "$(printf '%q' "$file")" --skip-docker
+              dreadnode/robopages:latest validate --path "$(basename $file)" --skip-docker || validation_status=$?
+
+            rm "$tmp_file"
+            return $validation_status
           }
 
+          # Initialize overall status
+          overall_status=0
+
           # Get changed files using GitHub's provided variables
           changed_files=$(git diff --name-only ${{ github.event.pull_request.base.sha }} ${{ github.event.pull_request.head.sha }} | \
             grep '\.yml$' | grep -v '^.github/' || true)
@@ -60,15 +77,22 @@ jobs:
           # Validate each changed file
           for file in $changed_files; do
             echo "Validating $file..."
-            validate_file "$file" || exit 1
+            if ! validate_file "$file"; then
+              overall_status=1
+              echo "::error::Validation failed for $file"
+            fi
           done
 
+          exit $overall_status
+
       - name: Post validation status
         if: always()
         uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea #7.0.1
         with:
           script: |
-            const validation_status = '${{ steps.robopages-validation.outcome }}' === 'success' ? '✅ Validation successful' : '❌ Validation failed';
+            const validation_status = process.env.STATE_validation === '0'
+              ? '✅ Validation successful'
+              : '❌ Validation failed';
             const runUrl = `${process.env.GITHUB_SERVER_URL}/${process.env.GITHUB_REPOSITORY}/actions/runs/${process.env.GITHUB_RUN_ID}`;
             const timestamp = new Date().toISOString();
             const body = [
@@ -78,17 +102,16 @@ jobs:
               '',
               'Please ensure your contribution follows the required format.',
               '',
-              `🔍 [View Full Validation Details](${runUrl})`,
+              `[View Full Validation Details](${runUrl})`,
               '',
               '---',
               `Run ID: \`${process.env.GITHUB_RUN_ID}\``,
               `Workflow: ${process.env.GITHUB_WORKFLOW}`
             ].join('\n');
 
-            github.rest.pulls.createReview({
+            github.rest.issues.createComment({
               owner: context.repo.owner,
               repo: context.repo.repo,
-              pull_number: context.issue.number,
-              body: body,
-              event: 'COMMENT'
+              issue_number: context.issue.number,
+              body: body
             });
\ No newline at end of file
diff --git a/cybersecurity/cicd/squealer.Dockerfile b/cybersecurity/cicd/squealer.Dockerfile
new file mode 100644
index 0000000..c29f378
--- /dev/null
+++ b/cybersecurity/cicd/squealer.Dockerfile
@@ -0,0 +1,21 @@
+# Git clone stage
+FROM alpine:latest AS source
+RUN apk add --no-cache git
+WORKDIR /src
+RUN git clone https://github.com/owenrumney/squealer.git . && \
+    ls -la  # Debug: verify files
+
+# Build stage
+FROM golang:1.21-alpine AS builder
+WORKDIR /build
+COPY --from=source /src/ ./
+RUN ls -la && \
+    go mod vendor && \
+    go build -mod=vendor -ldflags="-w -s" -o squealer ./cmd/squealer
+
+# Final stage
+FROM gcr.io/distroless/static-debian12:nonroot
+WORKDIR /app
+COPY --from=builder /build/squealer /app/
+USER nonroot:nonroot
+ENTRYPOINT ["/app/squealer"]
\ No newline at end of file
diff --git a/cybersecurity/cicd/squealer.yml b/cybersecurity/cicd/squealer.yml
new file mode 100644
index 0000000..61247ea
--- /dev/null
+++ b/cybersecurity/cicd/squealer.yml
@@ -0,0 +1,37 @@
+description: Squealer is a tool that finds secrets like keys, tokens and passwords in your code. It scans remote Git repositories for potential credential leaks.
+
+categories:
+  - cybersecurity
+  - cicd
+
+functions:
+  squealer_scan_git_repo:
+    description: Scan a remote git repository for secrets and credentials
+    parameters:
+      repository:
+        type: string
+        description: Git repository URL (SSH format)
+        examples:
+          - "git@github.com:username/repo.git"
+          - "git@github.com:owenrumney/woopsie.git"
+    container:
+      force: true
+      image: squealer:latest
+    cmdline:
+      - ${repository}
+
+  squealer_scan_everything_git_repo:
+    description: Scan a remote git repository and history for secrets and credentials with everything flag
+    parameters:
+      repository:
+        type: string
+        description: Git repository URL (SSH format)
+        examples:
+          - "git@github.com:username/repo.git"
+          - "git@github.com:owenrumney/woopsie.git"
+    container:
+      force: true
+      image: squealer:latest
+    cmdline:
+      - ${repository}
+      - --everything
diff --git a/cybersecurity/offensive/web-exploitation/zscan.Dockerfile b/cybersecurity/offensive/web-exploitation/zscan.Dockerfile
new file mode 100644
index 0000000..c276ece
--- /dev/null
+++ b/cybersecurity/offensive/web-exploitation/zscan.Dockerfile
@@ -0,0 +1,35 @@
+# Git clone stage
+FROM alpine:latest AS source
+RUN apk add --no-cache git
+WORKDIR /src
+RUN git clone https://github.com/zcyberseclab/zscan.git . || exit 1
+
+# Build stage - update Go version
+FROM golang:1.23.2-alpine AS builder
+WORKDIR /build
+COPY --from=source /src .
+
+# Set Go build flags
+ENV CGO_ENABLED=0 \
+    GOOS=linux \
+    GOARCH=amd64 \
+    GO111MODULE=on
+
+# Build optimized binary
+RUN go mod download && \
+    go build -ldflags="-w -s" -o zscan cmd/main.go
+
+# Final stage
+FROM gcr.io/distroless/static-debian12:nonroot
+WORKDIR /app
+
+# Copy only necessary artifacts
+COPY --from=builder /build/zscan /app/
+COPY --from=builder /build/config /app/config
+COPY --from=builder /build/templates /app/templates
+
+# Container configuration
+USER nonroot:nonroot
+EXPOSE 8080
+
+ENTRYPOINT ["/app/zscan"]
\ No newline at end of file
diff --git a/cybersecurity/offensive/web-exploitation/zscan.yml b/cybersecurity/offensive/web-exploitation/zscan.yml
new file mode 100644
index 0000000..8f6100c
--- /dev/null
+++ b/cybersecurity/offensive/web-exploitation/zscan.yml
@@ -0,0 +1,62 @@
+description: >
+  Zscan is a security scanning tool built in Go that provides network exploration
+  and vulnerability assessment capabilities. It combines multiple security tools
+  and techniques into a single interface for comprehensive security testing.
+
+categories:
+  - cybersecurity
+  - offensive
+  - web-expliotation
+
+functions:
+  zscan_default_scan:
+    description: Perform a default security scan against specified targets
+    parameters:
+      target:
+        type: string
+        description: The target IP address or CIDR range to scan
+        examples:
+          - 192.168.1.1
+          - 10.0.0.0/24
+          - 127.0.0.1
+
+    container:
+      build:
+        path: ${cwd}/zscan.Dockerfile
+        name: zscan_local
+      args:
+        - --net=host
+      volumes:
+        - ${cwd}:/data
+
+    cmdline:
+      - /app/zscan
+      - -target
+      - ${target}
+
+  zscan_full_scan:
+    description: Perform a comprehensive security scan
+    parameters:
+      target:
+        type: string
+        description: The target IP address or CIDR range to scan
+      threads:
+        type: integer
+        description: Number of concurrent scanning threads
+        default: 10
+
+    container:
+      build:
+        path: ${cwd}/zscan.Dockerfile
+        name: zscan_local
+      args:
+        - --net=host
+      volumes:
+        - ${cwd}:/data
+
+    cmdline:
+      - /app/zscan
+      - -target
+      - ${target}
+      - -threads
+      - ${threads}