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.gitignore

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+# Logging
+logs
+tmp
+wandb
+
+# Data
+data
+outputs
+data/
+
+# Apple
+.DS_Store
+
+# VS Code
+.vscode
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+node_modules/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+uv.lock
+
+# Translations
+*.mo
+*.pot
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# .python-version
+
+# pipenv
+#Pipfile.lock
+
+# UV
+#uv.lock
+
+# poetry
+#poetry.lock
+
+# pdm
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+.idea/
+
+# Interpreter
+interpreter_workspace/
+
+# Archive
+archive/
+savedir/
+output/
+tool_output/
+
+# Gradio runtime
+.gradio/

.pre-commit-config.yaml

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+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.2.1
+    hooks:
+      - id: ruff
+        args:
+          - --fix
+      - id: ruff-format
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.5.0
+    hooks:
+      - id: check-merge-conflict
+      - id: check-yaml

CODE_OF_CONDUCT.md

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+
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, caste, color, religion, or sexual
+identity and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the overall
+  community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or advances of
+  any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email address,
+  without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement at
+[email protected].
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series of
+actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
+interaction with the people involved, including unsolicited interaction with
+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or permanent
+ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior, harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within the
+community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.1, available at
+[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].
+
+Community Impact Guidelines were inspired by
+[Mozilla's code of conduct enforcement ladder][Mozilla CoC].
+
+For answers to common questions about this code of conduct, see the FAQ at
+[https://www.contributor-covenant.org/faq][FAQ]. Translations are available at
+[https://www.contributor-covenant.org/translations][translations].
+
+[homepage]: https://www.contributor-covenant.org
+[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html
+[Mozilla CoC]: https://github.com/mozilla/diversity
+[FAQ]: https://www.contributor-covenant.org/faq
+[translations]: https://www.contributor-covenant.org/translations

CONTRIBUTING.md

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+<!---
+Copyright 2025 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+
+# Contribute to smolagents
+
+Everyone is welcome to contribute, and we value everybody's contribution. Code
+contributions are not the only way to help the community. Answering questions, helping
+others, and improving the documentation are also immensely valuable.
+
+It also helps us if you spread the word! Reference the library in blog posts
+about the awesome projects it made possible, shout out on Twitter every time it has
+helped you, or simply ⭐️ the repository to say thank you.
+
+However you choose to contribute, please be mindful and respect our
+[code of conduct](https://github.com/huggingface/smolagents/blob/main/CODE_OF_CONDUCT.md).
+
+**This guide was heavily inspired by the awesome [scikit-learn guide to contributing](https://github.com/scikit-learn/scikit-learn/blob/main/CONTRIBUTING.md).**
+
+## Ways to contribute
+
+There are several ways you can contribute to smolagents.
+
+* Submit issues related to bugs or desired new features.
+* Contribute to the examples or to the documentation.
+* Fix outstanding issues with the existing code.
+
+> All contributions are equally valuable to the community. 🥰
+
+## Submitting a bug-related issue or feature request
+
+At any moment, feel welcome to open an issue, citing your exact error traces and package versions if it's a bug.
+It's often even better to open a PR with your proposed fixes/changes!
+
+Do your best to follow these guidelines when submitting a bug-related issue or a feature
+request. It will make it easier for us to come back to you quickly and with good
+feedback.
+
+### Did you find a bug?
+
+The smolagents library is robust and reliable thanks to users who report the problems they encounter.
+
+Before you report an issue, we would really appreciate it if you could **make sure the bug was not
+already reported** (use the search bar on GitHub under Issues). Your issue should also be related to bugs in the 
+library itself, and not your code. 
+
+Once you've confirmed the bug hasn't already been reported, please include the following information in your issue so 
+we can quickly resolve it:
+
+* Your **OS type and version**, as well as your environment versions (versions of rust, python, and dependencies).
+* A short, self-contained, code snippet that allows us to reproduce the bug.
+* The *full* traceback if an exception is raised.
+* Attach any other additional information, like screenshots, you think may help.
+
+### Do you want a new feature?
+
+If there is a new feature you'd like to see in smolagents, please open an issue and describe:
+
+1. What is the *motivation* behind this feature? Is it related to a problem or frustration with the library? Is it 
+   a feature related to something you need for a project? Is it something you worked on and think it could benefit 
+   the community?
+
+   Whatever it is, we'd love to hear about it!
+
+2. Describe your requested feature in as much detail as possible. The more you can tell us about it, the better 
+   we'll be able to help you.
+3. Provide a *code snippet* that demonstrates the feature's usage.
+4. If the feature is related to a paper, please include a link.
+
+If your issue is well written we're already 80% of the way there by the time you create it.
+
+## Do you want to add documentation?
+
+We're always looking for improvements to the documentation that make it more clear and accurate. Please let us know 
+how the documentation can be improved such as typos and any content that is missing, unclear or inaccurate. We'll be 
+happy to make the changes or help you make a contribution if you're interested!
+
+## Fixing outstanding issues
+
+If you notice an issue with the existing code and have a fix in mind, feel free to [start contributing](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request) and open
+a Pull Request!
+
+### Making code changes
+
+To install dev dependencies, run:
+```
+pip install -e ".[dev]"
+```
+
+When making changes to the codebase, please check that it follows the repo's code quality requirements by running:
+To check code quality of the source code:
+```
+make quality
+```
+
+If the checks fail, you can run the formatter with:
+```
+make style
+```
+
+And commit the changes.
+
+To run tests locally, run this command:
+```bash
+make test
+```
+</details>
+
+## I want to become a maintainer of the project. How do I get there?
+
+smolagents is a project led and managed by Hugging Face. We are more than
+happy to have motivated individuals from other organizations join us as maintainers with the goal of helping smolagents
+make a dent in the world of Agents.
+
+If you are such an individual (or organization), please reach out to us and let's collaborate.

LICENSE

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+                                 Apache License
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+
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+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
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+   Copyright [yyyy] [name of copyright owner]
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+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

Makefile

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+.PHONY: quality style test docs
+
+check_dirs := examples src tests
+
+# Check code quality of the source code
+quality:
+	ruff check $(check_dirs)
+	ruff format --check $(check_dirs)
+
+# Format source code automatically
+style:
+	ruff check $(check_dirs) --fix
+	ruff format $(check_dirs)
+	
+# Run smolagents tests
+test:
+	pytest ./tests/

README.md

@@ -1,15 +1,277 @@
----
-title: Template Final Assignment
-emoji: 🕵🏻‍♂️
-colorFrom: indigo
-colorTo: indigo
-sdk: gradio
-sdk_version: 5.25.2
-app_file: app.py
-pinned: false
-hf_oauth: true
-# optional, default duration is 8 hours/480 minutes. Max duration is 30 days/43200 minutes.
-hf_oauth_expiration_minutes: 480
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+<!---
+Copyright 2024 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+<p align="center">
+    <!-- Uncomment when CircleCI is set up
+    <a href="https://circleci.com/gh/huggingface/accelerate"><img alt="Build" src="https://img.shields.io/circleci/build/github/huggingface/transformers/master"></a>
+    -->
+    <a href="https://github.com/huggingface/smolagents/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/github/license/huggingface/smolagents.svg?color=blue"></a>
+    <a href="https://huggingface.co/docs/smolagents"><img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/docs/smolagents/index.html.svg?down_color=red&down_message=offline&up_message=online"></a>
+    <a href="https://github.com/huggingface/smolagents/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/smolagents.svg"></a>
+    <a href="https://github.com/huggingface/smolagents/blob/main/CODE_OF_CONDUCT.md"><img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg"></a>
+</p>
+
+<h3 align="center">
+  <div style="display:flex;flex-direction:row;">
+    <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/smolagents.png" alt="Hugging Face mascot as James Bond" width=400px>
+    <p>Agents that think in code!</p>
+  </div>
+</h3>
+
+`smolagents` is a library that enables you to run powerful agents in a few lines of code. It offers:
+
+✨ **Simplicity**: the logic for agents fits in ~1,000 lines of code (see [agents.py](https://github.com/huggingface/smolagents/blob/main/src/smolagents/agents.py)). We kept abstractions to their minimal shape above raw code!
+
+🧑‍💻 **First-class support for Code Agents**. Our [`CodeAgent`](https://huggingface.co/docs/smolagents/reference/agents#smolagents.CodeAgent) writes its actions in code (as opposed to "agents being used to write code"). To make it secure, we support executing in sandboxed environments via [E2B](https://e2b.dev/) or via Docker.
+
+🤗 **Hub integrations**: you can [share/pull tools or agents to/from the Hub](https://huggingface.co/docs/smolagents/reference/tools#smolagents.Tool.from_hub) for instant sharing of the most efficient agents!
+
+🌐 **Model-agnostic**: smolagents supports any LLM. It can be a local `transformers` or `ollama` model, one of [many providers on the Hub](https://huggingface.co/blog/inference-providers), or any model from OpenAI, Anthropic and many others via our [LiteLLM](https://www.litellm.ai/) integration.
+
+👁️ **Modality-agnostic**: Agents support text, vision, video, even audio inputs! Cf [this tutorial](https://huggingface.co/docs/smolagents/examples/web_browser) for vision.
+
+🛠️ **Tool-agnostic**: you can use tools from any [MCP server](https://huggingface.co/docs/smolagents/reference/tools#smolagents.ToolCollection.from_mcp), from [LangChain](https://huggingface.co/docs/smolagents/reference/tools#smolagents.Tool.from_langchain), you can even use a [Hub Space](https://huggingface.co/docs/smolagents/reference/tools#smolagents.Tool.from_space) as a tool.
+
+Full documentation can be found [here](https://huggingface.co/docs/smolagents/index).
+
+> [!NOTE]
+> Check the our [launch blog post](https://huggingface.co/blog/smolagents) to learn more about `smolagents`!
+
+## Quick demo
+
+First install the package with a default set of tools:
+```bash
+pip install smolagents[toolkit]
+```
+Then define your agent, give it the tools it needs and run it!
+```py
+from smolagents import CodeAgent, WebSearchTool, InferenceClientModel
+
+model = InferenceClientModel()
+agent = CodeAgent(tools=[WebSearchTool()], model=model, stream_outputs=True)
+
+agent.run("How many seconds would it take for a leopard at full speed to run through Pont des Arts?")
+```
+
+https://github.com/user-attachments/assets/84b149b4-246c-40c9-a48d-ba013b08e600
+
+You can even share your agent to the Hub, as a Space repository:
+```py
+agent.push_to_hub("m-ric/my_agent")
+
+# agent.from_hub("m-ric/my_agent") to load an agent from Hub
+```
+
+Our library is LLM-agnostic: you could switch the example above to any inference provider.
+
+<details>
+<summary> <b>InferenceClientModel, gateway for all <a href="https://huggingface.co/docs/inference-providers/index">inference providers</a> supported on HF</b></summary>
+
+```py
+from smolagents import InferenceClientModel
+
+model = InferenceClientModel(
+    model_id="deepseek-ai/DeepSeek-R1",
+    provider="together",
+)
+```
+</details>
+<details>
+<summary> <b>LiteLLM to access 100+ LLMs</b></summary>
+
+```py
+from smolagents import LiteLLMModel
+
+model = LiteLLMModel(
+    model_id="anthropic/claude-3-5-sonnet-latest",
+    temperature=0.2,
+    api_key=os.environ["ANTHROPIC_API_KEY"]
+)
+```
+</details>
+<details>
+<summary> <b>OpenAI-compatible servers: Together AI</b></summary>
+
+```py
+import os
+from smolagents import OpenAIServerModel
+
+model = OpenAIServerModel(
+    model_id="deepseek-ai/DeepSeek-R1",
+    api_base="https://api.together.xyz/v1/", # Leave this blank to query OpenAI servers.
+    api_key=os.environ["TOGETHER_API_KEY"], # Switch to the API key for the server you're targeting.
+)
+```
+</details>
+<details>
+<summary> <b>OpenAI-compatible servers: OpenRouter</b></summary>
+
+```py
+import os
+from smolagents import OpenAIServerModel
+
+model = OpenAIServerModel(
+    model_id="openai/gpt-4o",
+    api_base="https://openrouter.ai/api/v1", # Leave this blank to query OpenAI servers.
+    api_key=os.environ["OPENROUTER_API_KEY"], # Switch to the API key for the server you're targeting.
+)
+```
+
+</details>
+<details>
+<summary> <b>Local `transformers` model</b></summary>
+
+```py
+from smolagents import TransformersModel
+
+model = TransformersModel(
+    model_id="Qwen/Qwen2.5-Coder-32B-Instruct",
+    max_new_tokens=4096,
+    device_map="auto"
+)
+```
+</details>
+<details>
+<summary> <b>Azure models</b></summary>
+
+```py
+import os
+from smolagents import AzureOpenAIServerModel
+
+model = AzureOpenAIServerModel(
+    model_id = os.environ.get("AZURE_OPENAI_MODEL"),
+    azure_endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT"),
+    api_key=os.environ.get("AZURE_OPENAI_API_KEY"),
+    api_version=os.environ.get("OPENAI_API_VERSION")    
+)
+```
+</details>
+<details>
+<summary> <b>Amazon Bedrock models</b></summary>
+
+```py
+import os
+from smolagents import AmazonBedrockServerModel
+
+model = AmazonBedrockServerModel(
+    model_id = os.environ.get("AMAZON_BEDROCK_MODEL_ID") 
+)
+```
+</details>
+
+## CLI
+
+You can run agents from CLI using two commands: `smolagent` and `webagent`.
+
+`smolagent` is a generalist command to run a multi-step `CodeAgent` that can be equipped with various tools.
+
+```bash
+smolagent "Plan a trip to Tokyo, Kyoto and Osaka between Mar 28 and Apr 7."  --model-type "InferenceClientModel" --model-id "Qwen/Qwen2.5-Coder-32B-Instruct" --imports "pandas numpy" --tools "web_search"
+```
+
+Meanwhile `webagent` is a specific web-browsing agent using [helium](https://github.com/mherrmann/helium) (read more [here](https://github.com/huggingface/smolagents/blob/main/src/smolagents/vision_web_browser.py)).
+
+For instance:
+```bash
+webagent "go to xyz.com/men, get to sale section, click the first clothing item you see. Get the product details, and the price, return them. note that I'm shopping from France" --model-type "LiteLLMModel" --model-id "gpt-4o"
+```
+
+## How do Code agents work?
+
+Our [`CodeAgent`](https://huggingface.co/docs/smolagents/reference/agents#smolagents.CodeAgent) works mostly like classical ReAct agents - the exception being that the LLM engine writes its actions as Python code snippets.
+
+```mermaid
+flowchart TB
+    Task[User Task]
+    Memory[agent.memory]
+    Generate[Generate from agent.model]
+    Execute[Execute Code action - Tool calls are written as functions]
+    Answer[Return the argument given to 'final_answer']
+
+    Task -->|Add task to agent.memory| Memory
+
+    subgraph ReAct[ReAct loop]
+        Memory -->|Memory as chat messages| Generate
+        Generate -->|Parse output to extract code action| Execute
+        Execute -->|No call to 'final_answer' tool => Store execution logs in memory and keep running| Memory
+    end
+    
+    Execute -->|Call to 'final_answer' tool| Answer
+
+    %% Styling
+    classDef default fill:#d4b702,stroke:#8b7701,color:#ffffff
+    classDef io fill:#4a5568,stroke:#2d3748,color:#ffffff
+    
+    class Task,Answer io
+```
+
+Actions are now Python code snippets. Hence, tool calls will be performed as Python function calls. For instance, here is how the agent can perform web search over several websites in one single action:
+```py
+requests_to_search = ["gulf of mexico america", "greenland denmark", "tariffs"]
+for request in requests_to_search:
+    print(f"Here are the search results for {request}:", web_search(request))
+```
+
+Writing actions as code snippets is demonstrated to work better than the current industry practice of letting the LLM output a dictionary of the tools it wants to call: [uses 30% fewer steps](https://huggingface.co/papers/2402.01030) (thus 30% fewer LLM calls) and [reaches higher performance on difficult benchmarks](https://huggingface.co/papers/2411.01747). Head to [our high-level intro to agents](https://huggingface.co/docs/smolagents/conceptual_guides/intro_agents) to learn more on that.
+
+Especially, since code execution can be a security concern (arbitrary code execution!), we provide options at runtime:
+  - a secure python interpreter to run code more safely in your environment (more secure than raw code execution but still risky)
+  - a sandboxed environment using [E2B](https://e2b.dev/) or Docker (removes the risk to your own system).
+
+Alongside [`CodeAgent`](https://huggingface.co/docs/smolagents/reference/agents#smolagents.CodeAgent), we also provide the standard [`ToolCallingAgent`](https://huggingface.co/docs/smolagents/reference/agents#smolagents.ToolCallingAgent) which writes actions as JSON/text blobs. You can pick whichever style best suits your use case.
+
+## How smol is this library?
+
+We strived to keep abstractions to a strict minimum: the main code in `agents.py` has <1,000 lines of code.
+Still, we implement several types of agents: `CodeAgent` writes its actions as Python code snippets, and the more classic `ToolCallingAgent` leverages built-in tool calling methods. We also have multi-agent hierarchies, import from tool collections, remote code execution, vision models...
+
+By the way, why use a framework at all? Well, because a big part of this stuff is non-trivial. For instance, the code agent has to keep a consistent format for code throughout its system prompt, its parser, the execution. So our framework handles this complexity for you. But of course we still encourage you to hack into the source code and use only the bits that you need, to the exclusion of everything else!
+
+## How strong are open models for agentic workflows?
+
+We've created [`CodeAgent`](https://huggingface.co/docs/smolagents/reference/agents#smolagents.CodeAgent) instances with some leading models, and compared them on [this benchmark](https://huggingface.co/datasets/m-ric/agents_medium_benchmark_2) that gathers questions from a few different benchmarks to propose a varied blend of challenges.
+
+[Find the benchmarking code here](https://github.com/huggingface/smolagents/blob/main/examples/smolagents_benchmark/run.py) for more detail on the agentic setup used, and see a comparison of using LLMs code agents compared to vanilla (spoilers: code agents works better).
+
+<p align="center">
+    <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/benchmark_code_agents.jpeg" alt="benchmark of different models on agentic workflows. Open model DeepSeek-R1 beats closed-source models." width=60% max-width=500px>
+</p>
+
+This comparison shows that open-source models can now take on the best closed models!
+
+## Security
+
+Security is a critical consideration when working with code-executing agents. Our library provides:
+- Sandboxed execution options using [E2B](https://e2b.dev/) or Docker
+- Best practices for running agent code securely
+
+For security policies, vulnerability reporting, and more information on secure agent execution, please see our [Security Policy](SECURITY.md).
+
+## Contribute
+
+Everyone is welcome to contribute, get started with our [contribution guide](https://github.com/huggingface/smolagents/blob/main/CONTRIBUTING.md).
+
+## Cite smolagents
+
+If you use `smolagents` in your publication, please cite it by using the following BibTeX entry.
+
+```bibtex
+@Misc{smolagents,
+  title =        {`smolagents`: a smol library to build great agentic systems.},
+  author =       {Aymeric Roucher and Albert Villanova del Moral and Thomas Wolf and Leandro von Werra and Erik Kaunismäki},
+  howpublished = {\url{https://github.com/huggingface/smolagents}},
+  year =         {2025}
+}
+```

SECURITY.md

@@ -0,0 +1,9 @@
+# Security Policy
+
+## Reporting a Vulnerability
+
+To report a security vulnerability, please contact: [email protected]
+
+## Learning More About Security
+
+To learn more about running agents more securely, please see the [Secure Code Execution tutorial](docs/source/en/tutorials/secure_code_execution.mdx) which covers sandboxing with E2B and Docker.

e2b.toml

@@ -0,0 +1,16 @@
+# This is a config for E2B sandbox template.
+# You can use template ID (qywp2ctmu2q7jzprcf4j) to create a sandbox:
+
+# Python SDK
+# from e2b import Sandbox, AsyncSandbox
+# sandbox = Sandbox("qywp2ctmu2q7jzprcf4j") # Sync sandbox
+# sandbox = await AsyncSandbox.create("qywp2ctmu2q7jzprcf4j") # Async sandbox
+
+# JS SDK
+# import { Sandbox } from 'e2b'
+# const sandbox = await Sandbox.create('qywp2ctmu2q7jzprcf4j')
+
+team_id = "f8776d3a-df2f-4a1d-af48-68c2e13b3b87"
+start_cmd = "/root/.jupyter/start-up.sh"
+dockerfile = "e2b.Dockerfile"
+template_id = "qywp2ctmu2q7jzprcf4j"

pyproject.toml

@@ -0,0 +1,130 @@
+[build-system]
+requires = ["setuptools"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "smolagents"
+version = "1.20.0.dev0"
+description = "🤗 smolagents: a barebones library for agents. Agents write python code to call tools or orchestrate other agents."
+authors = [
+  { name="Aymeric Roucher", email="[email protected]" },
+]
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+  "huggingface-hub>=0.31.2",
+  "requests>=2.32.3",
+  "rich>=13.9.4",
+  "jinja2>=3.1.4",
+  "pillow>=10.0.1",  # Security fix for CVE-2023-4863: https://pillow.readthedocs.io/en/stable/releasenotes/10.0.1.html
+  "python-dotenv"
+]
+
+[project.optional-dependencies]
+bedrock = [
+  "boto3>=1.36.18"
+]
+torch = [
+  "torch",
+  "torchvision",
+  "numpy>=1.21.2",
+]
+audio = [
+  "soundfile",
+  "smolagents[torch]",
+]
+docker = [
+  "docker>=7.1.0",
+  "websocket-client",
+]
+e2b = [
+  "e2b-code-interpreter>=1.0.3",
+  "python-dotenv>=1.0.1",
+]
+gradio = [
+  "gradio>=5.14.0",  # Sidebar component GH-797
+]
+litellm = [
+  "litellm>=1.60.2",
+]
+mcp = [
+  "mcpadapt>=0.1.8",  # Support Streamable HTTP transport
+  "mcp",
+]
+mlx-lm = [
+  "mlx-lm"
+]
+openai = [
+  "openai>=1.58.1"
+]
+telemetry = [
+  "arize-phoenix",
+  "opentelemetry-sdk", 
+  "opentelemetry-exporter-otlp",
+  "openinference-instrumentation-smolagents>=0.1.4"
+]
+toolkit = [
+  "duckduckgo-search>=6.3.7",  # DuckDuckGoSearchTool
+  "markdownify>=0.14.1",  # VisitWebpageTool
+]
+transformers = [
+  "accelerate",
+  "transformers>=4.0.0",
+  "smolagents[torch]",
+]
+vision = [
+  "helium",
+  "selenium",
+]
+vllm = [
+  "vllm",
+  "torch"
+]
+all = [
+  "smolagents[audio,docker,e2b,gradio,litellm,mcp,mlx-lm,openai,telemetry,toolkit,transformers,vision,bedrock]",
+]
+quality = [
+  "ruff>=0.9.0",
+]
+test = [
+  "ipython>=8.31.0", # for interactive environment tests
+  "pandas>=2.2.3",
+  "pytest>=8.1.0",
+  "pytest-datadir",
+  "python-dotenv>=1.0.1", # For test_all_docs
+  "smolagents[all]",
+  "rank-bm25", # For test_all_docs
+  "Wikipedia-API>=0.8.1",
+]
+dev = [
+  "smolagents[quality,test]",
+  "sqlalchemy", # for ./examples
+]
+
+[tool.pytest.ini_options]
+# Add the specified `OPTS` to the set of command line arguments as if they had been specified by the user.
+addopts = "-sv --durations=0"
+
+[tool.ruff]
+line-length = 119
+lint.ignore = [
+  "F403", # undefined-local-with-import-star
+  "E501", # line-too-long
+]
+lint.select = ["E", "F", "I", "W"]
+
+[tool.ruff.lint.per-file-ignores]
+"examples/*" = [
+  "E402", # module-import-not-at-top-of-file
+]
+
+[tool.ruff.lint.isort]
+known-first-party = ["smolagents"]
+lines-after-imports = 2
+
+[tool.setuptools.package-data]
+"smolagents.prompts" = ["*.yaml"]
+
+[project.scripts]
+smolagent = "smolagents.cli:main"
+webagent = "smolagents.vision_web_browser:main"