diff --git a/evaluation/README.md b/evaluation/README.md
index b8a4e2bb4793..06b0fc1532f1 100644
--- a/evaluation/README.md
+++ b/evaluation/README.md
@@ -11,5 +11,12 @@ all the preprocessing/evaluation/analysis scripts.
 
 ## Tasks
 ### SWE-bench
-- analysis
-  - devin_eval_analysis.ipynb: notebook analyzing devin's outputs
\ No newline at end of file
+- notebooks
+  - `devin_eval_analysis.ipynb`: notebook analyzing devin's outputs
+- scripts
+  - `prepare_devin_outputs_for_evaluation.py`: script fetching and converting [devin's output](https://github.com/CognitionAI/devin-swebench-results/tree/main) into the desired json file for evaluation.
+    - usage: `python prepare_devin_outputs_for_evaluation.py <setting>` where setting can be `passed`, `failed` or `all`
+- resources
+  - Devin's outputs processed for evaluations is available on [Huggingface](https://huggingface.co/datasets/OpenDevin/Devin-SWE-bench-output)
+    - get predictions that passed the test: `wget https://huggingface.co/datasets/OpenDevin/Devin-SWE-bench-output/raw/main/devin_swe_passed.json`
+    - get all predictions`wget https://huggingface.co/datasets/OpenDevin/Devin-SWE-bench-output/raw/main/devin_swe_outputs.json`
diff --git a/evaluation/SWE-bench/scripts/prepare_devin_outputs_for_evaluation.py b/evaluation/SWE-bench/scripts/prepare_devin_outputs_for_evaluation.py
new file mode 100644
index 000000000000..d4e6906d2ef2
--- /dev/null
+++ b/evaluation/SWE-bench/scripts/prepare_devin_outputs_for_evaluation.py
@@ -0,0 +1,79 @@
+'''
+Script used to convert devin's output into the desired json format for evaluation on SWE-bench
+
+Usage:
+    python prepare_devin_outputs_for_evaluation.py <setting>
+    <setting> can be "passed", "failed", "all"
+
+Outputs:
+    two json files under evaluation/SWE-bench/data/
+
+'''
+
+#fetch devin's outputs into a json file for evaluation
+import os
+import sys
+import json
+import requests
+from tqdm import tqdm
+
+def get_devin_eval_output(setting):
+    repo_url = "CognitionAI/devin-swebench-results"
+    folder_path = "output_diffs"
+
+    base_url = "https://api.github.com/repos/"
+    pass_api_url = f"{base_url}{repo_url}/contents/{folder_path}/pass"
+    failed_api_url = f"{base_url}{repo_url}/contents/{folder_path}/fail"
+
+    pass_files_info = []
+    failed_files_info = []
+
+    def get_files(api_url, subfolder_name, files_info):
+        response = requests.get(api_url)
+        if response.status_code == 200:
+            contents = response.json()
+            for item in tqdm(contents):
+                if item["type"] == "file":
+                    file_url = f"https://raw.githubusercontent.com/{repo_url}/main/{folder_path}/{subfolder_name}/{item['name']}"
+                    file_content = requests.get(file_url).text
+                    instance_id = item['name'][:-9]
+                    model_name = "Devin"  # Update with actual model name
+                    files_info.append({
+                        "instance_id": instance_id,
+                        "model_patch": file_content,
+                        "model_name_or_path": model_name,
+                        "pass_or_fail": subfolder_name
+                    })
+
+    if setting == "passed" or setting == "all":
+        get_files(pass_api_url, "pass", pass_files_info)
+    if setting == "failed" or setting == "all":
+        get_files(failed_api_url, "fail", failed_files_info)
+
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    output_dir = os.path.join(script_dir, "../data/devin/")
+
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+
+    if setting == "passed" or setting == "all":
+        with open(os.path.join(output_dir, "devin_swe_passed.json"), "w") as pass_file:
+            json.dump(pass_files_info, pass_file, indent=4)
+
+    if setting == "failed" or setting == "all":
+        with open(os.path.join(output_dir, "devin_swe_failed.json"), "w") as fail_file:
+            json.dump(failed_files_info, fail_file, indent=4)
+
+    if setting == "all":
+        merged_output = pass_files_info + failed_files_info
+        with open(os.path.join(output_dir, "devin_swe_outputs.json"), "w") as merge_file:
+            json.dump(merged_output, merge_file, indent=4)
+
+
+if __name__ == '__main__':
+    if len(sys.argv) != 2:
+        print("Usage: python script_name.py <setting>")
+        sys.exit(1)
+
+    setting = sys.argv[1]
+    get_devin_eval_output(setting)
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