diff --git a/examples/GitHub_issue_analyzer.ipynb b/examples/GitHub_issue_analyzer.ipynb new file mode 100644 index 000000000..8829ea242 --- /dev/null +++ b/examples/GitHub_issue_analyzer.ipynb @@ -0,0 +1,620 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "Tce3stUlHN0L" + }, + "source": [ + "##### Copyright 2026 Google LLC." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "cellView": "form", + "id": "tuOe1ymfHZPu" + }, + "outputs": [], + "source": [ + "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qFdPvlXBOdUN" + }, + "source": [ + "# Gemini API: GitHub Issue Analyzer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MfBg1C5NB3X0" + }, + "source": [ + "\n", + " \n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XCVydW40iixa" + }, + "source": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \"Rohan\n", + " \n", + " \n", + "

This notebook was contributed by Rohan Dwivedi.

\n", + "
Find me at linked-in - See Rohan other notebooks here.

\n", + " \n", + " Have a cool Gemini example? Feel free to share it too!\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xHxb-dlhMIzW" + }, + "source": [ + "## Introduction\n", + "- This notebook demonstrates how to use the Gemini API with function calling to interact with the GitHub API and extract and analyze information about issues in a repository.\n", + "- To achieve this goal, you will be using the `PyGithub` python library to extract information from GitHub which will later be analyzed by Gemini to present the answers to your queries." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "22f6f2ae935c" + }, + "source": [ + "## Why PyGithub?\n", + "PyGitHub is a Python library to access the GitHub REST API. This library enables you to manage GitHub resources such as repositories, user profiles, and organizations in your Python applications." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "monLpKy7423V" + }, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5mi7BrkD44MF" + }, + "source": [ + "### Install SDK" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "AQJjzmYgH3sX" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: you may need to restart the kernel to use updated packages.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ERROR: Invalid requirement: '#': Expected package name at the start of dependency specifier\n", + " #\n", + " ^\n" + ] + } + ], + "source": [ + "%pip install -U -q \"google-genai>=1.0.0\" # Install the Python SDK\n", + "\n", + "# Always set at least 1.0.0 as the minimal version as there were breaking\n", + "# changes through the previous versions\n", + "# Of course, if your notebook uses a new feature and needs a more recent\n", + "# version, set the right minimum version to indicate when the feature was\n", + "# introduced.\n", + "# Always test your notebook with that fixed version (eg. '==1.0.0') to make.\n", + "# sure it's really the minimum version.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MUXex9ctTuDB" + }, + "source": [ + "### Set up your API key\n", + "\n", + "To run the following cell, your API key must be stored it in a Colab Secret named `GOOGLE_API_KEY`. If you don't already have an API key, or you're not sure how to create a Colab Secret, see the [Authentication ![image](https://storage.googleapis.com/generativeai-downloads/images/colab_icon16.png)](../quickstarts/Authentication.ipynb) quickstart for an example." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wltbMJLIIXGk" + }, + "outputs": [], + "source": [ + "from google.colab import userdata\n", + "from google import genai\n", + "\n", + "GOOGLE_API_KEY = userdata.get('GOOGLE_API_KEY')\n", + "client = genai.Client(api_key=GOOGLE_API_KEY)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hL54YG-kMDVF" + }, + "source": [ + "Now select the model you want to use in this guide, either by selecting one in the list or writing it down. Keep in mind that some models, like the 2.5 ones are thinking models and thus take slightly more time to respond (cf. [thinking notebook](./Get_started_thinking.ipynb) for more details and in particular learn how to switch the thinking off)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "Lf6FamchMDsk" + }, + "outputs": [], + "source": [ + "MODEL_ID = \"gemini-3-flash-preview\" # @param [\"gemini-2.5-flash-lite\", \"gemini-2.5-flash\", \"gemini-2.5-pro\", \"gemini-2.5-flash-preview\", \"gemini-3.1-flash-lite-preview\", \"gemini-3.1-pro-preview\"] {\"allow-input\":true, isTemplate: true}\n", + "\n", + "# Ideally order the model by \"cabability\" ie. generation then within generation\n", + "# 8b/flash-lite then flash then pro" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f84379d9142c" + }, + "source": [ + "## Install dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5e0b58a32d1d" + }, + "outputs": [], + "source": [ + "%pip install -U -q \"PyGithub\" # Install the PyGithub library" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "341f3de14ff8" + }, + "source": [ + "You will need a GitHub Personal Access Token stored as a Colab Secret named **GITHUB_API_KEY**.\n", + "\n", + "1. Navigate to your GitHub account settings, select `Developer settings`\n", + "2. Then choose Personal access tokens and click on Tokens (classic)\n", + "3. From there, you can generate a new token with the specific scopes (permissions) required for your application" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "da25bab41592" + }, + "outputs": [], + "source": [ + "GITHUB_API_KEY = userdata.get('GITHUB_API_KEY')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f168cbfec3d2" + }, + "source": [ + "## Define GitHub API functions as tools\n", + "Now, define the Python functions that will be used as tools by the Gemini model. These functions will interact with the GitHub API using the PyGithub library. The docstrings are crucial as they provide the model with the necessary information to understand what each function does and what arguments it expects." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "507a3ec11110" + }, + "outputs": [], + "source": [ + "from github import Github\n", + "from datetime import datetime, timezone\n", + "from collections import Counter\n", + "\n", + "g = Github(GITHUB_API_KEY)\n", + "\n", + "def get_github_issues(repository_name: str):\n", + " \"\"\"Get all open issues.\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open')\n", + " return [{\n", + " 'title': issue.title,\n", + " 'number': issue.number,\n", + " 'url': issue.html_url\n", + " } for issue in issues]\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return []\n", + "\n", + "\n", + "\n", + "\n", + "def get_issues_by_label(repository_name: str, label: str):\n", + " \"\"\"Get all open issues filtered by a specific label (e.g. 'bug', 'enhancement').\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open', labels=[label])\n", + " return [{\n", + " 'title': issue.title,\n", + " 'number': issue.number,\n", + " 'url': issue.html_url,\n", + " 'created_at': issue.created_at.strftime('%Y-%m-%d'),\n", + " 'author': issue.user.login\n", + " } for issue in issues if not issue.pull_request]\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return []\n", + "\n", + "\n", + "def get_stale_issues(repository_name: str, days_inactive: int = 30):\n", + " \"\"\"Get open issues with no activity for N+ days.\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open')\n", + " stale = []\n", + "\n", + " for issue in issues:\n", + " if issue.pull_request:\n", + " continue\n", + " last_activity = issue.updated_at\n", + " inactive_days = (datetime.now(timezone.utc) - last_activity).days\n", + "\n", + " if inactive_days >= days_inactive:\n", + " stale.append({\n", + " 'title': issue.title,\n", + " 'number': issue.number,\n", + " 'url': issue.html_url,\n", + " 'inactive_days': inactive_days,\n", + " 'last_updated': last_activity.strftime('%Y-%m-%d')\n", + " })\n", + "\n", + " return sorted(stale, key=lambda x: x['inactive_days'], reverse=True)\n", + "\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return []\n", + "\n", + "\n", + "def get_unassigned_issues(repository_name: str):\n", + " \"\"\"Get all open issues that have no assignee.\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open')\n", + " return [{\n", + " 'title': issue.title,\n", + " 'number': issue.number,\n", + " 'url': issue.html_url,\n", + " 'labels': [l.name for l in issue.labels],\n", + " 'created_at': issue.created_at.strftime('%Y-%m-%d')\n", + " } for issue in issues if not issue.pull_request and not issue.assignee]\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return []\n", + "\n", + "\n", + "def get_issue_summary(repository_name: str):\n", + " \"\"\"Get a high-level summary: total counts, top labels, most active contributors.\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open')\n", + " label_counter = Counter()\n", + " author_counter = Counter()\n", + " total = 0\n", + "\n", + " for issue in issues:\n", + " if issue.pull_request:\n", + " continue\n", + " total += 1\n", + " author_counter[issue.user.login] += 1\n", + " for label in issue.labels:\n", + " label_counter[label.name] += 1\n", + "\n", + " return {\n", + " 'total_open_issues': total,\n", + " 'top_labels': label_counter.most_common(5),\n", + " 'top_contributors': author_counter.most_common(5)\n", + " }\n", + "\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return {}\n", + "\n", + "\n", + "def search_issues(repository_name: str, keyword: str):\n", + " \"\"\"Search open issues whose title or body contains a keyword.\"\"\"\n", + " try:\n", + " repo = g.get_repo(repository_name)\n", + " issues = repo.get_issues(state='open')\n", + " keyword_lower = keyword.lower()\n", + " return [{\n", + " 'title': issue.title,\n", + " 'number': issue.number,\n", + " 'url': issue.html_url,\n", + " 'matched_in': 'title' if keyword_lower in issue.title.lower() else 'body'\n", + " } for issue in issues\n", + " if not issue.pull_request\n", + " and (keyword_lower in issue.title.lower()\n", + " or (issue.body and keyword_lower in issue.body.lower()))]\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return []" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cd21201b9e4e" + }, + "source": [ + "## Interact with the model\n", + "\n", + "Now it's time to interact with the Gemini model. Start a ChatSession and pass the functions as a tools. The model will automatically call the function with the correct arguments based on the prompt." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "2c54ebc2a98d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "============================================================\n", + "Q: Show me the open issues in google-gemini/cookbook.\n", + "============================================================\n", + "There are many open issues and pull requests in the [google-gemini/cookbook](https://github.com/google-gemini/cookbook/issues) repository. Here are some of the most recent ones:\n", + "\n", + "### **Open Issues (Recent)**\n", + "* **#1149:** [Linking GCP billing account does not upgrade Gemini API from free-tier quotas](https://github.com/google-gemini/cookbook/issues/1149)\n", + "* **#1144:** [Monthly issue metrics report](https://github.com/google-gemini/cookbook/issues/1144)\n", + "* **#1125:** [Add Example Notebook: Context-Aware Support Ticket Assistant](https://github.com/google-gemini/cookbook/issues/1125)\n", + "* **#1123:** [Live API for just quick transcription? Or is gemini-2.0-flash-lite fastest possible?](https://github.com/google-gemini/cookbook/issues/1123)\n", + "* **#1122:** [API_KEY login not supported for genai.client](https://github.com/google-gemini/cookbook/issues/1122)\n", + "* **#1108:** [Live API does not perceive visual information and hallucinates](https://github.com/google-gemini/cookbook/issues/1108)\n", + "* **#1091:** [Error_handling.ipynb: retry.if_transient_error doesn't catch google-genai errors](https://github.com/google-gemini/cookbook/issues/1091)\n", + "* **#1036:** [File search API not available with Vertex AI](https://github.com/google-gemini/cookbook/issues/1036)\n", + "\n", + "### **Open Pull Requests (Recent Contributions)**\n", + "* **#1148:** [chore: update deprecated models to gemini-1.5/2.0 family](https://github.com/google-gemini/cookbook/pull/1148)\n", + "* **#1146:** [Improved + Fix code logic and reorder notebook cells](https://github.com/google-gemini/cookbook/pull/1146)\n", + "* **#1139:** [Bump qs from 6.12.0 to 6.14.2 in /quickstarts/file-api](https://github.com/google-gemini/cookbook/pull/1139)\n", + "* **#1138:** [Split and add Notebooks to Gemini Robotics](https://github.com/google-gemini/cookbook/pull/1138)\n", + "* **#1136:** [Add self-improving prompts notebook](https://github.com/google-gemini/cookbook/pull/1136)\n", + "* **#1131:** [Customer financial profiler](https://github.com/google-gemini/cookbook/pull/1131)\n", + "* **#1121:** [Fix unused os import in quickstarts/Get_started_LiveAPI.py](https://github.com/google-gemini/cookbook/pull/1121)\n", + "\n", + "Would you like me to filter these by a specific label (like `bug` or `documentation`) or search for a specific topic?\n", + "\n", + "============================================================\n", + "Q: Find any stale issues inactive for 60+ days in google-gemini/cookbook.\n", + "============================================================\n", + "There are **37 open issues** in `google-gemini/cookbook` that have been inactive for 60 or more days.\n", + "\n", + "Here are some of the most notable stale issues:\n", + "\n", + "### **Longest Stale Issues (400+ Days)**\n", + "* **#320:** [Portkey AI cookbook with Gemini](https://github.com/google-gemini/cookbook/issues/320) (Inactive for 457 days)\n", + "* **#156:** [Enhance Function_calling.ipynb cookbook](https://github.com/google-gemini/cookbook/issues/156) (Inactive for 457 days)\n", + "\n", + "### **Feature Proposals & Tutorials (200+ Days)**\n", + "* **#715:** [Proposal: Example Notebook for Async ADK Task Orchestration via GenAI](https://github.com/google-gemini/cookbook/issues/715)\n", + "* **#750:** [Sketch2Paint - A web app demo that converts sketches into beautiful paintings](https://github.com/google-gemini/cookbook/issues/750)\n", + "* **#541:** [Proposal: Migrate Gemini Cookbook Python Examples to JavaScript/TypeScript](https://github.com/google-gemini/cookbook/issues/541)\n", + "* **#545:** [Adding Rust Implementation For Gemini APIs](https://github.com/google-gemini/cookbook/issues/545)\n", + "\n", + "### **Technical Issues & Bug Reports (100+ Days)**\n", + "* **#906:** [Gemini Live API - Websocket Tool Call Response](https://github.com/google-gemini/cookbook/issues/906)\n", + "* **#961:** [Image Segmentation Returning Unusable Results in Spatial_understanding.ipynb](https://github.com/google-gemini/cookbook/issues/961)\n", + "* **#393:** [google.generativeai: tools don't work with JSON mode](https://github.com/google-gemini/cookbook/issues/393)\n", + "\n", + "### **Recently Became Stale (60-90 Days)**\n", + "* **#1091:** [Error_handling.ipynb: retry.if_transient_error doesn't catch google-genai errors](https://github.com/google-gemini/cookbook/issues/1091)\n", + "* **#1090:** [[Proposal] Logit Lens Analysis for Gemma 2B](https://github.com/google-gemini/cookbook/issues/1090)\n", + "* **#1028:** [API doc states model: gemini-2.5-flash-image supports Structured Output, but it doesn't.](https://github.com/google-gemini/cookbook/issues/1028)\n", + "\n", + "Would you like more details on any of these specific issues?\n", + "\n", + "============================================================\n", + "Q: Show me all unassigned issues in google-gemini/cookbook.\n", + "============================================================\n", + "There are several unassigned issues in the `google-gemini/cookbook` repository. Here are some of the most notable ones, categorized by their labels and topics:\n", + "\n", + "### **Bug Reports & Technical Issues**\n", + "* **#1149:** [Linking GCP billing account does not upgrade Gemini API from free-tier quotas](https://github.com/google-gemini/cookbook/issues/1149)\n", + "* **#1091:** [Error_handling.ipynb: retry.if_transient_error doesn't catch google-genai errors](https://github.com/google-gemini/cookbook/issues/1091)\n", + "* **#796:** [activityHandling NO_INTERRUPTION not being respected](https://github.com/google-gemini/cookbook/issues/796)\n", + "* **#449:** [Gemini 2.0 Flash structured output value repetition and missing fields](https://github.com/google-gemini/cookbook/issues/449)\n", + "\n", + "### **Feature Requests & Proposals**\n", + "* **#783:** [Live Stream Support for Gemini TTS](https://github.com/google-gemini/cookbook/issues/783)\n", + "* **#766:** [Suggestion to include Gemini LIVE API Bidirectional Audio in React Native](https://github.com/google-gemini/cookbook/issues/766)\n", + "* **#715:** [Proposal: Example Notebook for Async ADK Task Orchestration via GenAI](https://github.com/google-gemini/cookbook/issues/715)\n", + "* **#545:** [Adding Rust Implementation For Gemini APIs](https://github.com/google-gemini/cookbook/issues/545)\n", + "* **#541:** [Proposal: Migrate Gemini Cookbook Python Examples to JavaScript/TypeScript](https://github.com/google-gemini/cookbook/issues/541)\n", + "* **#47:** [Streaming Function Calls](https://github.com/google-gemini/cookbook/issues/47)\n", + "\n", + "### **New Notebook Ideas**\n", + "* **#690:** [Add Cookbook Example: Scalable Cross-Media Recommendation System (Gemini + Qdrant)](https://github.com/google-gemini/cookbook/issues/690)\n", + "* **#651:** [New Cookbook Example - Outfit Recommendation](https://github.com/google-gemini/cookbook/issues/651)\n", + "* **#581:** [Adding RAG example with LangChain and BigQuery as Vector Store](https://github.com/google-gemini/cookbook/issues/581)\n", + "\n", + "### **Maintenance**\n", + "* **#1144, #1127, #1092, etc.:** Monthly issue metrics reports (Multiple recurring issues)\n", + "* **#872:** [Fix DeprecationWarning](https://github.com/google-gemini/cookbook/issues/872)\n", + "\n", + "Would you like me to find issues with a specific label (e.g., `help wanted`) or focus on a particular component like `quickstarts`?\n", + "\n", + "============================================================\n", + "Q: Search for issues mentioning 'authentication' in google-gemini/cookbook.\n", + "============================================================\n", + "I found **2 open issues** in `google-gemini/cookbook` that mention \"authentication\" in their body:\n", + "\n", + "1. **#1122:** [API_KEY login not supported for genai.client](https://github.com/google-gemini/cookbook/issues/1122)\n", + " * **Description:** This issue discusses problems with using `API_KEY` for authentication with the `genai.client`, which is relevant for users trying to authenticate their sessions.\n", + "\n", + "2. **#1036:** [File search API not available with Vertex AI](https://github.com/google-gemini/cookbook/issues/1036)\n", + " * **Description:** While primarily about the File Search API, the body of this issue mentions authentication differences between Google AI Studio and Vertex AI.\n", + "\n", + "There are also several **pull requests** related to authentication that you might find relevant:\n", + "* **#1021:** [Added `Authentication` notebook for JS](https://github.com/google-gemini/cookbook/pull/1021)\n", + "* **#990:** [Migrating OAuth notebook](https://github.com/google-gemini/cookbook/pull/990)\n", + "\n", + "Would you like more details on any of these?\n", + "\n", + "============================================================\n", + "Q: Give me a summary of issues in google-gemini/cookbook.\n", + "============================================================\n", + "There are currently **69 open issues** in the [google-gemini/cookbook](https://github.com/google-gemini/cookbook/issues) repository. Here’s a high-level summary:\n", + "\n", + "### **Top Labels**\n", + "The repository issues are primarily focused on:\n", + "* **Feature Requests (36 issues):** The most common label, indicating a strong community interest in new notebook examples, SDK ports, and API features.\n", + "* **Bugs (14 issues):** Focused on notebook errors, API inconsistencies (especially with Gemini 2.0/2.5), and documentation gaps.\n", + "* **Quickstarts (8 issues):** Related to maintaining and improving the basic onboarding examples.\n", + "\n", + "### **Most Active Contributors**\n", + "* **`github-actions[bot]`:** Handles recurring reports like monthly issue metrics.\n", + "* **`MarkDaoust` & `andycandy`:** Key maintainers/contributors frequently involved in triaging and discussing new proposals.\n", + "\n", + "### **Common Themes**\n", + "Based on recent activity, the key areas of focus include:\n", + "1. **Gemini 2.0/2.5 Integration:** Many issues discuss the new model families, structured output inconsistencies, and Live API behavior.\n", + "2. **SDK Migrations:** There is an ongoing effort to migrate older notebooks to the new `google-genai` SDK and port Python examples to JavaScript/TypeScript.\n", + "3. **Authentication & Quotas:** Users are frequently reporting issues with API key usage, Vertex AI vs. AI Studio differences, and billing-related quota upgrades.\n", + "4. **Community-Driven Notebooks:** A significant portion of open issues are proposals for new use cases, such as \"Smart Contract Auditing,\" \"Financial Profiler,\" and \"RAG with BigQuery.\"\n", + "\n", + "Would you like me to dive deeper into any of these specific areas, such as the `type:bug` issues or proposals for new notebooks?\n" + ] + } + ], + "source": [ + "client = genai.Client(api_key=GOOGLE_API_KEY)\n", + "chat = client.chats.create(\n", + " model=MODEL_ID,\n", + " config={\n", + " \"tools\": [\n", + " get_github_issues,\n", + " get_issues_by_label,\n", + " get_stale_issues,\n", + " get_unassigned_issues,\n", + " get_issue_summary,\n", + " search_issues\n", + " ]\n", + " }\n", + ")\n", + "\n", + "# ── Now just ask naturally — model picks the right tool automatically ─────────\n", + "questions = [\n", + " \"Show me the open issues in google-gemini/cookbook.\",\n", + " \"Find any stale issues inactive for 60+ days in google-gemini/cookbook.\",\n", + " \"Show me all unassigned issues in google-gemini/cookbook.\",\n", + " \"Search for issues mentioning 'authentication' in google-gemini/cookbook.\",\n", + " \"Give me a summary of issues in google-gemini/cookbook.\",\n", + "]\n", + "\n", + "for question in questions:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"Q: {question}\")\n", + " print(f\"{'='*60}\")\n", + " response = chat.send_message(question)\n", + " print(response.text)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4677dd58e9b5" + }, + "source": [ + "## Next Steps\n", + "### Useful API references:\n", + "- [Pygithub](https://pygithub.readthedocs.io/en/latest/apis.html)\n", + "- [GeminiAPI](https://ai.google.dev/gemini-api/docs)\n", + "\n", + "### Continue your discovery of the Gemini API\n", + "\n", + " - [Apollo_11](https://github.com/google-gemini/cookbook/blob/main/examples/Apollo_11.ipynb)\n", + " - [Guess_the_shape](https://github.com/google-gemini/cookbook/blob/main/examples/Guess_the_shape.ipynb)\n" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [ + "Tce3stUlHN0L" + ], + "name": "GitHub_issue_analyzer.ipynb", + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/README.md b/examples/README.md index a7aaf7d80..a99b55492 100644 --- a/examples/README.md +++ b/examples/README.md @@ -34,8 +34,10 @@ This is a collection of fun and helpful examples for the Gemini API. | [Talk to documents](./Talk_to_documents_with_embeddings.ipynb) | Use embeddings to search through a custom database. | Embeddings | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-gemini/cookbook/blob/main/examples/Talk_to_documents_with_embeddings.ipynb) | | [Entity extraction](./Entity_Extraction.ipynb) | Use Gemini API to speed up some of your tasks, such as searching through text to extract needed information. Entity extraction with a Gemini model is a simple query, and you can ask it to retrieve its answer in the form that you prefer. | Embeddings | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-gemini/cookbook/blob/main/examples/Entity_Extraction.ipynb) | | [Google I/O 2025 Live coding session](./Google_IO2025_Live_Coding.ipynb) | Play with the notebook used during the Google I/O 2025 live coding session delivered by the Google DeepMind DevRel team. Work with the Gemini API SDK, know and practice with the GenMedia models, the thinking capable models, start using the Gemini API tools and more! | Gemini API and its models and features | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-gemini/cookbook/blob/main/examples/Google_IO2025_Live_Coding.ipynb) | + | [Gemini MultimodalBot Text & Image Tutorial](./Gemini_MultimodalBot_Text_Image_Tutorial.ipynb) | Learn how to use Gemini's multimodal capabilities to process both text and image inputs. | Multimodal | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-gemini/cookbook/blob/main/examples/Gemini_MultimodalBot_Text_Image_Tutorial.ipynb) | +| [GitHub issue analyzer](./GitHub_issue_analyzer.ipynb) | Use Gemini API to interact with PyGitHub API and extract useful insights from this repository | Gemini API, Tools | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-gemini/cookbook/blob/main/examples/GitHub_issue_analyzer.ipynb) | ---
Some old examples are still using the legacy SDK, they should still work and are still worth checking to get ideas: