diff --git a/ evaluation/README.md b/ evaluation/README.md
new file mode 100644
index 000000000000..b8a4e2bb4793
--- /dev/null
+++ b/ evaluation/README.md	
@@ -0,0 +1,15 @@
+# Evaluation
+
+This folder contains code and resources to run experiments and evaluations.
+
+## Logistics
+To better organize the evaluation folder, we should follow the rules below:
+  - Each subfolder contains a specific benchmark or experiment. For example, `evaluation/SWE-bench` should contain
+all the preprocessing/evaluation/analysis scripts.
+  - Raw data and experimental records should not be stored within this repo (e.g. Google Drive or Hugging Face Datasets).
+  - Important data files of manageable size and analysis scripts (e.g., jupyter notebooks) can be directly uploaded to this repo.
+
+## Tasks
+### SWE-bench
+- analysis
+  - devin_eval_analysis.ipynb: notebook analyzing devin's outputs
\ No newline at end of file
diff --git a/ evaluation/SWE-bench/notebooks/devin_eval_analysis.ipynb b/ evaluation/SWE-bench/notebooks/devin_eval_analysis.ipynb
new file mode 100644
index 000000000000..2f31be82183c
--- /dev/null
+++ b/ evaluation/SWE-bench/notebooks/devin_eval_analysis.ipynb	
@@ -0,0 +1,265 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {
+    "pycharm": {
+     "is_executing": true
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "import pandas as pd\n",
+    "from tqdm import tqdm\n",
+    "from datasets import load_dataset\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "pycharm": {
+     "is_executing": true
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#fetch devin's evaluation outputs into a dataframe\n",
+    "def get_devin_eval_output():\n",
+    "    repo_url = \"CognitionAI/devin-swebench-results\"\n",
+    "    folder_path = \"output_diffs\"\n",
+    "\n",
+    "    base_url = \"https://api.github.com/repos/\"\n",
+    "    pass_api_url = f\"{base_url}{repo_url}/contents/{folder_path}/pass\"\n",
+    "    failed_api_url = f\"{base_url}{repo_url}/contents/{folder_path}/fail\"\n",
+    "\n",
+    "    files_info = []\n",
+    "\n",
+    "    def get_files(api_url, subfolder_name):\n",
+    "        response = requests.get(api_url)\n",
+    "        if response.status_code == 200:\n",
+    "            contents = response.json()\n",
+    "            for item in tqdm(contents):\n",
+    "                if item[\"type\"] == \"file\":\n",
+    "                    file_url = f\"https://raw.githubusercontent.com/{repo_url}/main/{folder_path}/{subfolder_name}/{item['name']}\"\n",
+    "                    file_content = requests.get(file_url).text\n",
+    "                    files_info.append({\"instance_id\":item['name'][:-9],\"content\": file_content, \"pass or fail\": subfolder_name})\n",
+    "\n",
+    "    get_files(pass_api_url, \"pass\")\n",
+    "    get_files(failed_api_url, \"fail\")\n",
+    "\n",
+    "    df = pd.DataFrame(files_info)\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#get the swe test dataset\n",
+    "swe_df = pd.DataFrame(load_dataset(\"princeton-nlp/SWE-bench\", split=\"test\"))\n",
+    "id2repo = {i:repo for i,repo in zip(swe_df.instance_id, swe_df.repo)}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df = get_devin_eval_output()\n",
+    "df['repo'] = [id2repo[i] for i in df.instance_id]\n",
+    "df.to_csv('../data/devin_output_diffs.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, \"Devin's pass/fail status across repos\")"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# check the pass/fail status of devin outputs across different repos\n",
+    "sns.countplot(y='repo', hue='pass or fail', data=df)\n",
+    "plt.title('Devin\\'s pass/fail status across repos')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, '%Resolved')"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "repo_counts = df.groupby(['repo', 'pass or fail']).size().unstack(fill_value=0)\n",
+    "repo_counts['ratio'] = repo_counts['pass'] / (repo_counts['pass'] + repo_counts['fail'])\n",
+    "sns.barplot(y=repo_counts.index, x='ratio', data=repo_counts.reset_index(), order = list(df.repo.drop_duplicates()))\n",
+    "plt.title('Devin\\'s issue-resolve rate across repos')\n",
+    "plt.xlabel('%Resolved')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Number of Test Instances Under Each Repo: Devin vs. SWE-bench')"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#check the distribution differences between SWE-bench test set and the subset devin used\n",
+    "swe_df['subset'] = 'SWE-bench_test'\n",
+    "df['subset'] = 'devin'\n",
+    "merged_df = pd.concat([df[['subset', 'repo']], swe_df[['subset', 'repo']]])\n",
+    "sns.countplot(y='repo', hue='subset', data=merged_df)\n",
+    "plt.title('Number of Test Instances Under Each Repo: Devin vs. SWE-bench')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, '')"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "repo_counts = merged_df.groupby(['repo', 'subset']).size().unstack(fill_value=0)\n",
+    "repo_counts['ratio'] = repo_counts['devin'] / (repo_counts['devin'] + repo_counts['SWE-bench_test'])\n",
+    "sns.barplot(y=repo_counts.index, x='ratio', data=repo_counts.reset_index(), order = list(df.repo.drop_duplicates()))\n",
+    "plt.title('Repo-level sampling rate of Devin\\'s test set')\n",
+    "plt.xlabel('')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}