Merge pull request #717 from m-1-k-3/gpt_looping

GPT rating improvements
e-m-b-a · Jul 24, 2023 · 4f82ad6 · 4f82ad6
2 parents 4ad8756 + a8d53ee
commit 4f82ad6
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diff --git a/README.md b/README.md
@@ -69,6 +69,13 @@ For further details on EMBA's system-emulation engine check the [wiki](https://g
 sudo ./emba -l ~/log -f ~/firmware -p ./scan-profiles/default-scan-emulation.emba
 
 ```
+## Quick start with AI-assisted analysis enabled
+For further details on EMBA's AI analysis engine check the [wiki](https://github.com/e-m-b-a/emba/wiki/AI-supported-firmware-analysis).
+```console
+sudo ./emba -l ~/log -f ~/firmware -p ./scan-profiles/default-scan-gpt.emba
+
+```
+
 ---
 *EMBA* supports multiple testing and reporting [options](https://github.com/e-m-b-a/emba/wiki/Usage#arguments). For more details check the [wiki](https://github.com/e-m-b-a/emba/wiki/Usage).
 

diff --git a/helpers/helpers_emba_defaults.sh b/helpers/helpers_emba_defaults.sh
@@ -71,7 +71,7 @@ set_defaults() {
   export QUEST_CONTAINER=""
   export GPT_OPTION=0           # 0 -> off 1-> unpayed plan 2 -> no rate-limit
   export GPT_QUESTION="For the following code I need you to tell me how an attacker could exploit it and point out all vulnerabilities:"
-  export MINIMUM_GPT_PRIO=2     # [3 downto 0] 3 -> everything gets checked; 0 -> nothing gets checked 
+  export MINIMUM_GPT_PRIO=1     # everything above this value gets checked
 
   export SHORT_PATH=0           # short paths in cli output
   export THREADED=0             # 0 -> single thread

diff --git a/helpers/helpers_emba_print.sh b/helpers/helpers_emba_print.sh
@@ -834,7 +834,7 @@ print_notification() {
 }
 
 # writes inputs into csv for chatgpt
-# Args: "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "${GPT_RESPONSE_}"
+# Args: "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "${GPT_RESPONSE_}"
 write_csv_gpt() {
   local CSV_ITEMS=("$@")
   if ! [[ -d "$CSV_DIR" ]]; then
@@ -846,7 +846,7 @@ write_csv_gpt() {
 }
 
 # writes inputs into tmp csv for chatgpt
-# Args: "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "${GPT_RESPONSE_}"
+# Args: "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "${GPT_RESPONSE_}"
 write_csv_gpt_tmp() {
   local CSV_ITEMS=("$@")
   if ! [[ -d "$CSV_DIR" ]]; then

diff --git a/modules/F05_qs_resolver.sh b/modules/F05_qs_resolver.sh
@@ -24,7 +24,7 @@ F05_qs_resolver() {
       grep -q "Q02_openai_question finished" "${LOG_DIR}"/"${MAIN_LOG_FILE}" || sleep 1m
     fi
 
-    local _GPT_INPUT_FILE_=""
+    # local _GPT_INPUT_FILE_=""
     local GPT_ANCHOR_=""
     local _GPT_PRIO_=3
     local GPT_QUESTION_=""
@@ -38,13 +38,13 @@ F05_qs_resolver() {
       while IFS=";" read -r COL1_ COL2_ COL3_ COL4_ COL5_ COL6_ COL7_; do
         GPT_INPUT_FILE_="${COL1_}"
         GPT_ANCHOR_="${COL2_}"
-        _GPT_PRIO_="${COL3_//GPT-Prio-/}"
+        _GPT_PRIO_="${COL3_}"
         GPT_QUESTION_="${COL4_}"
         GPT_OUTPUT_FILE_="${COL5_}"
         GPT_TOKENS_="${COL6_//cost\=/}"
         GPT_RESPONSE_="${COL7_//\"/}"
 
-        print_output "[*] Trying to resolve Anchor=${GPT_ANCHOR_} in Output_file=${GPT_OUTPUT_FILE_}"
+        print_output "[*] Trying to resolve ${ORANGE}Anchor ${GPT_ANCHOR_}${NC} in ${ORANGE}Output_file ${GPT_OUTPUT_FILE_}${NC}."
 
         if [[ ${GPT_TOKENS_} -ne 0 ]]; then
           if ! [ -f "${GPT_OUTPUT_FILE_}" ]; then

diff --git a/modules/F50_base_aggregator.sh b/modules/F50_base_aggregator.sh
@@ -110,7 +110,7 @@ output_overview() {
   fi
 
   if [[ -f "${LOG_DIR}"/"${Q02_LOG}" ]] && [[ "${GPT_OPTION}" -gt 0 ]]; then
-    GPT_RESULTS=$(grep -c "OpenAI responded with the following details" "${LOG_DIR}"/"${Q02_LOG}" || true)
+    GPT_RESULTS=$(grep -c "AI-assisted analysis results via OpenAI ChatGPT" "${LOG_DIR}"/"${Q02_LOG}" || true)
     if [[ "${GPT_RESULTS}" -gt 0 ]]; then
       print_output "[+] EMBA AI analysis enabled."
       write_link "q02"

diff --git a/modules/Q02_openai_question.sh b/modules/Q02_openai_question.sh
@@ -33,6 +33,7 @@ Q02_openai_question() {
       done
     fi
 
+    export GTP_CHECKED_ARR=()
     while ! grep -q "Testing phase ended" "${LOG_DIR}"/"${MAIN_LOG_FILE}"; do
       if [[ "${CHATGPT_RESULT_CNT}" -ge 0 ]]; then
         ask_chatgpt
@@ -64,36 +65,58 @@ ask_chatgpt() {
     mkdir "${GPT_FILE_DIR_}"
   fi
 
-  while IFS=";" read -r COL1_ COL2_ COL3_ COL4_ COL5_ COL6_ COL7_; do
-    SCRIPT_PATH_TMP_="${COL1_}"
-    GPT_ANCHOR_="${COL2_}"
-    GPT_PRIO_="${COL3_//GPT-Prio-/}"
-    GPT_QUESTION_="${COL4_}"
-    GPT_OUTPUT_FILE_="${COL5_}"
-    GPT_TOKENS_="${COL6_//cost\=/}"
-    GPT_RESPONSE_="${COL7_}"
+  # generating Array for GPT requests - sorting according the prio in field 3
+  # this array gets regenerated on every round
+  readarray -t Q02_OPENAI_QUESTIONS < <(sort -u -k 3 -t ';' -r "${CSV_DIR}/q02_openai_question.csv.tmp")
+
+  for (( ELE_INDEX=0; ELE_INDEX<"${#Q02_OPENAI_QUESTIONS[@]}"; ELE_INDEX++ )); do
+    ELEM="${Q02_OPENAI_QUESTIONS["${ELE_INDEX}"]}"
+    SCRIPT_PATH_TMP_="$(echo "${ELEM}" | cut -d\; -f1)"
+
+    # as we always start with the highest rated entry, we need to check if this entry was already tested:
+    if [[ " ${GTP_CHECKED_ARR[*]} " =~ ${SCRIPT_PATH_TMP_} ]]; then
+      print_output "[*] GPT - Already tested ${SCRIPT_PATH_TMP_}" "no_log"
+      # lets test the next entry
+      continue
+    fi
+
+    GPT_ANCHOR_="$(echo "${ELEM}" | cut -d\; -f2)"
+    GPT_PRIO_="$(echo "${ELEM}" | cut -d\; -f3)"
+    # GPT_PRIO_="${GPT_PRIO_//GPT-Prio-/}"
+    GPT_QUESTION_="$(echo "${ELEM}" | cut -d\; -f4)"
+    GPT_OUTPUT_FILE_="$(echo "${ELEM}" | cut -d\; -f5)"
+    GPT_TOKENS_="$(echo "${ELEM}" | cut -d\; -f6)"
+    GPT_TOKENS_="${GPT_TOKENS_//cost\=/}"
+    GPT_RESPONSE_="$(echo "${ELEM}" | cut -d\; -f7)"
     GPT_INPUT_FILE_="$(basename "${SCRIPT_PATH_TMP_}")"
 
     # in case we have nothing we are going to move on
     [[ -z "${SCRIPT_PATH_TMP_}" ]] && continue
-    print_output "[*] Trying to check inside ${ORANGE}${LOG_DIR}/firmware${NC}" "no_log"
+    print_output "[*] Identification of ${ORANGE}${SCRIPT_PATH_TMP_} / ${GPT_INPUT_FILE_}${NC} inside ${ORANGE}${LOG_DIR}/firmware${NC}" "no_log"
     SCRIPT_PATH_TMP_="$(find "${LOG_DIR}/firmware" -wholename "*${SCRIPT_PATH_TMP_}")"
+
     # in case we have nothing we are going to move on
     ! [[ -f "${SCRIPT_PATH_TMP_}" ]] && continue
     [[ -f "${SCRIPT_PATH_TMP_}" ]] && cp "${SCRIPT_PATH_TMP_}" "${GPT_FILE_DIR_}/${GPT_INPUT_FILE_}.log"
 
-    print_output "[*] Trying to check ${ORANGE}${SCRIPT_PATH_TMP_}${NC} with Question ${ORANGE}${GPT_QUESTION_}${NC}" "no_log"
-    print_output "[*] Prio for testing is ${GPT_PRIO_}" "no_log"
+    print_output "[*] AI-Assisted analysis of script ${ORANGE}${SCRIPT_PATH_TMP_}${NC} with question ${ORANGE}${GPT_QUESTION_}${NC}" "no_log"
+    print_output "[*] Current priority for testing is ${GPT_PRIO_}" "no_log"
 
-    if [[ -z ${GPT_RESPONSE_} ]] && [[ ${GPT_PRIO_} -le ${MINIMUM_GPT_PRIO} ]] && [[ "${SCRIPT_PATH_TMP_}" != '' ]]; then
+    if [[ -z ${GPT_RESPONSE_} ]] && [[ ${GPT_PRIO_} -ge ${MINIMUM_GPT_PRIO} ]] && [[ "${SCRIPT_PATH_TMP_}" != '' ]]; then
       if [[ -f "${SCRIPT_PATH_TMP_}" ]]; then
         # add navbar-item for file
         sub_module_title "${GPT_INPUT_FILE_}"
-        print_output "[*] Asking ChatGPT about ${ORANGE}$(print_path "${SCRIPT_PATH_TMP_}")${NC}" "" "${GPT_FILE_DIR_}/${GPT_INPUT_FILE_}.log"
+
+        print_output "[*] AI-Assisted analysis for ${ORANGE}$(print_path "${SCRIPT_PATH_TMP_}")${NC}" "" "${GPT_FILE_DIR_}/${GPT_INPUT_FILE_}.log"
         head -n -2 "${CONFIG_DIR}/gpt_template.json" > "${TMP_DIR}/chat.json"
         CHATGPT_CODE_=$(sed 's/\\//g;s/"/\\\"/g' "${SCRIPT_PATH_TMP_}" | tr -d '[:space:]')
         printf '"%s %s"\n}]}' "${GPT_QUESTION_}" "${CHATGPT_CODE_}" >> "${TMP_DIR}/chat.json"
         print_output "[*] The Combined Cost of the OpenAI request / the length is: ${ORANGE}${#GPT_QUESTION_} + ${#CHATGPT_CODE_}${NC}" "no_log"
+        if [[ "${#CHATGPT_CODE_}" -gt 4561 ]]; then
+          print_output "[-] GPT request is too big ... skipping it now"
+          continue
+        fi
+
         HTTP_CODE_=$(curl https://api.openai.com/v1/chat/completions -H "Content-Type: application/json" \
           -H "Authorization: Bearer ${OPENAI_API_KEY}" \
           -d @"${TMP_DIR}/chat.json" -o "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json" --write-out "%{http_code}" || true)
@@ -104,7 +127,7 @@ ask_chatgpt() {
             print_output "[-] ERROR response: $(cat "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json")"
 
             if jq '.error.type' "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json" | grep -q "insufficient_quota" ; then
-              print_output "[-] Stopping OpenAI requests since the API key has reached its quota"
+              print_output "[-] Stopping OpenAI requests since the API key has reached its quota limit"
               CHATGPT_RESULT_CNT=-1
               sleep 20
               break
@@ -132,6 +155,7 @@ ask_chatgpt() {
                   fi
                   sleep 1
                 done
+                # TODO: now we should redo the last test
               else
                 print_output "[-] Stopping OpenAI requests since the API key has reached its rate_limit"
                 CHATGPT_RESULT_CNT=-1
@@ -140,6 +164,9 @@ ask_chatgpt() {
             fi
 
             cat "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json" >> "${GPT_FILE_DIR_}/openai_server_errors.log"
+            readarray -t Q02_OPENAI_QUESTIONS < <(sort -u -k 3 -t ';' -r "${CSV_DIR}/q02_openai_question.csv.tmp")
+            # reset the array index to start again with the highest rated entry
+            ELE_INDEX=0
             sleep 30s
             continue
           fi
@@ -150,16 +177,18 @@ ask_chatgpt() {
           print_output "[-] Something went wrong with the ChatGPT request for ${GPT_INPUT_FILE_}"
           break
         fi
+
         GPT_RESPONSE_=("$(jq '.choices[] | .message.content' "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json")")
         GPT_RESPONSE_CLEANED_="${GPT_RESPONSE_[*]//\;/}" #remove ; from response
         GPT_TOKENS_=$(jq '.usage.total_tokens' "${TMP_DIR}/${GPT_INPUT_FILE_}_response.json")
 
         if [[ ${GPT_TOKENS_} -ne 0 ]]; then
+          GTP_CHECKED_ARR+=("${SCRIPT_PATH_TMP_}")
           # write new into done csv
-          write_csv_gpt "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "'${GPT_RESPONSE_CLEANED_//\'/}'"
+          write_csv_gpt "${GPT_INPUT_FILE_}" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION_}" "${GPT_OUTPUT_FILE_}" "cost=${GPT_TOKENS_}" "'${GPT_RESPONSE_CLEANED_//\'/}'"
           # print openai response
           print_ln
-          print_output "[*] ${ORANGE}OpenAI responded with the following details:${NC}"
+          print_output "[*] ${ORANGE}AI-assisted analysis results via OpenAI ChatGPT:${NC}\\n"
           echo -e "${GPT_RESPONSE_[*]}" | tee -a "${LOG_FILE}"
           # add proper module link
           print_ln
@@ -187,11 +216,18 @@ ask_chatgpt() {
     if [[ "${GPT_OPTION}" -ne 2 ]]; then
       sleep 20s
     fi
-  done < "${CSV_DIR}/q02_openai_question.csv.tmp"
+
+    # reload q02 results:
+    print_output "[*] Regenerate analysis array ..." "no_log"
+    readarray -t Q02_OPENAI_QUESTIONS < <(sort -u -k 3 -t ';' -r "${CSV_DIR}/q02_openai_question.csv.tmp")
+    # reset the array index to start again with the highest rated entry
+    ELE_INDEX=0
+  done
 
   if [[ -f "${CSV_DIR}/q02_openai_question.csv" ]]; then
-    while IFS=";" read -r COL1_ COL2_ COL3_ COL4_ COL5_ COL6_ COL7_; do
-      GPT_ANCHOR_="${COL2_}"
+    local GPT_ENTRY_LINE=""
+    while read -r GPT_ENTRY_LINE; do
+      GPT_ANCHOR_="$(echo "${GPT_ENTRY_LINE}" | cut -d ';' -f2)"
       sed -i "/${GPT_ANCHOR_}/d" "${CSV_DIR}/q02_openai_question.csv.tmp"
       # TODO remove [CHATGPT] line in output file
     done < "${CSV_DIR}/q02_openai_question.csv"

diff --git a/modules/S15_radare_decompile_checks.sh b/modules/S15_radare_decompile_checks.sh
@@ -196,8 +196,8 @@ radare_decomp_print_top10_statistics() {
             if [[ "${GPT_OPTION}" -gt 0 ]]; then
               print_output "[*] Asking OpenAI chatbot about ${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt"
               GPT_ANCHOR_="$(openssl rand -hex 8)"
-              # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
-              write_csv_gpt_tmp "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt" "${GPT_ANCHOR}" "GPT-Prio-${GPT_PRIO}" "Can you give me a side by side desciption of the following code in a table, where on the left is the code and on the right the desciption. And please use proper spacing and | to make it terminal friendly:" "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt" "" ""
+              # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
+              write_csv_gpt_tmp "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt" "${GPT_ANCHOR}" "${GPT_PRIO}" "Can you give me a side by side desciption of the following code in a table, where on the left is the code and on the right the desciption. And please use proper spacing and | to make it terminal friendly:" "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt" "" ""
               # add ChatGPT link
               printf '%s\n\n' "" >> "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt"
               write_anchor_gpt "${GPT_ANCHOR_}" "${LOG_PATH_MODULE}/vul_func_${F_COUNTER}_${FUNCTION}-${SEARCH_TERM}.txt"

diff --git a/modules/S20_shell_check.sh b/modules/S20_shell_check.sh
@@ -115,17 +115,29 @@ S20_shell_check()
 s20_eval_script_check() {
   local SH_SCRIPTS_=("${@}")
   local SH_SCRIPT=""
+  local GPT_PRIO_=3
+  local GPT_ANCHOR_=""
 
   sub_module_title "Check shell scripts for eval usage"
 
   for SH_SCRIPT in "${SH_SCRIPTS_[@]}" ; do
     print_output "[*] Testing ${ORANGE}${SH_SCRIPT}${NC} for eval usage" "no_log"
     if grep "eval " "${SH_SCRIPT}" | grep -q -v "^#.*"; then
       SH_SCRIPT_NAME="$(basename "${SH_SCRIPT}")"
+      local SHELL_LOG="$LOG_PATH_MODULE"/sh_eval_sources/"${SH_SCRIPT_NAME}".log
       ! [[ -d "$LOG_PATH_MODULE"/sh_eval_sources/ ]] && mkdir "$LOG_PATH_MODULE"/sh_eval_sources/
-      [[ -f "${SH_SCRIPT}" ]] && cp "${SH_SCRIPT}" "$LOG_PATH_MODULE"/sh_eval_sources/"${SH_SCRIPT_NAME}".log
-      sed -i -r "s/.*eval\ .*/\x1b[32m&\x1b[0m/" "$LOG_PATH_MODULE"/sh_eval_sources/"${SH_SCRIPT_NAME}".log
-      print_output "[+] Found ${ORANGE}eval${GREEN} usage in ${ORANGE}${SH_SCRIPT_NAME}${NC}" "" "${LOG_PATH_MODULE}/sh_eval_sources/${SH_SCRIPT_NAME}.log"
+      [[ -f "${SH_SCRIPT}" ]] && cp "${SH_SCRIPT}" "${SHELL_LOG}"
+      sed -i -r "s/.*eval\ .*/\x1b[32m&\x1b[0m/" "${SHELL_LOG}"
+      print_output "[+] Found ${ORANGE}eval${GREEN} usage in ${ORANGE}${SH_SCRIPT_NAME}${NC}" "" "${SHELL_LOG}"
+
+      if [[ "${GPT_OPTION}" -gt 0 ]]; then
+        GPT_ANCHOR_="$(openssl rand -hex 8)"
+        # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
+        write_csv_gpt_tmp "$(cut_path "${SH_SCRIPT}")" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION}" "${SHELL_LOG}" "" ""
+        # add ChatGPT link
+        printf '%s\n\n' "" >> "${SHELL_LOG}"
+        write_anchor_gpt "${GPT_ANCHOR_}" "${SHELL_LOG}"
+      fi
     fi
   done
 }
@@ -151,6 +163,7 @@ s20_reporter() {
   local SHELL_LOG="${3:0}"
   local GPT_PRIO_=2
   local GPT_ANCHOR_=""
+
   if [[ "$VULNS" -ne 0 ]] ; then
     # check if this is common linux file:
     local COMMON_FILES_FOUND
@@ -172,14 +185,16 @@ s20_reporter() {
       print_output "[+] Found ""$ORANGE""$VULNS"" issues""$GREEN"" in script ""$COMMON_FILES_FOUND"":""$NC"" ""$(print_path "$SH_SCRIPT")" "" "$SHELL_LOG"
     fi
     write_csv_log "$(print_path "$SH_SCRIPT")" "$VULNS" "$CFF" "NA"
+
     if [[ "${GPT_OPTION}" -gt 0 ]]; then
       GPT_ANCHOR_="$(openssl rand -hex 8)"
       # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
-      write_csv_gpt_tmp "$(cut_path "${SH_SCRIPT}")" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION}" "${SHELL_LOG}" "" ""
+      write_csv_gpt_tmp "$(cut_path "${SH_SCRIPT}")" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION}" "${SHELL_LOG}" "" ""
       # add ChatGPT link
       printf '%s\n\n' "" >> "${SHELL_LOG}"
       write_anchor_gpt "${GPT_ANCHOR_}" "${SHELL_LOG}"
     fi
+
     echo "$VULNS" >> "$TMP_DIR"/S20_VULNS.tmp
   fi
 }
diff --git a/modules/S21_python_check.sh b/modules/S21_python_check.sh
@@ -77,7 +77,7 @@ s21_script_bandit() {
   local NAME=""
   local PY_LOG=""
   local VULNS=""
-  local GPT_PRIO_=3
+  local GPT_PRIO_=2
   local GPT_ANCHOR_=""
 
   NAME=$(basename "$PY_SCRIPT_" 2> /dev/null | sed -e 's/:/_/g')
@@ -110,8 +110,8 @@ s21_script_bandit() {
     write_csv_log "$(print_path "$PY_SCRIPT_")" "$VULNS" "$CFF" "NA"
     if [[ "${GPT_OPTION}" -gt 0 ]]; then
       GPT_ANCHOR_="$(openssl rand -hex 8)"
-      # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
-      write_csv_gpt_tmp "$(cut_path "${PY_SCRIPT_}")" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION}" "${PY_LOG}" "" ""
+      # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
+      write_csv_gpt_tmp "$(cut_path "${PY_SCRIPT_}")" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION}" "${PY_LOG}" "" ""
       # add ChatGPT link to output file
       printf '%s\n\n' "" >> "${PY_LOG}"
       write_anchor_gpt "${GPT_ANCHOR_}" "${PY_LOG}"

diff --git a/modules/S22_php_check.sh b/modules/S22_php_check.sh
@@ -93,7 +93,7 @@ s22_vuln_check_semgrep() {
       local SEMG_SOURCE_FILE=""
       local SEMG_SOURCE_FILE_NAME=""
       local SEMG_LINE_NR=""
-      local GPT_PRIO_=2
+      local GPT_PRIO_=3
       local GPT_ANCHOR_=""
 
       ! [[ -d "$LOG_PATH_MODULE"/semgrep_sources/ ]] && mkdir "$LOG_PATH_MODULE"/semgrep_sources/
@@ -115,8 +115,8 @@ s22_vuln_check_semgrep() {
 
       if [[ "${GPT_OPTION}" -gt 0 ]]; then
         GPT_ANCHOR_="$(openssl rand -hex 8)"
-        # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
-        write_csv_gpt_tmp "$(cut_path "${SEMG_SOURCE_FILE}")" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION} And I think there might be something in line ${SEMG_LINE_NR}" "${LOG_PATH_MODULE}/semgrep_sources/${SEMG_SOURCE_FILE_NAME}.log" "" ""
+        # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
+        write_csv_gpt_tmp "$(cut_path "${SEMG_SOURCE_FILE}")" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION} And I think there might be something in line ${SEMG_LINE_NR}" "${LOG_PATH_MODULE}/semgrep_sources/${SEMG_SOURCE_FILE_NAME}.log" "" ""
         # add ChatGPT link
         printf '%s\n\n' "" >> "${LOG_PATH_MODULE}/semgrep_sources/${SEMG_SOURCE_FILE_NAME}.log"
         write_anchor_gpt "${GPT_ANCHOR_}" "${LOG_PATH_MODULE}/semgrep_sources/${SEMG_SOURCE_FILE_NAME}.log"
@@ -207,7 +207,7 @@ s22_vuln_check() {
     if [[ "${GPT_OPTION}" -gt 0 ]]; then
       GPT_ANCHOR_="$(openssl rand -hex 8)"
       # "${GPT_INPUT_FILE_}" "$GPT_ANCHOR_" "GPT-Prio-$GPT_PRIO_" "$GPT_QUESTION_" "$GPT_OUTPUT_FILE_" "cost=$GPT_TOKENS_" "$GPT_RESPONSE_"
-      write_csv_gpt_tmp "$(cut_path "${PHP_SCRIPT_}")" "${GPT_ANCHOR_}" "GPT-Prio-${GPT_PRIO_}" "${GPT_QUESTION}" "${TMP_DIR}/S22_VULNS.tmp" "" ""
+      write_csv_gpt_tmp "$(cut_path "${PHP_SCRIPT_}")" "${GPT_ANCHOR_}" "${GPT_PRIO_}" "${GPT_QUESTION}" "${TMP_DIR}/S22_VULNS.tmp" "" ""
       # add ChatGPT link
       printf '%s\n\n' "" >> "${TMP_DIR}"/S22_VULNS.tmp
       write_anchor_gpt "${GPT_ANCHOR_}" "${TMP_DIR}"/S22_VULNS.tmp