diff --git a/seeker/report.txt b/seeker/report.txt
index b5dcc527..e2458143 100644
--- a/seeker/report.txt
+++ b/seeker/report.txt
@@ -1,3 +1,39 @@
+--------------------------------------------------------------------------------
+ 2024-09-20 17:12:11.098626
+--------------------------------------------------------------------------------
+  On branch main
+Your branch is up to date with 'origin/main'.
+
+Changes not staged for commit:
+  (use "git add/rm <file>..." to update what will be committed)
+  (use "git restore <file>..." to discard changes in working directory)
+	deleted:    snippet/Insert Shapes in Word using Java.java
+	deleted:    snippet/angular.Dockerfile
+	deleted:    snippet/aws_enum.sh
+	deleted:    snippet/check-artifact-registry-batch-deletions.py
+	deleted:    snippet/install-awscli.sh
+	deleted:    snippet/kafka-move-leadership.sh
+	deleted:    snippet/main.py
+	deleted:    snippet/spring.Dockerfile
+
+Untracked files:
+  (use "git add <file>..." to include in what will be committed)
+	snippet/LambdaBenchmarkCase.java
+	snippet/clone.sh
+	snippet/demo.py
+	snippet/fix-json.py
+	snippet/list-delete-assets.sh
+	snippet/list-delete-index.sh
+	snippet/mario_cube_dsi_ware_dumper.py
+	snippet/md-pdf.sh
+	snippet/migrate-local-dev.sh
+	snippet/pgmm_decrypt.py
+	snippet/pyunit_test_pyppeteer_browser_session.py
+	snippet/ravaen_normalisation_manual_extract.py
+	snippet/unifi.sh
+
+no changes added to commit (use "git add" and/or "git commit -a")
+
 --------------------------------------------------------------------------------
  2024-09-19 17:12:45.215182
 --------------------------------------------------------------------------------
diff --git a/seeker/snippet/Insert Shapes in Word using Java.java b/seeker/snippet/Insert Shapes in Word using Java.java
deleted file mode 100644
index d8c50215..00000000
--- a/seeker/snippet/Insert Shapes in Word using Java.java	
+++ /dev/null
@@ -1,37 +0,0 @@
-//date: 2024-09-18T16:54:15Z
-//url: https://api.github.com/gists/133d9815f8bd9b36601b1925952eeb4c
-//owner: https://api.github.com/users/aspose-com-kb
-
-import  com.aspose.words.*;
-
-public class Main
-{
-    public static void main(String[] args) throws Exception // Adding shapes in Java
-    {
-        // Set the licenses
-        new License().setLicense("License.lic");
-
-        Document doc = new Document();
-        DocumentBuilder builder = new DocumentBuilder(doc);
-
-        //Inline shape
-        Shape shape = builder.insertShape(ShapeType.LINE, 200, 200);
-        shape.setRotation(35.0);
-
-        //Free-floating shape
-        shape = builder.insertShape
-                ( ShapeType.ARROW,RelativeHorizontalPosition.PAGE,250,
-                        RelativeVerticalPosition.PAGE,150,150,150,WrapType.INLINE);
-        shape.setRotation(40.0);
-        builder.writeln();
-        OoxmlSaveOptions saveOptions = new OoxmlSaveOptions(SaveFormat.DOCX);
-
-        // Save shapes as DML
-        saveOptions.setCompliance(OoxmlCompliance.ISO_29500_2008_TRANSITIONAL);
-
-        // Save the document
-        doc.save("output.docx", saveOptions);
-
-        System.out.println("Shapes added successfully");
-    }
-}
\ No newline at end of file
diff --git a/seeker/snippet/LambdaBenchmarkCase.java b/seeker/snippet/LambdaBenchmarkCase.java
new file mode 100644
index 00000000..a40de9f0
--- /dev/null
+++ b/seeker/snippet/LambdaBenchmarkCase.java
@@ -0,0 +1,166 @@
+//date: 2024-09-20T16:55:22Z
+//url: https://api.github.com/gists/088b55f552353f71e71a5e34f6dfdef3
+//owner: https://api.github.com/users/dreamlike-ocean
+
+package io.github.dreamlike.stableValue.Benchmark;
+
+import org.openjdk.jmh.annotations.*;
+import org.openjdk.jmh.infra.Blackhole;
+
+import java.lang.classfile.AccessFlags;
+import java.lang.classfile.ClassFile;
+import java.lang.classfile.TypeKind;
+import java.lang.constant.ClassDesc;
+import java.lang.constant.ConstantDescs;
+import java.lang.constant.DynamicCallSiteDesc;
+import java.lang.constant.MethodTypeDesc;
+import java.lang.invoke.*;
+import java.lang.reflect.AccessFlag;
+import java.lang.reflect.Method;
+import java.util.concurrent.TimeUnit;
+import java.util.function.Supplier;
+
+import static java.lang.constant.ConstantDescs.*;
+
+@State(Scope.Benchmark)
+@Warmup(iterations = 5, time = 200, timeUnit = TimeUnit.MILLISECONDS)
+@BenchmarkMode(Mode.Throughput)
+@Threads(value = 5)
+@Measurement(iterations = 2, time = 200, timeUnit = TimeUnit.MILLISECONDS)
+public class LambdaBenchmarkCase {
+//Benchmark                                                        Mode  Cnt            Score            Error  Units
+//stableValue.Benchmark.LambdaBenchmarkCase.testCallSite          thrpt   10  24255154361.137 ± 1457667464.139  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testConst             thrpt   10  24519036075.193 ±  928404771.651  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testDirect            thrpt   10  24727533894.822 ±  592544888.327  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testLazy              thrpt   10   2835881869.811 ±  213543161.668  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testLmf               thrpt   10  13112492685.481 ± 1007502930.123  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testLmfInvokeDynamic  thrpt   10  13102632461.980 ±  564969148.037  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testReflect           thrpt   10  10570293119.587 ±  214468018.588  ops/s
+//stableValue.Benchmark.LambdaBenchmarkCase.testReflectLazy       thrpt   10   1473938487.388 ±   22329375.514  ops/s
+    private final static MethodHandle ADD_MH;
+    private final static Method METHOD;
+    private static final MutableCallSite callSite = new MutableCallSite(
+            MethodType.methodType(int.class, int.class, int.class)
+    );
+    private static final MethodHandle callSiteInvoke = callSite.dynamicInvoker();
+
+    static {
+        try {
+            ADD_MH = MethodHandles.lookup().findStatic(Math.class, "addExact", MethodType.methodType(int.class, int.class, int.class));
+            METHOD = Math.class.getMethod("addExact", int.class, int.class);
+        } catch (NoSuchMethodException | IllegalAccessException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    private final Method LazyMethod;
+
+    private final MethodHandle ADD_LAZY_MH;
+
+    private final Add add;
+
+    private final Add addInvokeDynamic;
+
+    public LambdaBenchmarkCase() {
+        callSite.setTarget(ADD_MH);
+        ADD_LAZY_MH = ADD_MH;
+        LazyMethod = METHOD;
+
+        try {
+            add = (Add) LambdaMetafactory.metafactory(
+                    MethodHandles.lookup(),
+                    "apply",
+                    MethodType.methodType(Add.class),
+                    MethodType.methodType(int.class, int.class, int.class),
+                    ADD_MH,
+                    ADD_MH.type()
+            ).getTarget().invokeExact();
+
+            addInvokeDynamic = generate(() -> ADD_MH);
+        } catch (Throwable e) {
+            throw new RuntimeException(e);
+        }
+        VarHandle.storeStoreFence();
+    }
+
+    public static Add generate(Supplier<MethodHandle> supplier) throws IllegalAccessException, InstantiationException {
+        byte[] classByteCode = ClassFile.of()
+                .build(ClassDesc.of(LambdaBenchmarkCase.class.getName() + "AddImpl"), cb -> {
+                    cb.withInterfaceSymbols(Add.class.describeConstable().get());
+                    cb.withMethodBody(ConstantDescs.INIT_NAME, ConstantDescs.MTD_void, AccessFlags.ofMethod(AccessFlag.PUBLIC).flagsMask(), it -> {
+                        it.aload(0);
+                        it.invokespecial(CD_Object, INIT_NAME, MTD_void);
+                        it.return_();
+                    });
+                    cb.withMethodBody("apply",
+                            MethodTypeDesc.of(CD_int, CD_int, CD_int),
+                            AccessFlags.ofMethod(AccessFlag.PUBLIC, AccessFlag.SYNTHETIC).flagsMask(),
+                            it -> {
+                                it.iload(1);
+                                it.iload(2);
+                                it.invokeDynamicInstruction(
+                                        DynamicCallSiteDesc.of(
+                                                ConstantDescs.ofCallsiteBootstrap(LambdaBenchmarkCase.class.describeConstable().get(), "indyLambdaFactory", ConstantDescs.CD_CallSite),
+                                                "apply",
+                                                MethodTypeDesc.of(CD_int, CD_int, CD_int)
+                                        )
+                                );
+                                it.returnInstruction(TypeKind.IntType);
+                            });
+                });
+
+        MethodHandles.Lookup lookup = MethodHandles.lookup()
+                .defineHiddenClassWithClassData(classByteCode, supplier, true);
+
+        return (Add) lookup.lookupClass().newInstance();
+    }
+
+    public static CallSite indyLambdaFactory(MethodHandles.Lookup lookup, String name, MethodType type) throws NoSuchFieldException, IllegalAccessException {
+        MethodHandle methodHandle = ((Supplier<MethodHandle>) MethodHandles.classData(lookup, ConstantDescs.DEFAULT_NAME, Supplier.class)).get();
+        return new ConstantCallSite(methodHandle);
+    }
+
+    @Benchmark
+    public void testDirect(Blackhole bh) {
+        bh.consume(Math.addExact(1, 2));
+    }
+
+    @Benchmark
+    public void testLazy(Blackhole bh) throws Throwable {
+        bh.consume((int) ADD_LAZY_MH.invokeExact(1, 2));
+    }
+
+    @Benchmark
+    public void testCallSite(Blackhole bh) throws Throwable {
+        bh.consume((int) callSiteInvoke.invokeExact(1, 2));
+    }
+
+    @Benchmark
+    public void testConst(Blackhole bh) throws Throwable {
+        bh.consume((int) ADD_MH.invokeExact(1, 2));
+    }
+
+    @Benchmark
+    public void testReflect(Blackhole bh) throws Throwable {
+        bh.consume((int) METHOD.invoke(null, 1, 2));
+    }
+
+    @Benchmark
+    public void testReflectLazy(Blackhole bh) throws Throwable {
+        bh.consume((int) LazyMethod.invoke(null, 1, 2));
+    }
+
+    @Benchmark
+    public void testLmf(Blackhole bh) throws Throwable {
+        bh.consume(add.apply(1, 2));
+    }
+
+    @Benchmark
+    public void testLmfInvokeDynamic(Blackhole bh) throws Throwable {
+        bh.consume(addInvokeDynamic.apply(1, 2));
+    }
+
+    interface Add {
+        int apply(int a, int b);
+    }
+}
diff --git a/seeker/snippet/angular.Dockerfile b/seeker/snippet/angular.Dockerfile
deleted file mode 100644
index 009c9158..00000000
--- a/seeker/snippet/angular.Dockerfile
+++ /dev/null
@@ -1,29 +0,0 @@
-#date: 2024-09-18T17:05:04Z
-#url: https://api.github.com/gists/124d04536cdeca0cc709c6b43ffd9871
-#owner: https://api.github.com/users/Riko07br
-
-# Build angular------------------
-FROM node:lts-alpine3.20 as build
-
-RUN npm install -g @angular/cli
-
-WORKDIR /app
-
-COPY package.json .
-
-RUN npm install
-
-COPY . .
-
-RUN npm run build
-
-# NGINX runner---------------
-FROM nginx:1.21-alpine
-
-COPY --from=build /app/dist/frontend/browser /usr/share/nginx/html
-
-COPY ./nginx.conf  /etc/nginx/conf.d/default.conf
-
-EXPOSE 80 4200
-
-CMD ["nginx", "-g", "daemon off;"]
\ No newline at end of file
diff --git a/seeker/snippet/aws_enum.sh b/seeker/snippet/aws_enum.sh
deleted file mode 100644
index dfad1da4..00000000
--- a/seeker/snippet/aws_enum.sh
+++ /dev/null
@@ -1,61 +0,0 @@
-#date: 2024-09-18T16:53:38Z
-#url: https://api.github.com/gists/04d0e48c523b9b73b2f1d14d81e2ba3f
-#owner: https://api.github.com/users/h00die
-
-EC2_TOKEN=$(curl -X PUT "http: "**********": 21600" 2>/dev/null || wget -q -O - --method PUT "http://169.254.169.254/latest/api/token" --header "X-aws-ec2-metadata-token-ttl-seconds: 21600" 2>/dev/null)
-HEADER="X-aws-ec2-metadata-token: "**********"
-URL="http://169.254.169.254/latest/meta-data"
-
-aws_req=""
-if [ "$(command -v curl)" ]; then
-    aws_req="curl -s -f -H '$HEADER'"
-elif [ "$(command -v wget)" ]; then
-    aws_req="wget -q -O - -H '$HEADER'"
-else 
-    echo "Neither curl nor wget were found, I can't enumerate the metadata service :("
-fi
-
-printf "ami-id: "; eval $aws_req "$URL/ami-id"; echo ""
-printf "instance-action: "; eval $aws_req "$URL/instance-action"; echo ""
-printf "instance-id: "; eval $aws_req "$URL/instance-id"; echo ""
-printf "instance-life-cycle: "; eval $aws_req "$URL/instance-life-cycle"; echo ""
-printf "instance-type: "; eval $aws_req "$URL/instance-type"; echo ""
-printf "region: "; eval $aws_req "$URL/placement/region"; echo ""
-
-echo ""
-echo "Account Info"
-eval $aws_req "$URL/identity-credentials/ec2/info"; echo ""
-eval $aws_req "http://169.254.169.254/latest/dynamic/instance-identity/document"; echo ""
-
-echo ""
-echo "Network Info"
-for mac in $(eval $aws_req "$URL/network/interfaces/macs/" 2>/dev/null); do 
-  echo "Mac: $mac"
-  printf "Owner ID: "; eval $aws_req "$URL/network/interfaces/macs/$mac/owner-id"; echo ""
-  printf "Public Hostname: "; eval $aws_req "$URL/network/interfaces/macs/$mac/public-hostname"; echo ""
-  printf "Security Groups: "; eval $aws_req "$URL/network/interfaces/macs/$mac/security-groups"; echo ""
-  echo "Private IPv4s:"; eval $aws_req "$URL/network/interfaces/macs/$mac/ipv4-associations/"; echo ""
-  printf "Subnet IPv4: "; eval $aws_req "$URL/network/interfaces/macs/$mac/subnet-ipv4-cidr-block"; echo ""
-  echo "PrivateIPv6s:"; eval $aws_req "$URL/network/interfaces/macs/$mac/ipv6s"; echo ""
-  printf "Subnet IPv6: "; eval $aws_req "$URL/network/interfaces/macs/$mac/subnet-ipv6-cidr-blocks"; echo ""
-  echo "Public IPv4s:"; eval $aws_req "$URL/network/interfaces/macs/$mac/public-ipv4s"; echo ""
-  echo ""
-done
-
-echo ""
-echo "IAM Role"
-eval $aws_req "$URL/iam/info"
-for role in $(eval $aws_req "$URL/iam/security-credentials/" 2>/dev/null); do 
-  echo "Role: $role"
-  eval $aws_req "$URL/iam/security-credentials/$role"; echo ""
-  echo ""
-done
-
-echo ""
-echo "User Data"
-# Search hardcoded credentials
-eval $aws_req "http://169.254.169.254/latest/user-data"
-
-echo ""
-echo "EC2 Security Credentials"
-eval $aws_req "$URL/identity-credentials/ec2/security-credentials/ec2-instance"; echo ""ty-credentials/ec2/security-credentials/ec2-instance"; echo ""
\ No newline at end of file
diff --git a/seeker/snippet/check-artifact-registry-batch-deletions.py b/seeker/snippet/check-artifact-registry-batch-deletions.py
deleted file mode 100644
index e995d435..00000000
--- a/seeker/snippet/check-artifact-registry-batch-deletions.py
+++ /dev/null
@@ -1,101 +0,0 @@
-#date: 2024-09-18T16:58:56Z
-#url: https://api.github.com/gists/cc77d7c98cd4c0c02f40f0e777ec3c0c
-#owner: https://api.github.com/users/philwhiteuk
-
-from collections import defaultdict
-from datetime import date, datetime, timedelta, UTC
-import os
-import textwrap
-
-from dotenv import load_dotenv
-from google.cloud import artifactregistry_v1 as artifactregistry, logging
-import yaml
-
-load_dotenv()  # take environment variables from .env.
-
-project_id = os.getenv('PROJECT_ID')
-location = os.getenv('LOCATION')
-
-def get_log(log_date: date = date.today()):
-    log_file_path = os.path.join(os.path.dirname(__file__), '../var/log', f'{log_date.isoformat()}.yaml')
-    
-    if not os.path.exists(log_file_path):
-        print(f'Fetching log for {log_date.isoformat()}...')
-        logging_client = logging.Client(project=project_id)
-        log_query = f'''
-            protoPayload.methodName="google.devtools.artifactregistry.v1.ArtifactRegistry.BatchDeleteVersions"
-            AND protoPayload.authenticationInfo.principalEmail:"@gcp-sa-artifactregistry.iam.gserviceaccount.com"
-            AND protoPayload.request.parent:"projects/{project_id}/locations/{location}" 
-            AND protoPayload.request.validateOnly=true
-            AND protoPayload.serviceName="artifactregistry.googleapis.com" 
-            AND 
-                (timestamp > {log_date.isoformat()} AND timestamp <= {(log_date + timedelta(days=1)).isoformat()})
-        '''
-        with open(log_file_path, 'a') as f:
-            for entry in logging_client.list_entries(filter_=log_query):
-                f.write('---\n')  # Separate documents with '---'
-                yaml.dump(entry.to_api_repr(), f) # Write entry to file
-
-    with open(log_file_path, 'r') as f:
-        yaml_docs = yaml.safe_load_all(f)
-        return list(yaml_docs)
-
-def get_current_inventory(repository: str, package: str):
-    inventory_path = os.path.join(os.path.dirname(__file__), '../var/inventory', f'{date.today().isoformat()}-{repository}-{package}.yaml')
-
-    if not os.path.exists(inventory_path):
-        print(f'Fetching most recent inventory for {repository}: {package}...')
-        artifactregistry_client = artifactregistry.ArtifactRegistryClient()
-        parent = f'projects/{project_id}/locations/{location}/repositories/{repository}/packages/{package}'
-        request = artifactregistry.ListVersionsRequest(parent=parent)
-        with open(inventory_path, 'a') as f:
-            for entry in artifactregistry_client.list_versions(request=request):
-                f.write('---\n')  # Separate documents with '---'
-                yaml.dump({'name': entry.name, 'create_time': entry.create_time.isoformat(), 'update_time': entry.update_time.isoformat()}, f) # Write entry to file
-        
-    with open(inventory_path, 'r') as f:
-        yaml_docs = yaml.safe_load_all(f)
-        return list(yaml_docs)
-
-def main():
-    today = date.today()
-    print(f'Checking log for {today.isoformat()}...')
-    log_entries = get_log(log_date=today)
-
-    versions_marked_for_deletion = set()
-    for log_entry in log_entries:
-        if log_entry['protoPayload']['request']['names']:
-            versions_marked_for_deletion.update(log_entry['protoPayload']['request']['names'])
-
-    versions_by_package = defaultdict(list)
-    for tag in versions_marked_for_deletion:
-        repository = tag.split('/')[5]
-        package = tag.split('/')[7]
-        versions_by_package[f'{repository}/{package}'].append(tag)
-
-    now = datetime.now(UTC)
-    for package, versions_marked_for_deletion in versions_by_package.items():
-        repository = package.split('/')[0]
-        package = package.split('/')[1]
-        
-        all_versions = get_current_inventory(repository=repository, package=package)
-        assert len(versions_marked_for_deletion) <= len(all_versions) - 100, f'{repository}/{package} is keeping fewer than the minimum 100 versions!'
-        summary = f'''
-        Resource:                projects/{project_id}/locations/{location}/repositories/{repository}/package/{package}
-        Total files:            {len(all_versions)}
-        Marked for deletion:    {len(versions_marked_for_deletion)}
-        '''
-        print(textwrap.dedent(summary))
-
-        inventory_lookup = dict()
-        for item in all_versions:
-            inventory_lookup.update([{ item['name'], datetime.fromisoformat(item['update_time']) }])
-
-        tag_counter = 0
-        for tag in versions_marked_for_deletion:
-            if tag in inventory_lookup:
-                timedelta = now - inventory_lookup[tag]
-                assert timedelta.days >= 5, f'Version {tag} is newer than 5 days!'
-                print(f'- ✅ {tag.split('/')[-1]} {timedelta.days} days old')
-                tag_counter += 1
-        
diff --git a/seeker/snippet/clone.sh b/seeker/snippet/clone.sh
new file mode 100644
index 00000000..3de4fcd5
--- /dev/null
+++ b/seeker/snippet/clone.sh
@@ -0,0 +1,70 @@
+#date: 2024-09-20T17:10:46Z
+#url: https://api.github.com/gists/bb0499e1272f312b82497031d28e91f2
+#owner: https://api.github.com/users/alifeee
+
+#!/bin/bash
+# quickly clone a GitHub repository
+# 1. take user input of a GitHub repository
+# 2. attempt to pattern match to an actual repository
+# 3. attempt to clone it
+# 4. open in file explorer or code editor
+# made by alifeee
+# version 0.1.0
+
+BASE="/home/alifeee/git"
+
+echo "will clone to ${BASE}"
+read -p "repository: " SSH_LOC
+
+echo " input: ${SSH_LOC}"
+
+# e.g., git@github.com:alifeee/blog.git
+PAT_FULL="^git@github\.com:([^\/]*)\/([^\/]*).git$"
+# e.g., git@github.com:alifeee/blog
+PAT_WITHOUT_EXTENSION="^git@github\.com:([^\/]*)\/([^\/]*)$"
+# e.g., alifeee/blog
+PAT_OWNER_REPO="^([^\/]*)\/([^\/]*)$"
+# e.g., blog (only works when specifying default github account)
+PAT_REPO="^([^\/]*)$"
+DEFAULT_GITHUB_ACCOUNT="alifeee"
+
+if [[ "${SSH_LOC}" =~ $PAT_FULL ]]; then
+  echo " match git@github.com:name/repo.git, cloning as-is"
+  cloneme="${SSH_LOC}"
+elif [[ "${SSH_LOC}" =~ $PAT_WITHOUT_EXTENSION ]]; then
+  echo " match git@github.com:name/repo, adding .git"
+  cloneme="${SSH_LOC}.git"
+elif [[ "${SSH_LOC}" =~ $PAT_OWNER_REPO ]]; then
+  echo " match name/repo, adding github and .git"
+  cloneme="git@github.com:${SSH_LOC}.git"
+elif [[ "${SSH_LOC}" =~ $PAT_REPO ]]; then
+  echo " match repo, attempting alifeee"
+  cloneme="git@github.com:${DEFAULT_GITHUB_ACCOUNT}/${SSH_LOC}.git"
+else
+  read -s -n1 -p "no match type found :("
+  exit 1
+fi
+
+echo " attempting to clone ${cloneme}"
+
+(cd "${BASE}"; git clone "${cloneme}")
+
+folder=$(echo "${cloneme}" | pcregrep -o2 "${PAT_FULL}")
+fullpath="${BASE}/${folder}"
+
+if [ ! -d "${fullpath}" ]; then
+  read -s -n1 -p " no cloned folder found. curious... press ENTER to exit"
+  exit 1
+else
+  openme="${BASE}/${folder}"
+fi
+
+echo "cloned to ${openme}. what now?"
+read -p "ENTER to explore, \"code\" to open in VSCodium: " ACTION
+
+if [ "${ACTION}" == "code" ]; then
+  codium "${openme}"
+else
+  # open in explorer
+  xdg-open "${openme}"
+fi
\ No newline at end of file
diff --git a/seeker/snippet/demo.py b/seeker/snippet/demo.py
new file mode 100644
index 00000000..622cc741
--- /dev/null
+++ b/seeker/snippet/demo.py
@@ -0,0 +1,91 @@
+#date: 2024-09-20T16:46:18Z
+#url: https://api.github.com/gists/a12cf70804125557a0821cca20be746e
+#owner: https://api.github.com/users/Rajchowdhury420
+
+import boto3
+from rich.table import Table
+from rich.console import Console
+
+# Initialize boto3 clients
+cloudformation = boto3.client('cloudformation')
+console = Console()
+
+def list_stacksets():
+    """
+    List all StackSets in the account.
+    """
+    paginator = cloudformation.get_paginator('list_stack_sets')
+    stacksets = []
+
+    for page in paginator.paginate():
+        stacksets.extend(page['Summaries'])
+
+    return stacksets
+
+def detect_stackset_drift(stackset_name):
+    """
+    Detect drift for a specific StackSet.
+    """
+    try:
+        response = cloudformation.detect_stack_set_drift(StackSetName=stackset_name)
+        return response['StackSetDriftDetectionId']
+    except Exception as e:
+        console.print(f"Error detecting drift for {stackset_name}: {e}")
+        return None
+
+def describe_stackset_drift_detection(drift_detection_id):
+    """
+    Describe the drift detection results for a StackSet.
+    """
+    try:
+        response = cloudformation.describe_stack_set_drift_detection_status(
+            StackSetDriftDetectionId=drift_detection_id
+        )
+        return response
+    except Exception as e:
+        console.print(f"Error describing drift detection: {e}")
+        return None
+
+def detect_drift_in_all_stacksets():
+    """
+    Detect drift for all StackSets and display in a formatted table.
+    """
+    stacksets = list_stacksets()
+
+    if not stacksets:
+        console.print("No StackSets found in the account.")
+        return
+
+    table = Table(title="StackSet Drift Status")
+
+    # Add columns to the table
+    table.add_column("StackSet Name", justify="left", style="cyan", no_wrap=True)
+    table.add_column("Drift Detection ID", justify="left", style="yellow")
+    table.add_column("Drift Status", justify="left", style="green")
+    table.add_column("Detection Status", justify="left", style="magenta")
+    table.add_column("Drifted Stacks", justify="right", style="red")
+
+    # Iterate over stacksets to detect drift
+    for stackset in stacksets:
+        stackset_name = stackset['StackSetName']
+        drift_detection_id = detect_stackset_drift(stackset_name)
+
+        if drift_detection_id:
+            drift_status = describe_stackset_drift_detection(drift_detection_id)
+
+            # Add stackset details to the table
+            table.add_row(
+                stackset_name,
+                drift_detection_id,
+                drift_status['StackSetDriftStatus'],
+                drift_status['DetectionStatus'],
+                str(drift_status['DriftedStackInstancesCount'])
+            )
+        else:
+            table.add_row(stackset_name, "N/A", "N/A", "N/A", "N/A")
+
+    # Print the table using rich
+    console.print(table)
+
+if __name__ == "__main__":
+    detect_drift_in_all_stacksets()
\ No newline at end of file
diff --git a/seeker/snippet/fix-json.py b/seeker/snippet/fix-json.py
new file mode 100644
index 00000000..557d811a
--- /dev/null
+++ b/seeker/snippet/fix-json.py
@@ -0,0 +1,40 @@
+#date: 2024-09-20T16:38:20Z
+#url: https://api.github.com/gists/246d7928b2fc26821db582be583d8b7a
+#owner: https://api.github.com/users/tkellogg
+
+import re
+
+# Remove leading and trailing text, leaving just the JSON
+_JSON_TRIM_PATTERN = re.compile(
+    r"^"                # Start of string
+    r"[^{\[]*"          # Drop everything up to { or [
+    r"([{\[].*[}\]])"  # Keep the JSON
+    # Greedy match here should force it to not consume JSON
+    r"[^}\]]*"          # Drop everything after } or ]
+    r"$",               # End of string
+    re.DOTALL,
+)
+
+# Remove invalid escape sequences
+# This is bc mixtral seems to be an idiot, and why prompt better when you can just
+# fix it.
+_JSON_INVALID_ESCAPE_PATTERN = re.compile(
+    r"\\([^bfrntu\\/\"])"
+)
+
+def make_json_safer():
+    """
+    Mock out current JSON prep/parsing functionality. Call this once at startup (e.g. after imports)
+    """
+    orig_fn = dspy.functional._unwrap_json
+    def _safer_unwrap_json(output, from_json: Callable[[str], Union[pydantic.BaseModel, str]]):
+        output = _JSON_TRIM_PATTERN.sub("\\1", output)
+        output = _JSON_INVALID_ESCAPE_PATTERN.sub("\\1", output)
+        try:
+            return orig_fn(output, from_json)
+        except:
+            logger.debug(output)
+            raise
+
+    if dspy.functional._unwrap_json != _safer_unwrap_json:
+        dspy.functional._unwrap_json = _safer_unwrap_json
\ No newline at end of file
diff --git a/seeker/snippet/install-awscli.sh b/seeker/snippet/install-awscli.sh
deleted file mode 100644
index 73241aac..00000000
--- a/seeker/snippet/install-awscli.sh
+++ /dev/null
@@ -1,33 +0,0 @@
-#date: 2024-09-18T17:00:55Z
-#url: https://api.github.com/gists/b7c4ed2118fe9954b85eda3d411150fb
-#owner: https://api.github.com/users/salutgeek
-
-#!/usr/bin/env bash
-# see: https://docs.aws.amazon.com/cli/latest/userguide/getting-started-source-install.html
-# This script will install aws-cli libraries to /usr/local/lib/aws-cli/
-# This script will install aws-cli executable to /usr/local/bin/
-
-set -e
-WORK_DIR=$(mktemp -d)
-
-# download source package and un-tar
-curl -fsSL https://awscli.amazonaws.com/awscli.tar.gz | \
-	tar -xz --strip-components=1 - -C "$WORK_DIR" 
-
-# cleanup
-trap "sudo rm -rf "$WORK_DIR"" EXIT
-
-pushd "$WORK_DIR"
-
-# remove existing installed aws-cli
-sudo rm -rf /usr/local/lib/aws-cli
-
-# configure deps
-./configure --with-download-deps
-
-# install
-make
-sudo make install
-popd
-
-aws --version
\ No newline at end of file
diff --git a/seeker/snippet/kafka-move-leadership.sh b/seeker/snippet/kafka-move-leadership.sh
deleted file mode 100644
index 372d72f8..00000000
--- a/seeker/snippet/kafka-move-leadership.sh
+++ /dev/null
@@ -1,323 +0,0 @@
-#date: 2024-09-18T16:49:56Z
-#url: https://api.github.com/gists/97732ef53ee3c2f6ea421db8d22f85a2
-#owner: https://api.github.com/users/agrezende
-
-#!/usr/bin/env bash
-#
-# File:      kafka-move-leadership.sh
-#
-# Description
-# ===========
-#
-# Generates a Kafka partition reassignment JSON snippet to STDOUT to move the leadership
-# of any replicas away from the provided "source" broker to different, randomly selected
-# "target"brokers.  Run this script with `-h` to show detailed usage instructions.
-#
-#
-# Requirements
-# ============
-# - Kafka 0.8.1.1 (later versions may work, too)
-#
-#
-# Usage
-# =====
-#
-# To show usage instructions run this script with `-h` or `--help`.
-#
-#
-# Full workflow
-# =============
-#
-# High-level overview
-# -------------------
-#
-# 1. Use this script to generate a partition reassignment JSON file.
-# 2. Start the actual reassignment operation via Kafka's `kafka-reassign-partitions.sh` script and this JSON file.
-# 3. Monitor the progress of the reassignment operation with Kafka's `kafka-reassign-partitions.sh` script.
-#
-# Example
-# -------
-#
-# Step 1 (generate reassignment JSON):
-#
-#    $ kafka-move-leadership.sh --broker-id 4 --first-broker-id 0 --last-broker-id 8 --zookeeper zookeeper1:2181 > partitions-to-move-4.json
-#
-# Step 2 (start reassignment process):
-#
-#    $ kafka-reassign-partitions.sh --zookeeper zookeeper1:2181 --reassignment-json-file partitions-to-move-4 --execute
-#
-# Step 3 (monitor progress of reassignment process):
-#
-#    $ kafka-reassign-partitions.sh --zookeeper zookeeper1:2181 --reassignment-json-file partitions-to-move-4 --verify
-
-
-declare -r MYSELF=`basename $0`
-
-print_usage() {
-  echo "$MYSELF - generates a Kafka partition reassignment JSON snippet to move partition leadership away from a broker (details below)"
-  echo
-  echo "Usage: $MYSELF [OPTION]..."
-  echo
-  echo "    --broker-id            Move leadership of all replicas, if any, from this broker"
-  echo "                           to different, randomly selected brokers.  Example: 4"
-  echo "    --first-broker-id      First (= lowest) Kafka broker ID in the cluster.  Used as"
-  echo "                           the start index for the range of broker IDs from which"
-  echo "                           replacement brokers will be randomly selected.  Example: 0"
-  echo "    --last-broker-id       Last (= highest) Kafka broker ID in the cluster.  Used as"
-  echo "                           the end index for the range of broker IDs from which"
-  echo "                           replacement brokers will be randomly selected.  Example: 8"
-  echo "    --zookeeper            Comma-separated list of ZK servers with which the brokers"
-  echo "                           are registered.  Example: zookeeper1:2181,zookeeper2:2181"
-  echo "    -h, --help             Print this help message and exit."
-  echo
-  echo "Example"
-  echo "-------"
-  echo
-  echo "The following example moves leadership from broker with ID 4 to brokers randomly selected from"
-  echo "the ID range 0,1,2,3,4,5,6,7,8 (though 4 itself will be excluded from the range automatically):"
-  echo
-  echo "    $ $MYSELF --broker-id 4 --first-broker-id 0 --last-broker-id 8 --zookeeper zookeeper1:2181"
-  echo
-  echo "Use cases include:"
-  echo "------------------"
-  echo "  1. Safely restarting a broker while minimizing risk of data loss."
-  echo "  2. Replacing a broker."
-  echo "  3. Preparing a broker for maintenance."
-  echo
-  echo "Detailed description"
-  echo "--------------------"
-  echo "Generates a Kafka partition reassignment JSON snippet to STDOUT"
-  echo "to move the leadership of any replicas from the provided broker ID to"
-  echo "different, randomly selected broker IDs."
-  echo
-  echo "This JSON snippet can be saved to a file and then be used as an argument for:"
-  echo
-  echo "    $ kafka-reassign-partitions.sh --reassignment-json-file my.json"
-  echo
-  echo "Further information"
-  echo "-------------------"
-  echo "- http://kafka.apache.org/documentation.html#basic_ops_cluster_expansion"
-  echo "- https://cwiki.apache.org/confluence/display/KAFKA/Replication+tools#Replicationtools-6.ReassignPartitionsTool"
-}
-
-if [[ $# -eq 0 ]]; then
-  print_usage
-  exit 97
-fi
-
-while [[ $# -gt 0 ]]; do
-  case "$1" in
-    --broker-id)
-      shift
-      declare -r BROKER="$1"
-      shift
-      ;;
-    --zookeeper)
-      shift
-      declare -r ZOOKEEPER_CONNECT="$1"
-      shift
-      ;;
-    --first-broker-id)
-      shift
-      declare -r KAFKA_FIRST_BROKER_ID="$1"
-      shift
-      ;;
-    --last-broker-id)
-      shift
-      declare -r KAFKA_LAST_BROKER_ID="$1"
-      shift
-      ;;
-    -h|--help)
-      print_usage
-      exit 98
-      ;;
-    *)
-      echo "ERROR: Unexpected option ${1}"
-      echo
-      print_usage
-      exit 99
-      ;;
-  esac
-done
-
-
-# Input validation
-if [ -z "$BROKER" ]; then
-  echo "ERROR: You must set the parameter --broker-id"
-  exit 80
-fi
-
-if [ -z "$ZOOKEEPER_CONNECT" ]; then
-  echo "ERROR: You must set the parameter --zookeeper"
-  exit 81
-fi
-
-if [ -z "$KAFKA_FIRST_BROKER_ID" ]; then
-  echo "ERROR: You must set the parameter --first-broker-id"
-  exit 82
-fi
-
-if [ -z "$KAFKA_LAST_BROKER_ID" ]; then
-  echo "ERROR: You must set the parameter --last-broker-id"
-  exit 83
-fi
-
-
-###############################################################################
-### DEPENDENCIES
-###############################################################################
-
-declare -r KAFKA_TOPICS_SCRIPT_NAME="kafka-topics.sh"
-declare -r FALLBACK_PATH="/opt/kafka/bin"
-
-which "$KAFKA_TOPICS_SCRIPT_NAME" &>/dev/null
-if [ $? -ne 0 ]; then
-  declare -r FALLBACK_BIN="$FALLBACK_PATH/$KAFKA_TOPICS_SCRIPT_NAME"
-  which "$FALLBACK_BIN" &>/dev/null
-  if [ $? -ne 0 ]; then
-    echo "ERROR: $KAFKA_TOPICS_SCRIPT_NAME (ships with Kafka) not found in PATH."
-    exit 70
-  else
-    declare -r KAFKA_TOPICS_BIN="$FALLBACK_BIN"
-  fi
-else
-  declare -r KAFKA_TOPICS_BIN="$KAFKA_TOPICS_SCRIPT_NAME"
-fi
-
-
-###############################################################################
-### MISC CONFIGURATION - DO NOT TOUCH UNLESS YOU KNOW WHAT YOU ARE DOING
-###############################################################################
-
-declare -r OLD_IFS="$IFS"
-
-
-###############################################################################
-### UTILITY FUNCTIONS
-###############################################################################
-
-# Checks whether an array (first param) contains an element (second param).
-# Returns 0 if the array contains the element, and 1 if it does not.
-#
-# Usage: array_contains myArray myElement
-function array_contains {
-  local array="$1[@]"
-  local seeking=$2
-  local in=1
-  for element in "${!array}"; do
-    if [[ $element == $seeking ]]; then
-      in=0
-      break
-    fi
-  done
-  return $in
-}
-
-# Randomly selects a broker ID in the range specified by
-# KAFKA_FIRST_BROKER_ID (including) and KAFKA_LAST_BROKER_ID (including).
-#
-# Usage: random_broker  => may return e.g. "6"
-function random_broker {
-  shuf -i ${KAFKA_FIRST_BROKER_ID}-${KAFKA_LAST_BROKER_ID} -n 1
-}
-
-# Randomly selects, from the list of available brokers (range specified by
-# KAFKA_FIRST_BROKER_ID and KAFKA_LAST_BROKER_ID), a broker ID that is not
-# already listed in the provided brokers (first param).
-#
-# Usage: other_broker "1,4,6"  => may return e.g. "2"
-#
-# Note: Do NOT put spaces in the string.  "1,2" is ok, "1, 2" is not.
-function other_broker {
-  local brokers_string=$1
-  IFS=$',' read -a brokers <<< "$brokers_string"
-  local new_broker=`random_broker`
-  while array_contains brokers $new_broker; do
-    new_broker=`random_broker`
-  done
-  echo $new_broker
-}
-
-# Returns a list of broker IDs by removing the provided broker ID (second param)
-# from the provided list of original broker IDs (first param).  If the original
-# broker list does not contain the provided broker, the list is returned as is.
-#
-# The list of broker IDs must be a comma-separated list of numbers, e.g. "1,2".
-#
-# Usage: all_but_broker "1,2,3" "3"  => returns "1,2"
-#
-# Note: Do NOT put spaces in the string.  "1,2" is ok, "1, 2" is not.
-function all_but_broker {
-  local brokers_string=$1
-  local broker=$2
-  IFS=$',' read -a brokers <<< "$brokers_string"
-  local new_brokers=""
-  for curr_broker in "${brokers[@]}"; do
-    if [ "$curr_broker" != "$broker" ]; then
-      new_brokers="$new_brokers,$curr_broker"
-    fi
-  done
-  # Remove leading comma, if any.
-  new_brokers=${new_brokers#","}
-  echo $new_brokers
-}
-
-# Returns a list of broker IDs based on a provided list of broker IDs (first
-# param), where the provided broker ID (second param) is replaced by a
-# randomly selected broker ID that is not already in the original list.
-#
-# Usage: replace_broker "1,2,3" "2"  => may return e.g. "1,3,4"
-#
-# Note: Do NOT put spaces in the string.  "1,2" is ok, "1, 2" is not.
-function replace_broker {
-  local brokers_string=$1
-  local broker=$2
-  local remaining_brokers=`all_but_broker $brokers_string $broker`
-  local replacement_broker=`other_broker $brokers_string $broker`
-  new_brokers="$remaining_brokers,$replacement_broker"
-  # Remove leading comma, if any.
-  new_brokers=${new_brokers#","}
-  # Remove trailing comma, if any.
-  new_brokers=${new_brokers%","}
-  echo $new_brokers
-}
-
-
-###############################################################################
-### MAIN
-###############################################################################
-
-# "Header" of JSON file for Kafka partition reassignment
-json="{\n"
-json="$json  \"partitions\": [\n"
-
-# Actual partition reassignments
-for topicPartitionReplicas in `$KAFKA_TOPICS_BIN --zookeeper $ZOOKEEPER_CONNECT --describe | grep "Leader: $BROKER" | awk '{ print $2"#"$4"#"$8 }'`; do
-  # Note: We use '#' as field separator in awk (see above) and here
-  # because it is not a valid character for a Kafka topic name.
-  IFS=$'#' read -a array <<< "$topicPartitionReplicas"
-  topic="${array[0]}"     # e.g. "zerg.hydra"
-  partition="${array[1]}" # e.g. "4"
-  replicas="${array[2]}"  # e.g. "0,8"  (= comma-separated list of broker IDs)
-  new_replicas=`replace_broker $replicas $BROKER`
-  json="$json    {\"topic\": \"${topic}\", \"partition\": ${partition}, \"replicas\": [${new_replicas}] },\n"
-done
-
-# Remove tailing comma, if any.
-json=${json%",\n"}
-json="${json}\n"
-
-# "Footer" of JSON file
-json="$json  ],\n"
-json="$json  \"version\": 1\n"
-json="${json}}\n"
-
-# Print JSON to STDOUT
-echo -e $json
-
-
-###############################################################################
-### CLEANUP
-###############################################################################
-
-IFS="$OLD_IFS"
\ No newline at end of file
diff --git a/seeker/snippet/list-delete-assets.sh b/seeker/snippet/list-delete-assets.sh
new file mode 100644
index 00000000..334ef355
--- /dev/null
+++ b/seeker/snippet/list-delete-assets.sh
@@ -0,0 +1,36 @@
+#date: 2024-09-20T17:10:32Z
+#url: https://api.github.com/gists/3d3ceac4b690daf2ea8391b875e496b4
+#owner: https://api.github.com/users/duboc
+
+#!/bin/bash
+
+# Get the access token
+ACCESS_TOKEN= "**********"
+
+# Define the base URL
+BASE_URL="https://warehouse-visionai.googleapis.com/v1/projects/713488125678/locations/us-central1/corpora/4299188317952260006/assets"
+
+# List all assets
+echo "Listing assets..."
+curl -X GET \
+     -H "Authorization: "**********"
+     "$BASE_URL"
+
+# Parse the JSON response to extract asset IDs
+echo "Deleting assets..."
+assets=$(curl -X GET \
+     -H "Authorization: "**********"
+     "$BASE_URL" | jq -r '.assets[].name' | sed 's/.*\/assets\///')
+
+# Delete each asset
+for asset_id in $assets; do
+  curl -X DELETE \
+       -H "Authorization: "**********"
+       "$BASE_URL/$asset_id"
+done
+
+echo "All assets deleted."
+BASE_URL/$asset_id"
+done
+
+echo "All assets deleted."
diff --git a/seeker/snippet/list-delete-index.sh b/seeker/snippet/list-delete-index.sh
new file mode 100644
index 00000000..a14a0c7d
--- /dev/null
+++ b/seeker/snippet/list-delete-index.sh
@@ -0,0 +1,36 @@
+#date: 2024-09-20T17:08:58Z
+#url: https://api.github.com/gists/ba6c3843858f022b739834dde1bf6e42
+#owner: https://api.github.com/users/duboc
+
+#!/bin/bash
+
+# Get the access token
+ACCESS_TOKEN= "**********"
+
+# Define the base URL
+BASE_URL="https://warehouse-visionai.googleapis.com/v1/projects/713488125678/locations/us-central1/corpora/4299188317952260006/indexes"
+
+# List all indexes
+echo "Listing indexes..."
+curl -X GET \
+     -H "Authorization: "**********"
+     "$BASE_URL"
+
+# Parse the JSON response to extract index IDs
+echo "Deleting indexes..."
+indexes=$(curl -X GET \
+     -H "Authorization: "**********"
+     "$BASE_URL" | jq -r '.indexes[].name' | sed 's/.*\/indexes\///')
+
+# Delete each index
+for index_id in $indexes; do
+  curl -X DELETE \
+       -H "Authorization: "**********"
+       "$BASE_URL/$index_id"
+done
+
+echo "All indexes deleted."
+ASE_URL/$index_id"
+done
+
+echo "All indexes deleted."
diff --git a/seeker/snippet/main.py b/seeker/snippet/main.py
deleted file mode 100644
index 3bf676a9..00000000
--- a/seeker/snippet/main.py
+++ /dev/null
@@ -1,6 +0,0 @@
-#date: 2024-09-18T17:06:49Z
-#url: https://api.github.com/gists/00ca864491f7851330dd40ea0b33db42
-#owner: https://api.github.com/users/mypy-play
-
-for i in range(1000):
-    print(i:int)
\ No newline at end of file
diff --git a/seeker/snippet/mario_cube_dsi_ware_dumper.py b/seeker/snippet/mario_cube_dsi_ware_dumper.py
new file mode 100644
index 00000000..050df2e2
--- /dev/null
+++ b/seeker/snippet/mario_cube_dsi_ware_dumper.py
@@ -0,0 +1,47 @@
+#date: 2024-09-20T16:38:55Z
+#url: https://api.github.com/gists/d362c8a0402344726cc92d3d4133d8e8
+#owner: https://api.github.com/users/p4p1
+
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Made by papi
+# Created on: Fri 20 Sep 2024 04:36:32 PM IST
+# mario_cube_dsi_ware_dumper.py
+# Description:
+#  This python script will download all of the nds file present on the
+#  dsi ware section of the mario cube website. All credit goes to them this
+#  is just a little script to make downloading files there easier.
+
+import requests
+from bs4 import BeautifulSoup
+
+URL="https://repo.mariocube.com/DSiWare/NDS/"
+
+def dl_file(url, file_name):
+    response = requests.get(url, stream=True)
+    if response.status_code == 200:
+        with open(file_name, 'wb') as file:
+            for chunck in response.iter_content(chunk_size=8192):
+                file.write(chunck)
+        return True
+    return False
+
+let = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z' ]
+
+for letter in let:
+    response = requests.get(URL + letter + "/")
+
+    if response.status_code == 200:
+        soup = BeautifulSoup(response.text, 'html.parser')
+        links = soup.find_all('a', href=True)
+        href_links = [link['href'] for link in links]
+        i = 0
+
+        for l in href_links:
+            if i % 2 == 0:
+                i += 1
+                continue
+            i += 1
+            if "USA" in l:
+                if dl_file(URL + letter + "/" + l,l.replace('%20', ' ')):
+                    print("done: %s" % l.replace('%20', ' '))
diff --git a/seeker/snippet/md-pdf.sh b/seeker/snippet/md-pdf.sh
new file mode 100644
index 00000000..e0e3396d
--- /dev/null
+++ b/seeker/snippet/md-pdf.sh
@@ -0,0 +1,36 @@
+#date: 2024-09-20T17:00:22Z
+#url: https://api.github.com/gists/85be7d83ceb6750adb6bc0ab496c3f6f
+#owner: https://api.github.com/users/ichux
+
+#!/bin/bash
+
+# sudo apt install -y pandoc wkhtmltopdf texlive-xetex texlive-latex-extra
+
+# Check if pandoc is installed
+if ! command -v pandoc &> /dev/null; then
+  echo "pandoc is not installed. Please install it and try again."
+  exit 1
+fi
+
+# Directory containing .md files (current directory by default)
+input_dir="${1:-.}"
+
+# Convert all .md files in the directory to .pdf
+for md_file in "$input_dir"/*.md; do
+  if [ -f "$md_file" ]; then
+    # Output file name
+    output_file="${md_file%.md}.pdf"
+
+    pandoc "$md_file" --pdf-engine=wkhtmltopdf -o "$output_file"
+    
+    # Check if the conversion was successful
+    if [ $? -eq 0 ]; then
+      echo "Converted: $md_file -> $output_file"
+    else
+      echo "Conversion failed for: $md_file"
+    fi
+  else
+    echo "No .md files found in the directory."
+    exit 1
+  fi
+done
diff --git a/seeker/snippet/migrate-local-dev.sh b/seeker/snippet/migrate-local-dev.sh
new file mode 100644
index 00000000..1b29ba1b
--- /dev/null
+++ b/seeker/snippet/migrate-local-dev.sh
@@ -0,0 +1,73 @@
+#date: 2024-09-20T16:50:06Z
+#url: https://api.github.com/gists/e89a274a3c87610cfc415e5969f63f05
+#owner: https://api.github.com/users/jeroenvervaeke
+
+#!/bin/bash
+
+# Check if required arguments are provided
+if [ "$#" -ne 2 ]; then
+    echo "Usage: $0 <container_name> <new_image_name>"
+    exit 1
+fi
+
+CONTAINER_NAME="$1"
+NEW_IMAGE="$2"
+OLD_CONTAINER_NAME="${CONTAINER_NAME}-old"
+
+# Function to revert changes
+revert() {
+    echo "Error occurred. Reverting changes..."
+    docker stop "$CONTAINER_NAME" 2>/dev/null
+    docker rm "$CONTAINER_NAME" 2>/dev/null
+    docker rename "$OLD_CONTAINER_NAME" "$CONTAINER_NAME" 2>/dev/null
+    docker start "$CONTAINER_NAME"
+    exit 1
+}
+
+# Step 1: Pull the new image
+echo "Pulling new image: $NEW_IMAGE"
+if ! docker pull "$NEW_IMAGE"; then
+    echo "Failed to pull new image. Exiting."
+    exit 1
+fi
+
+# Step 2: Take the settings from the running container
+# Check if the container is running
+if [ "$(docker inspect -f '{{.State.Running}}' "$CONTAINER_NAME" 2>/dev/null)" != "true" ]; then
+    echo "Container $CONTAINER_NAME is not running. Exiting."
+    exit 1
+fi
+
+PORT_MAPPINGS=$(docker inspect --format='{{range $p, $conf := .NetworkSettings.Ports}}{{if $conf}} -p {{(index $conf 0).HostIp}}:{{(index $conf 0).HostPort}}:{{$p}}{{end}}{{end}}' "$CONTAINER_NAME" | sed 's:/tcp::g')
+ENV_VARIABLES=$(docker inspect --format='{{range $index, $value := .Config.Env}} -e "{{$value}}"{{end}}' "$CONTAINER_NAME")
+
+# Step 3: Stop the old container
+echo "Stopping container: $CONTAINER_NAME"
+if ! docker stop "$CONTAINER_NAME"; then
+    echo "Failed to stop container. Exiting."
+    exit 1
+fi
+
+# Step 4: Rename the old container
+echo "Renaming container to: $OLD_CONTAINER_NAME"
+if ! docker rename "$CONTAINER_NAME" "$OLD_CONTAINER_NAME"; then
+    echo "Failed to rename container. Reverting."
+    docker start "$CONTAINER_NAME"
+    exit 1
+fi
+
+# Step 5: Start the new container with volumes, port mappings and environment variables from the old container
+echo "Starting new container"
+if ! docker run -d --volumes-from "$OLD_CONTAINER_NAME" $PORT_MAPPINGS $ENV_VARIABLES --name "$CONTAINER_NAME" "$NEW_IMAGE"; then
+    echo "Failed to start new container. Reverting."
+    revert
+fi
+
+# Step 6: Remove the old container
+echo "Removing old container"
+if ! docker rm "$OLD_CONTAINER_NAME"; then
+    echo "Failed to remove old container. Reverting."
+    revert
+fi
+
+echo "Update completed successfully!"
\ No newline at end of file
diff --git a/seeker/snippet/pgmm_decrypt.py b/seeker/snippet/pgmm_decrypt.py
new file mode 100644
index 00000000..093a68c0
--- /dev/null
+++ b/seeker/snippet/pgmm_decrypt.py
@@ -0,0 +1,85 @@
+#date: 2024-09-20T17:01:51Z
+#url: https://api.github.com/gists/ead16838a0474577d77f17a0e7843cdf
+#owner: https://api.github.com/users/Zolyn
+
+import os
+import click
+import json
+from base64 import b64decode
+# https://github.com/wqhanginge/pgmm_decrypt/tree/bugfix/incorrect-decryption
+from pgmm_decrypt import decrypt_pgmm_key, decrypt_pgmm_resource
+
+@click.group()
+def main():
+    """\b
+    ╔═╗╔═╗╔╦╗╔╦╗  ╔═╗┌─┐┌┬┐┌─┐┌─┐
+    ╠═╝║ ╦║║║║║║  ║  │ │ ││├┤ │  
+    ╩  ╚═╝╩ ╩╩ ╩  ╚═╝└─┘─┴┘└─┘└─┘
+    Pixel Game Maker MV Codec @syrinka
+
+    pgmm-codec COMMAND --help 查看对应命令的帮助
+
+    \b
+    Thanks to:
+    https://github.com/blluv/pgmm_decrypt
+    """
+    pass
+
+@main.command('decrypt', short_help='使用密钥解密文件')
+@click.argument('info', type=click.Path(exists=True, file_okay=True, readable=True))
+@click.option('-i', '--input',
+    type=click.Path(exists=True, file_okay=False, readable=True),
+    required=True,
+    help='''\b
+    输入目录，将会尝试解密其下的*所有文件*
+    请留意当中是否仍有正常文件，解密后很可能打不开''')
+@click.option('-o', '--output',
+    type=click.Path(file_okay=False),
+    help='输出目录，留空则为 <输入目录>-dec')
+@click.option('-w', '--weak',
+    is_flag=True,
+    help='使用弱解密模式')
+@click.option('-q', '--quiet',
+    is_flag=True)
+def func(info, input, output, weak, quiet):
+    """
+    使用密钥解密资源，并输出到指定路径
+
+    INFO: info.json文件
+
+    \b
+    使用例：
+        pgmm-codec decrypt INFO -i Resources/img -o img-dec
+    """
+    with open(info, "r", encoding="utf-8") as f:
+        encrypted_key = b64decode(json.load(f)["key"])
+    decrypted_key = decrypt_pgmm_key(encrypted_key)
+
+    if output is None:
+        output = input + '-dec'
+
+    ilen = len(input)
+    for root, dirs, files in os.walk(input):
+        if not quiet:
+            print(f'# 当前目录：{root}')
+
+        for file in files:
+            ipath = os.path.join(root, file)
+            opath = os.path.join(output, root[ilen+1:], file)
+
+            with open(ipath, "rb") as f:
+                file_bytes = f.read()
+            
+            decrypted_bytes = decrypt_pgmm_resource(file_bytes, decrypted_key, weak=weak)
+            
+            os.makedirs(os.path.dirname(opath), exist_ok=True)
+
+            with open(opath, "wb") as f:
+                f.write(decrypted_bytes)
+
+            if not quiet:
+                print(file)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/seeker/snippet/pyunit_test_pyppeteer_browser_session.py b/seeker/snippet/pyunit_test_pyppeteer_browser_session.py
new file mode 100644
index 00000000..61d4b97d
--- /dev/null
+++ b/seeker/snippet/pyunit_test_pyppeteer_browser_session.py
@@ -0,0 +1,107 @@
+#date: 2024-09-20T16:57:52Z
+#url: https://api.github.com/gists/1e46c343d1cf5910e9faa031171767ed
+#owner: https://api.github.com/users/pije76
+
+import asyncio
+import unittest
+from pyppeteer import connect, launch
+from pyppeteer.errors import PageError
+from urllib.parse import quote
+import json
+import os
+from os import environ
+
+
+exec_platform = os.getenv('EXEC_PLATFORM')
+
+
+# Get username and access key of the LambdaTest Platform
+username = environ.get('LT_USERNAME', None)
+access_key = "**********"
+
+
+# Capabilities array with the respective configuration for parallel tests
+cloud_capabilities = {
+       'browserName': 'Chrome',
+       'browserVersion': 'latest',
+       'LT:Options': {
+           'platform': 'Windows 11',
+           'build': '[Build] Launching browser session with Pyppeteer (with unittest)',
+           'name': 'Launching browser session with Pyppeteer (with unittest)',
+           'user': username,
+           'accessKey': "**********"
+           'resolution': '1920x1080',
+           'network': True,
+           'video': True,
+           'console': True,
+           'headless': False
+       }
+}
+
+
+local_capabilities = {
+       'browserName': 'Chrome'
+}
+
+
+class LambdaTestAsyncTest(unittest.IsolatedAsyncioTestCase):
+   async def asyncSetUp(self):
+       if exec_platform == 'cloud':
+           capability = quote(json.dumps(cloud_capabilities))
+           print('Initializing test:: ', cloud_capabilities['LT:Options']['name'])
+
+
+           self.browser = await connect(
+               browserWSEndpoint=f'wss://cdp.lambdatest.com/puppeteer?capabilities={capability}'
+           )
+       elif exec_platform == 'local':
+           print('Initializing test:: ', local_capabilities['browserName'])
+           self.browser = await launch(headless = False, args=['--start-maximized'])
+
+
+       await asyncio.sleep(1)
+       self.page = await self.browser.newPage()
+
+
+   async def asyncTearDown(self):
+       await self.page.close()
+       await asyncio.sleep(1)
+       await self.browser.close()
+
+
+   async def test_page_title(self):
+       await self.page.goto('https://search.brave.com/')
+       title = await self.page.title()
+       print('Scenario 1: Page Title ' + title)
+
+
+       try:
+           assert title == 'Private Search Engine - Brave Search', 'Expected page title is incorrect!'
+           await self.page.evaluate('_ => {}', f'lambdatest_action: {json.dumps({ "action": "setTestStatus", "arguments": { "status": "passed", "remark": "Title matched" } })}')
+       except PageError as e:
+           await self.page.evaluate('_ => {}', f'lambdatest_action: {json.dumps({ "action": "setTestStatus", "arguments": { "status": "failed", "remark": str(e) } })}')
+
+
+   async def test_page_content(self):
+       # Navigate to a website to see the effect
+       await self.page.goto('https://www.duckduckgo.com')
+       element = await self.page.querySelector('[name="q"]')
+
+
+       await element.click()
+       await element.type('LambdaTest')
+       await asyncio.gather(
+           self.page.keyboard.press('Enter'),
+           self.page.waitForNavigation()
+       )
+
+
+       page_title = await self.page.title()
+       print('Scenario 2: Page Title ' + page_title)
+       return page_title
+
+
+if __name__ == '__main__':
+   unittest.main()
+:
+   unittest.main()
diff --git a/seeker/snippet/ravaen_normalisation_manual_extract.py b/seeker/snippet/ravaen_normalisation_manual_extract.py
new file mode 100644
index 00000000..caa6feae
--- /dev/null
+++ b/seeker/snippet/ravaen_normalisation_manual_extract.py
@@ -0,0 +1,134 @@
+#date: 2024-09-20T17:11:24Z
+#url: https://api.github.com/gists/c312c2e39bcceb88d41f88ae3dd2cb2a
+#owner: https://api.github.com/users/previtus
+
+
+class DataNormalizerLogManual():
+    def __init__(self):
+        self.setup()
+    def setup(self):
+        # These were edited to work with the 10 bands we had in Wildfires project (FireCLR)
+        # only use 10m resolution bands (10): Blue (B2), Green (B3), Red (B4), VNIR (B5),
+        # VNIR (B6), VNIR (B7), NIR (B8), VNIR (B8a), SWIR (B11), SWIR (B12) combining
+        self.BANDS_S2_BRIEF = ["B2", "B3", "B4", "B5", "B6", "B7", "B8", "B8A", "B11", "B12"]
+
+        self.RESCALE_PARAMS = {
+            "B1": {"x0": 7.3,
+                   "x1": 7.6,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B2": {"x0": 6.9,
+                   "x1": 7.5,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B3": {"x0": 6.5,
+                   "x1": 7.4,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B4": {"x0": 6.2,
+                   "x1": 7.5,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B5": {"x0": 6.1,
+                   "x1": 7.5,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B6": {"x0": 6.5,
+                   "x1": 8,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B7": {"x0": 6.5,
+                   "x1": 8,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B8": {"x0": 6.5,
+                   "x1": 8,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B8A": {"x0": 6.5,
+                    "x1": 8,
+                    "y0": -1,
+                    "y1": 1,
+                    },
+            "B9": {"x0": 6,
+                   "x1": 7,
+                   "y0": -1,
+                   "y1": 1,
+                   },
+            "B10": {"x0": 2.5,
+                    "x1": 4.5,
+                    "y0": -1,
+                    "y1": 1,
+                    },
+            "B11": {"x0": 6,
+                    "x1": 8,
+                    "y0": -1,
+                    "y1": 1,
+                    },
+            "B12": {"x0": 6,
+                    "x1": 8,
+                    "y0": -1,
+                    "y1": 1,
+                    }
+        }
+        print("normalization params are manually found")
+
+    def normalize_x(self, data):
+        bands = data.shape[0]  # for example 15
+        for band_i in range(bands):
+            data_one_band = data[band_i, :, :]
+            if band_i < len(self.BANDS_S2_BRIEF):
+                # log
+                data_one_band = np.log(data_one_band)
+                data_one_band[np.isinf(data_one_band)] = np.nan
+
+                # rescale
+                r = self.RESCALE_PARAMS[self.BANDS_S2_BRIEF[band_i]]
+                x0, x1, y0, y1 = r["x0"], r["x1"], r["y0"], r["y1"]
+                data_one_band = ((data_one_band - x0) / (x1 - x0)) * (y1 - y0) + y0
+            data[band_i, :, :] = data_one_band
+        return data
+
+    def denormalize_x(self, data):
+        bands = data.shape[0]  # for example 15
+        for band_i in range(bands):
+            data_one_band = data[band_i, :, :]
+            if band_i < len(self.BANDS_S2_BRIEF):
+                # rescale
+                r = self.RESCALE_PARAMS[self.BANDS_S2_BRIEF[band_i]]
+                x0, x1, y0, y1 = r["x0"], r["x1"], r["y0"], r["y1"]
+                data_one_band = (((data_one_band - y0) / (y1 - y0)) * (x1 - x0)) + x0
+
+                # undo log
+                data_one_band = np.exp(data_one_band)
+                # data_one_band = np.log(data_one_band)
+                # data_one_band[np.isinf(data_one_band)] = np.nan
+
+            data[band_i, :, :] = data_one_band
+        return data
+
+      
+
+normaliser = DataNormalizerLogManual()
+# pseudocode of usage:
+# imagin you have loaded data here
+before = read_image(before_path, channels) # rasterio load for example
+before_tiles = image2tiles(before) # tiling script
+after = read_image(after_path, channels)
+after_tiles = image2tiles(after)
+
+for tile_i in range(len(before_tiles)):
+    before_tiles[tile_i] = normaliser.normalize_x(before_tiles[tile_i])
+for tile_i in range(len(after_tiles)):
+    after_tiles[tile_i] = normaliser.normalize_x(after_tiles[tile_i])
+
+# ... etc
+# for example check the stats of your normalised data - is it between the expected -1 to +1 ?
\ No newline at end of file
diff --git a/seeker/snippet/spring.Dockerfile b/seeker/snippet/spring.Dockerfile
deleted file mode 100644
index bfae59a6..00000000
--- a/seeker/snippet/spring.Dockerfile
+++ /dev/null
@@ -1,25 +0,0 @@
-#date: 2024-09-18T17:05:04Z
-#url: https://api.github.com/gists/124d04536cdeca0cc709c6b43ffd9871
-#owner: https://api.github.com/users/Riko07br
-
-# Build maven-----------------------
-FROM maven:3.8.4-openjdk-17 AS build
-
-WORKDIR /app
-
-COPY src/main ./src/main
-
-COPY pom.xml ./
-
-RUN mvn clean "-Dmaven.test.skip" package
-
-# openJDK runner--------------------
-FROM openjdk:17-jdk-alpine
-
-WORKDIR /app
-
-COPY --from=build /app/target/backend-0.0.1-SNAPSHOT.jar ./app.jar
-
-EXPOSE 8080
-
-ENTRYPOINT ["java","-jar","/app/app.jar"]
\ No newline at end of file
diff --git a/seeker/snippet/unifi.sh b/seeker/snippet/unifi.sh
new file mode 100644
index 00000000..ffb7cfd7
--- /dev/null
+++ b/seeker/snippet/unifi.sh
@@ -0,0 +1,19 @@
+#date: 2024-09-20T16:43:07Z
+#url: https://api.github.com/gists/c42e8104d2bcc5d2a801df7439f58433
+#owner: https://api.github.com/users/mbc3k
+
+#!/bin/sh
+# works on SmartOS LX instances, maybe elsewhere?
+
+# set up repos
+echo 'deb [ arch=amd64,arm64 ] https://www.ui.com/downloads/unifi/debian stable ubiquiti' > /etc/apt/sources.list.d/100-ubnt-unifi.list
+echo 'deb [trusted=yes] https://repo.mongodb.org/apt/ubuntu bionic/mongodb-org/3.6 multiverse' > /etc/apt/sources.list.d/mongodb-org-3.6.list
+
+# for libssl1
+echo 'deb http://security.ubuntu.com/ubuntu focal-security main' > /etc/apt/sources.list.d/old-ubuntu.list
+
+curl -sO https://dl.ui.com/unifi/unifi-repo.gpg --output-dir /etc/apt/trusted.gpg.d/
+curl -sO https://www.mongodb.org/static/pgp/server-3.6.asc --output-dir /etc/apt/trusted.gpg.d/
+
+apt update
+apt install -y unifi