diff --git a/.github/workflows/test-action.yml b/.github/workflows/test-action.yml
new file mode 100644
index 0000000..314d22e
--- /dev/null
+++ b/.github/workflows/test-action.yml
@@ -0,0 +1,39 @@
+name: Test Action
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+
+jobs:
+  test-action:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Run RsMetaCheck Action on self
+        uses: ./
+        with:
+          # Automatically uses ${{ github.repository }} and checks it
+          verbose: "false"
+        env:
+          # Provide token for SoMEF API rate limits (optional but recommended)
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Verify outputs are generated
+        run: |
+          if [ ! -d "somef_outputs" ]; then
+            echo "somef_outputs directory not found!"
+            exit 1
+          fi
+          if [ ! -d "pitfalls" ]; then
+            echo "pitfalls directory not found!"
+            exit 1
+          fi
+          if [ ! -f "all_pitfalls_results.json" ]; then
+            echo "all_pitfalls_results.json not found!"
+            exit 1
+          fi
+          echo "Output files verified successfully."
diff --git a/README.md b/README.md
index 069d42b..fa08b71 100644
--- a/README.md
+++ b/README.md
@@ -69,7 +69,39 @@ pip install git+https://github.com/SoftwareUnderstanding/RsMetaCheck.git
 
 ## Usage
 
-### Run the Detection Tool
+### GitHub Action
+
+RsMetaCheck can be easily integrated into your CI/CD pipelines as a GitHub Action.
+
+```yaml
+name: RsMetaCheck
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  check-metadata:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Run RsMetaCheck
+        uses: SoftwareUnderstanding/RsMetaCheck@v0.2.1 # Update to the latest version tag
+        with:
+          # Optional: Include passed checks in output (defaults to false)
+          verbose: "false"
+        env:
+          # Optional: Provide token for SoMEF API rate limits
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+```
+
+The action will generate `all_pitfalls_results.json`, along with the `pitfalls/` and `somef_outputs/` directories directly in your workflow workspace.
+
+### Run the Detection Tool locally
 
 #### Analyze a Single Repository
 
diff --git a/action.yml b/action.yml
new file mode 100644
index 0000000..72c3b78
--- /dev/null
+++ b/action.yml
@@ -0,0 +1,56 @@
+name: "RsMetaCheck"
+description: "Detect metadata pitfalls and warnings in software repositories using SoMEF."
+author: "SoftwareUnderstanding"
+branding:
+  icon: "check-circle"
+  color: "blue"
+
+inputs:
+  repository_url:
+    description: "URL of the repository to analyze. Defaults to the current GitHub workspace repository."
+    required: false
+    default: "https://github.com/${{ github.repository }}"
+  branch:
+    description: "Specific branch to analyze."
+    required: false
+  input_file:
+    description: "Path to a JSON file containing a list of repositories to analyze."
+    required: false
+  verbose:
+    description: "Whether to include all tests (even passed ones) in the final JSON-LD output."
+    required: false
+    default: "false"
+
+runs:
+  using: "composite"
+  steps:
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.11"
+        cache: "pip"
+
+    - name: Install RsMetaCheck
+      shell: bash
+      run: pip install ${{ github.action_path }}
+
+    - name: Run RsMetaCheck
+      shell: bash
+      run: |
+        CMD="rsmetacheck"
+
+        if [ -n "${{ inputs.input_file }}" ]; then
+          CMD="$CMD --input ${{ inputs.input_file }}"
+        elif [ -n "${{ inputs.repository_url }}" ]; then
+          CMD="$CMD --input ${{ inputs.repository_url }}"
+          if [ -n "${{ inputs.branch }}" ]; then
+            CMD="$CMD --branch ${{ inputs.branch }}"
+          fi
+        fi
+
+        if [ "${{ inputs.verbose }}" == "true" ]; then
+          CMD="$CMD --verbose"
+        fi
+
+        echo "Running: $CMD"
+        eval "$CMD"
diff --git a/docs/ground_truth/index.html b/docs/ground_truth/index.html
index 38a85db..d6c2829 100644
--- a/docs/ground_truth/index.html
+++ b/docs/ground_truth/index.html
@@ -18,7 +18,7 @@
             margin-bottom: 30px;
         }
         .table-container {
-            max-width: 1200px;
+            max-width: 95%;
             margin: 0 auto;
             overflow-x: auto;
             box-shadow: 0 4px 6px rgba(0,0,0,0.1);
@@ -95,7 +95,7 @@ <h1>Ground TruthReport</h1>
                     <th>Pitfall / Warning Code</th>
                     <th>Description</th>
                     <th>Source File</th>
-                    <th>Automated</th>
+                    <th>Commit ID</th>
                 </tr>
             </thead>
         </table>
@@ -126,11 +126,11 @@ <h1>Ground TruthReport</h1>
                         let isFirstContext = true;
                         
                         for (const [code, info] of pEntries) {
-                            addRow(tbody, url, code, info, 'p', isFirstContext, totalRows);
+                            addRow(tbody, url, code, info, 'p', isFirstContext, totalRows, repoData);
                             isFirstContext = false;
                         }
                         for (const [code, info] of wEntries) {
-                            addRow(tbody, url, code, info, 'w', isFirstContext, totalRows);
+                            addRow(tbody, url, code, info, 'w', isFirstContext, totalRows, repoData);
                             isFirstContext = false;
                         }
                         
@@ -144,7 +144,7 @@ <h1>Ground TruthReport</h1>
                 });
         });
 
-        function addRow(tbody, url, code, info, type, isFirstContext, totalRows) {
+        function addRow(tbody, url, code, info, type, isFirstContext, totalRows, repoData) {
             const tr = document.createElement('tr');
             
             if (isFirstContext) {
@@ -179,14 +179,30 @@ <h1>Ground TruthReport</h1>
             const tdSource = document.createElement('td');
             tdSource.textContent = info.source_file || 'Unknown';
             
-            // Automated Column
-            const tdAutomated = document.createElement('td');
-            tdAutomated.textContent = 'Yes';
-            
             tr.appendChild(tdCode);
             tr.appendChild(tdDesc);
             tr.appendChild(tdSource);
-            tr.appendChild(tdAutomated);
+
+            if (isFirstContext) {
+                const tdCommit = document.createElement('td');
+                tdCommit.style.whiteSpace = 'nowrap';
+                const commitId = repoData['commit ID'];
+                if (commitId) {
+                    const aCommit = document.createElement('a');
+                    let cleanUrl = url.endsWith('/') ? url.slice(0, -1) : url;
+                    let treePath = cleanUrl.includes('gitlab') ? '/-/tree/' : '/tree/';
+                    aCommit.href = `${cleanUrl}${treePath}${commitId}`;
+                    aCommit.textContent = commitId.substring(0, 7);
+                    aCommit.className = 'repo-link';
+                    aCommit.style.wordBreak = 'normal';
+                    aCommit.target = '_blank';
+                    tdCommit.appendChild(aCommit);
+                } else {
+                    tdCommit.textContent = 'Unknown';
+                }
+                tdCommit.rowSpan = totalRows;
+                tr.appendChild(tdCommit);
+            }
             
             tbody.appendChild(tr);
         }
diff --git a/docs/ground_truth/summary_pitfalls_warnings.json b/docs/ground_truth/summary_pitfalls_warnings.json
index c955629..01eaf0e 100644
--- a/docs/ground_truth/summary_pitfalls_warnings.json
+++ b/docs/ground_truth/summary_pitfalls_warnings.json
@@ -10,9 +10,10 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       }
-    }
+    },
+    "commit ID": "245b109d77370eec2eb7c4dce0370638887aa7c6"
   },
   "repo_2": {
     "url": "https://github.com/damiendevienne/phylter",
@@ -21,7 +22,8 @@
         "source_file": "codemeta.json",
         "description": "developmentStatus is a URL instead of a string"
       }
-    }
+    },
+    "commit ID": "4d74241169be3882da9d5f08da47bd40604764eb"
   },
   "repo_3": {
     "url": "https://github.com/gavinsimpson/data.adapt.multi.test",
@@ -32,7 +34,7 @@
       },
       "P017": {
         "source_file": "codemeta.json",
-        "description": "version does not match the package\u2019s"
+        "description": "version does not match the package’s"
       }
     },
     "warnings": {
@@ -44,7 +46,8 @@
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
         "description": "Identifier is empty"
       }
-    }
+    },
+    "commit ID": "b33e222ddb9e05da62afb0bbfd88bd8a3567ac89"
   },
   "repo_4": {
     "url": "https://github.com/FairRootGroup/FairMQ",
@@ -55,10 +58,11 @@
       },
       "P006": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "License pointing to a local file instead of stating the name. For example: \u201clicense\u201d: LICENSE.MD"
+        "description": "License pointing to a local file instead of stating the name. For example: “license”: LICENSE.MD"
       }
     },
-    "warnings": {}
+    "warnings": {},
+    "commit ID": "fa64faf3f755e9b00e0af738826718bf5117c8ea"
   },
   "repo_5": {
     "url": "https://github.com/neuronsimulator/nrn",
@@ -66,7 +70,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W002": {
         "source_file": "codemeta.json",
@@ -76,7 +80,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "aba5057b527587f1ca9a43b772edf47346d41e5a"
   },
   "repo_6": {
     "url": "https://github.com/gabrielblain/CropWaterBalance",
@@ -95,7 +100,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "6b6a27d027b3508b62aff062cb8fd66f3942951e"
   },
   "repo_7": {
     "url": "https://github.com/instatdealii/idealii",
@@ -108,7 +114,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W002": {
         "source_file": "codemeta.json",
@@ -118,7 +124,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "8f6d66b22dfcf276cce0eb275f46fdb2f6c5d59e"
   },
   "repo_8": {
     "url": "https://github.com/sillyplots/spotifyr",
@@ -141,7 +148,8 @@
         "source_file": "codemeta.json",
         "description": "Identifier is a name instead of a valid unique identifier, but an identifier exist (e.g., in a badge)"
       }
-    }
+    },
+    "commit ID": "68bc0ae54ee5f727b9ff6b70483f9b4b1fddaf3e"
   },
   "repo_9": {
     "url": "https://github.com/Materials-Data-Science-and-Informatics/dirschema",
@@ -149,13 +157,14 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W009": {
         "source_file": "codemeta.json",
         "description": "developmentStatus is a URL instead of a string"
       }
-    }
+    },
+    "commit ID": "297c914fa277e2c720ae08a758707ef8ebe51ef6"
   },
   "repo_10": {
     "url": "https://github.com/sanorthey/pemmss",
@@ -165,7 +174,8 @@
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
         "description": "Inconsistent use of licenses in metadata files"
       }
-    }
+    },
+    "commit ID": "65883be0f53fdfa3911cc8d3847931d1cc9f4037"
   },
   "repo_11": {
     "url": "https://github.com/gemini3d/gemini3d",
@@ -184,7 +194,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "ee89832c620c05101751759f3fbaf1ba9e7d7b74"
   },
   "repo_12": {
     "url": "https://github.com/Sprinterzzj/ggstatsplot",
@@ -201,7 +212,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W003": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
@@ -219,7 +230,8 @@
         "source_file": "codemeta.json",
         "description": "developmentStatus is a URL instead of a string"
       }
-    }
+    },
+    "commit ID": "150a4bd2bb66bd1bdbe19eadec3bb6a6f00c66b7"
   },
   "repo_13": {
     "url": "https://github.com/bioconductor-source/treeio",
@@ -230,34 +242,36 @@
       },
       "P017": {
         "source_file": "codemeta.json",
-        "description": "version does not match the package\u2019s"
+        "description": "version does not match the package’s"
       }
     },
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W004": {
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "df013a97e144086980317527de6fab39dc54e9fa"
   },
   "repo_14": {
     "url": "https://github.com/Kaffeegangster/tclf",
     "pitfalls": {
       "P006": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "License pointing to a local file instead of stating the name. For example: \u201clicense\u201d: LICENSE.MD"
+        "description": "License pointing to a local file instead of stating the name. For example: “license”: LICENSE.MD"
       }
     },
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       }
-    }
+    },
+    "commit ID": "d44b74f990c3e2d03d9a3ced3a89ffa619b59d63"
   },
   "repo_15": {
     "url": "https://github.com/BM32ESRF/LaueNN",
@@ -265,7 +279,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W002": {
         "source_file": "codemeta.json",
@@ -275,7 +289,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "9033ffbf5c5257b0e22289bf6fb175dc678e1c84"
   },
   "repo_16": {
     "url": "https://github.com/Ruitao-Terry/GA-cal",
@@ -290,7 +305,8 @@
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
         "description": "Inconsistent use of licenses in metadata files"
       }
-    }
+    },
+    "commit ID": "62f5b3a8bcd3ae2e3c3e639bd6ad856d2b001d04"
   },
   "repo_17": {
     "url": "https://github.com/LanguageMachines/ucto",
@@ -298,7 +314,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W002": {
         "source_file": "codemeta.json",
@@ -312,7 +328,8 @@
         "source_file": "codemeta.json",
         "description": "Identifier is a name instead of a valid unique identifier, but an identifier exist (e.g., in a badge)"
       }
-    }
+    },
+    "commit ID": "a57692225c4693a4229f7cd74f39465aaa96b4a7"
   },
   "repo_18": {
     "url": "https://github.com/eebrown/workloopR",
@@ -343,7 +360,8 @@
         "source_file": "codemeta.json",
         "description": "developmentStatus is a URL instead of a string"
       }
-    }
+    },
+    "commit ID": "51ca63341023a996fecaa6057109aa8c16029b51"
   },
   "repo_19": {
     "url": "https://gricad-gitlab.univ-grenoble-alpes.fr/bidegarb/nautil/",
@@ -351,13 +369,14 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W004": {
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "5d60f004a965a016cf40cca42cc696e33296969a"
   },
   "repo_20": {
     "url": "https://github.com/lecfab/rescience-gorder",
@@ -365,7 +384,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W004": {
         "source_file": "codemeta.json",
@@ -373,9 +392,10 @@
       },
       "W005": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "softwareRequirements have more than one req, but it\u2019s written as one string"
+        "description": "softwareRequirements have more than one req, but it’s written as one string"
       }
-    }
+    },
+    "commit ID": "305d28dc1584b152ff981ee81be0de12598b402e"
   },
   "repo_21": {
     "url": "https://github.com/arthurcuri/flixfinder-tis1",
@@ -385,22 +405,24 @@
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
         "description": "Inconsistent use of licenses in metadata files"
       }
-    }
+    },
+    "commit ID": "8771f700fd168e2e6c16a4f85b6631ca6b9c569f"
   },
   "repo_22": {
     "url": "https://github.com/ComputationalBiomechanicsLab/opensim-creator",
     "pitfalls": {
       "P017": {
         "source_file": "codemeta.json",
-        "description": "version does not match the package\u2019s"
+        "description": "version does not match the package’s"
       }
     },
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       }
-    }
+    },
+    "commit ID": "824222911d158f0ffc6929605f8a925ff08fcf64"
   },
   "repo_23": {
     "url": "https://github.com/nazar-mykolyshyn/TikTok-Api",
@@ -408,9 +430,10 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       }
-    }
+    },
+    "commit ID": "3973da62a683b34548d07acb48e334ac5b4cfe6d"
   },
   "repo_24": {
     "url": "https://github.com/iljah/hdintegrator",
@@ -420,7 +443,8 @@
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
         "description": "Inconsistent use of licenses in metadata files"
       }
-    }
+    },
+    "commit ID": "f2ab7fb246ef88a79789e492d1f40d3a07b602d9"
   },
   "repo_25": {
     "url": "https://github.com/peterpolidoro/kicad_netlist_reader",
@@ -437,7 +461,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W002": {
         "source_file": "codemeta.json",
@@ -451,7 +475,8 @@
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "1b2108e0a8da04acdb595c724f3272a73f1ab755"
   },
   "repo_26": {
     "url": "https://github.com/ropensci/geojson",
@@ -466,19 +491,20 @@
       },
       "P017": {
         "source_file": "codemeta.json",
-        "description": "version does not match the package\u2019s"
+        "description": "version does not match the package’s"
       }
     },
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W004": {
         "source_file": "codemeta.json",
         "description": "programmingLanguages do not have versions"
       }
-    }
+    },
+    "commit ID": "3881c7df07e924b3afce2270b78e316e5e47e79d"
   },
   "repo_27": {
     "url": "https://github.com/Neplex/ArchiTXT",
@@ -491,7 +517,7 @@
     "warnings": {
       "W001": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
-        "description": "SoftwareRequirements don\u2019t have versions"
+        "description": "SoftwareRequirements don’t have versions"
       },
       "W003": {
         "source_file": "Metadata files (codemeta.json, setup.py, pom.xml etc...)",
@@ -509,7 +535,8 @@
         "source_file": "codemeta.json",
         "description": "developmentStatus is a URL instead of a string"
       }
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-    }
+    },
+    "commit ID": "48211f102defdb16d0cd3cf6fc281518a4a96442"
   }
 }
diff --git a/src/rsmetacheck/utils/json_ld_utils.py b/src/rsmetacheck/utils/json_ld_utils.py
index 45430fc..15c56e9 100644
--- a/src/rsmetacheck/utils/json_ld_utils.py
+++ b/src/rsmetacheck/utils/json_ld_utils.py
@@ -499,6 +499,13 @@ def get_suggestion_text(pitfall_code: str, pitfall_result: Dict = None, somef_da
         latest = pitfall_result.get("release_version")
         if latest:
             return f"Ensure the version in your metadata matches the latest official release ({latest}). Keeping these synchronized avoids confusion for users and improves reproducibility."
+    elif pitfall_code == "P003":
+        author_val = pitfall_result.get("author_value")
+        if author_val and isinstance(author_val, str) and ("and" in author_val or "," in author_val):
+            import re
+            parts = [p.strip() for p in re.split(r'\s+and\s+|,', author_val) if p.strip()]
+            if len(parts) > 1:
+                return f'You should separate multiple authors into a structured list. For example: {parts}'
     
     elif pitfall_code == "P004":
         good_readme = None
@@ -528,6 +535,11 @@ def get_suggestion_text(pitfall_code: str, pitfall_result: Dict = None, somef_da
     elif pitfall_code == "P011":
         issue_url = pitfall_result.get("issue_url")
         if issue_url:
+            import re
+            match = re.search(r'https?://[^\s,]+', issue_url)
+            if match:
+                extracted_url = match.group(0)
+                return f"You need to correct the issue tracker URL. Consider using the extracted link: {extracted_url}"
             return f"You need to correct the issue tracker URL ({issue_url}) so it follows a valid format, such as https://github.com/user/repo/issues."
 
     elif pitfall_code == "P012":
@@ -539,7 +551,7 @@ def get_suggestion_text(pitfall_code: str, pitfall_result: Dict = None, somef_da
         identifier = pitfall_result.get("identifier_value", "")
         if identifier and isinstance(identifier, str):
             import re
-            cleaned_id = re.sub(r'^(doi:|10\.)', '10.', identifier).replace('https://doi.org/', '')
+            cleaned_id = re.sub(r'^doi:', '', identifier, flags=re.IGNORECASE).replace('https://doi.org/', '')
             if cleaned_id.startswith('10.'):
                 return f"You should include the full DOI URL form in your metadata (e.g., https://doi.org/{cleaned_id})"
 
@@ -561,6 +573,39 @@ def get_suggestion_text(pitfall_code: str, pitfall_result: Dict = None, somef_da
         if github_date:
             return f"The data in the metadata file should be updated to be aligned with the date of the latest release ({github_date})."
 
+    elif pitfall_code == "W003":
+        found_license = None
+        if "license" in somef_data:
+            for entry in somef_data["license"]:
+                src = entry.get("source", "")
+                if isinstance(src, list):
+                    src = src[0] if src else ""
+                src_str = str(src).lower()
+                tech = entry.get("technique", "")
+                is_file_search = ("license" in src_str or tech == "file_exploration")
+                if is_file_search:
+                    val = entry.get("result", {}).get("value")
+                    spdx = entry.get("result", {}).get("spdx_id")
+                    name = entry.get("result", {}).get("name")
+                    found_license = spdx or name or (val if val and len(str(val)) < 50 else None)
+                    if found_license:
+                        break
+        if found_license:
+            return f"Use the LICENSE that is stated in your repository ({found_license}) instead."
+
+    elif pitfall_code == "W004":
+        if "programming_languages" in somef_data:
+            valid_langs = []
+            for entry in somef_data["programming_languages"]:
+                res = entry.get("result", {})
+                name = res.get("name")
+                ver = res.get("version")
+                if name and ver:
+                    valid_langs.append(f"{name} ({ver})")
+            if valid_langs:
+                langs_str = ", ".join(valid_langs)
+                return f"Specify version numbers for your programming languages like found in other sources: {langs_str}."
+
     elif pitfall_code == "W005":
         reqs = pitfall_result.get("requirement_string", "")
         if reqs and isinstance(reqs, str):
@@ -589,6 +634,7 @@ def get_suggestion_text(pitfall_code: str, pitfall_result: Dict = None, somef_da
             return f"You should replace the remote-style syntax with a full web-accessible URL (e.g., {github_api_repo})."
 
     suggestions = {
+        # This works as fallback in case the dynamic suggestions does not find the necessary metadata in SoMEF report
         # Pitfalls
         "P001": "Ensure the version in your metadata matches the latest official release. Keeping these synchronized avoids confusion for users and improves reproducibility.",
         "P002": "Update the copyright section with accurate names, organizations, and the current year. Personalizing this section ensures clarity and legal accuracy.",