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<span class="md-ellipsis">
3. Standardized Output Format
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#4-api-key-management-best-practices" class="md-nav__link">
<span class="md-ellipsis">
4. API Key Management Best Practices
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#5-documentation-guidelines" class="md-nav__link">
<span class="md-ellipsis">
5. Documentation Guidelines
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#contribution-workflow" class="md-nav__link">
<span class="md-ellipsis">
Contribution Workflow
</span>
</a>
<nav class="md-nav" aria-label="Contribution Workflow">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#step-1-fork-the-repository" class="md-nav__link">
<span class="md-ellipsis">
Step 1: Fork the Repository
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-2-clone-your-fork" class="md-nav__link">
<span class="md-ellipsis">
Step 2: Clone Your Fork
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-3-create-a-feature-branch" class="md-nav__link">
<span class="md-ellipsis">
Step 3: Create a Feature Branch
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-4-build-your-tool" class="md-nav__link">
<span class="md-ellipsis">
Step 4: Build Your Tool
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-5-run-local-tests-if-applicable" class="md-nav__link">
<span class="md-ellipsis">
Step 5: Run Local Tests (if applicable)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-6-commit-your-changes" class="md-nav__link">
<span class="md-ellipsis">
Step 6: Commit Your Changes
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-7-push-to-github" class="md-nav__link">
<span class="md-ellipsis">
Step 7: Push to GitHub
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#step-8-submit-a-pull-request" class="md-nav__link">
<span class="md-ellipsis">
Step 8: Submit a Pull Request
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#integration-with-swarms-agents" class="md-nav__link">
<span class="md-ellipsis">
Integration with Swarms Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#tool-maintenance-and-long-term-ownership" class="md-nav__link">
<span class="md-ellipsis">
Tool Maintenance and Long-Term Ownership
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#best-practices-for-enterprise-grade-contributions" class="md-nav__link">
<span class="md-ellipsis">
Best Practices for Enterprise-Grade Contributions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#conclusion" class="md-nav__link">
<span class="md-ellipsis">
Conclusion
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="contributing-tools-and-plugins-to-the-swarms-ecosystem">Contributing Tools and Plugins to the Swarms Ecosystem<a class="headerlink" href="#contributing-tools-and-plugins-to-the-swarms-ecosystem" title="Permanent link">&para;</a></h1>
<h2 id="introduction">Introduction<a class="headerlink" href="#introduction" title="Permanent link">&para;</a></h2>
<p>The Swarms ecosystem is a modular, intelligent framework built to support the seamless integration, execution, and orchestration of dynamic tools that perform specific functions. These tools form the foundation for how autonomous agents operate, enabling them to retrieve data, communicate with APIs, conduct computational tasks, and respond intelligently to real-world requests. By contributing to Swarms Tools, developers can empower agents with capabilities that drive practical, enterprise-ready applications.</p>
<p>This guide provides a comprehensive roadmap for contributing tools and plugins to the <a href="https://github.com/The-Swarm-Corporation/swarms-tools">Swarms Tools repository</a>. It is written for software engineers, data scientists, platform architects, and technologists who seek to develop modular, production-grade functionality within the Swarms agent framework.</p>
<p>Whether your expertise lies in finance, security, machine learning, or developer tooling, this documentation outlines the essential standards, workflows, and integration patterns to make your contributions impactful and interoperable.</p>
<h2 id="repository-architecture">Repository Architecture<a class="headerlink" href="#repository-architecture" title="Permanent link">&para;</a></h2>
<p>The Swarms Tools GitHub repository is meticulously organized to maintain structure, scalability, and domain-specific clarity. Each folder within the repository represents a vertical where tools can be contributed and extended over time. These folders include:</p>
<ul>
<li>
<p><code>finance/</code>: Market analytics, stock price retrievers, blockchain APIs, etc.</p>
</li>
<li>
<p><code>social/</code>: Sentiment analysis, engagement tracking, and media scraping utilities.</p>
</li>
<li>
<p><code>health/</code>: Interfaces for EHR systems, wearable device APIs, or health informatics.</p>
</li>
<li>
<p><code>ai/</code>: Model-serving utilities, embedding services, and prompt engineering functions.</p>
</li>
<li>
<p><code>security/</code>: Encryption libraries, risk scoring tools, penetration test interfaces.</p>
</li>
<li>
<p><code>devtools/</code>: Build tools, deployment utilities, code quality analyzers.</p>
</li>
<li>
<p><code>misc/</code>: General-purpose helpers or utilities that serve multiple domains.</p>
</li>
</ul>
<p>Each tool inside these directories is implemented as a single, self-contained function. These functions are expected to adhere to Swarms-wide standards for clarity, typing, documentation, and API key handling.</p>
<h2 id="tool-development-specifications">Tool Development Specifications<a class="headerlink" href="#tool-development-specifications" title="Permanent link">&para;</a></h2>
<p>To ensure long-term maintainability and smooth agent-tool integration, each contribution must strictly follow the specifications below.</p>
<h3 id="1-function-structure-and-api-usage">1. Function Structure and API Usage<a class="headerlink" href="#1-function-structure-and-api-usage" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="k">def</span><span class="w"> </span><span class="nf">fetch_data</span><span class="p">(</span><span class="n">symbol</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">date_range</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a><span class="sd"> Fetch financial data for a given symbol and date range.</span>
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a>
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="sd"> Args:</span>
</span><span id="__span-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="sd"> symbol (str): Ticker symbol of the asset.</span>
</span><span id="__span-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="sd"> date_range (str): Timeframe for the data (e.g., &#39;1d&#39;, &#39;1m&#39;, &#39;1y&#39;).</span>
</span><span id="__span-0-11"><a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a><span class="sd"> Returns:</span>
</span><span id="__span-0-13"><a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="sd"> str: A string containing financial data or an error message.</span>
</span><span id="__span-0-14"><a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-15"><a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a> <span class="n">api_key</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;FINANCE_API_KEY&quot;</span><span class="p">)</span>
</span><span id="__span-0-16"><a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a> <span class="n">url</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;https://api.financeprovider.com/data?symbol=</span><span class="si">{</span><span class="n">symbol</span><span class="si">}</span><span class="s2">&amp;range=</span><span class="si">{</span><span class="n">date_range</span><span class="si">}</span><span class="s2">&amp;apikey=</span><span class="si">{</span><span class="n">api_key</span><span class="si">}</span><span class="s2">&quot;</span>
</span><span id="__span-0-17"><a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span>
</span><span id="__span-0-18"><a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a> <span class="k">if</span> <span class="n">response</span><span class="o">.</span><span class="n">status_code</span> <span class="o">==</span> <span class="mi">200</span><span class="p">:</span>
</span><span id="__span-0-19"><a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a> <span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">text</span>
</span><span id="__span-0-20"><a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a> <span class="k">return</span> <span class="s2">&quot;Error fetching data.&quot;</span>
</span></code></pre></div>
<p>All logic must be encapsulated inside a single callable function, written using pure Python. Where feasible, network requests should be stateless, side-effect-free, and gracefully handle errors or timeouts.</p>
<h3 id="2-type-hints-and-input-validation">2. Type Hints and Input Validation<a class="headerlink" href="#2-type-hints-and-input-validation" title="Permanent link">&para;</a></h3>
<p>All function parameters must be typed using Python's type hinting system. Use built-in primitives where possible (e.g., <code>str</code>, <code>int</code>, <code>float</code>, <code>bool</code>) and make use of <code>Optional</code> or <code>Union</code> types when dealing with nullable parameters or multiple formats. This aids LLMs and type checkers in understanding expected input ranges.</p>
<h3 id="3-standardized-output-format">3. Standardized Output Format<a class="headerlink" href="#3-standardized-output-format" title="Permanent link">&para;</a></h3>
<p>Regardless of internal logic or complexity, tools must return outputs in a consistent string format. This string can contain plain text or a serialized JSON object (as a string), but must not return raw objects, dictionaries, or binary blobs. This standardization ensures all downstream agents can interpret tool output predictably.</p>
<h3 id="4-api-key-management-best-practices">4. API Key Management Best Practices<a class="headerlink" href="#4-api-key-management-best-practices" title="Permanent link">&para;</a></h3>
<p>Security and environment isolation are paramount. Never hardcode API keys or sensitive credentials inside source code. Always retrieve them dynamically using the <code>os.getenv("ENV_VAR")</code> approach. If a tool requires credentials, clearly document the required environment variable names in the function docstring.</p>
<h3 id="5-documentation-guidelines">5. Documentation Guidelines<a class="headerlink" href="#5-documentation-guidelines" title="Permanent link">&para;</a></h3>
<p>Every tool must include a detailed docstring that describes:</p>
<ul>
<li>
<p>The function's purpose and operational scope</p>
</li>
<li>
<p>All parameter types and formats</p>
</li>
<li>
<p>A clear return type</p>
</li>
<li>
<p>Usage examples or sample inputs/outputs</p>
</li>
</ul>
<p>Example usage:
<div class="language-python highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="n">result</span> <span class="o">=</span> <span class="n">fetch_data</span><span class="p">(</span><span class="s2">&quot;AAPL&quot;</span><span class="p">,</span> <span class="s2">&quot;1m&quot;</span><span class="p">)</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
</span></code></pre></div></p>
<p>Well-documented code accelerates adoption and improves LLM interpretability.</p>
<h2 id="contribution-workflow">Contribution Workflow<a class="headerlink" href="#contribution-workflow" title="Permanent link">&para;</a></h2>
<p>To submit a tool, follow the workflow below. This ensures your code integrates cleanly and is easy for maintainers to review.</p>
<h3 id="step-1-fork-the-repository">Step 1: Fork the Repository<a class="headerlink" href="#step-1-fork-the-repository" title="Permanent link">&para;</a></h3>
<p>Navigate to the <a href="https://github.com/The-Swarm-Corporation/swarms-tools">Swarms Tools repository</a> and fork it to your personal or organization’s GitHub account.</p>
<h3 id="step-2-clone-your-fork">Step 2: Clone Your Fork<a class="headerlink" href="#step-2-clone-your-fork" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/YOUR_USERNAME/swarms-tools.git
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="nb">cd</span><span class="w"> </span>swarms-tools
</span></code></pre></div>
<h3 id="step-3-create-a-feature-branch">Step 3: Create a Feature Branch<a class="headerlink" href="#step-3-create-a-feature-branch" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>git<span class="w"> </span>checkout<span class="w"> </span>-b<span class="w"> </span>feature/add-tool-&lt;tool-name&gt;
</span></code></pre></div>
<p>Use descriptive branch names. This is especially helpful when collaborating in teams or maintaining audit trails.</p>
<h3 id="step-4-build-your-tool">Step 4: Build Your Tool<a class="headerlink" href="#step-4-build-your-tool" title="Permanent link">&para;</a></h3>
<p>Navigate into the appropriate category folder (e.g., <code>finance/</code>, <code>ai/</code>, etc.) and implement your tool according to the defined schema.</p>
<p>If your tool belongs in a new category, you may create a new folder with a clear, lowercase name.</p>
<h3 id="step-5-run-local-tests-if-applicable">Step 5: Run Local Tests (if applicable)<a class="headerlink" href="#step-5-run-local-tests-if-applicable" title="Permanent link">&para;</a></h3>
<p>Ensure the function executes correctly and does not throw runtime errors. If feasible, test edge cases and verify consistent behavior across platforms.</p>
<h3 id="step-6-commit-your-changes">Step 6: Commit Your Changes<a class="headerlink" href="#step-6-commit-your-changes" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>git<span class="w"> </span>add<span class="w"> </span>.
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>git<span class="w"> </span>commit<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;Add &lt;tool_name&gt; under &lt;folder_name&gt;: API-based tool for X&quot;</span>
</span></code></pre></div>
<h3 id="step-7-push-to-github">Step 7: Push to GitHub<a class="headerlink" href="#step-7-push-to-github" title="Permanent link">&para;</a></h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>feature/add-tool-&lt;tool-name&gt;
</span></code></pre></div>
<h3 id="step-8-submit-a-pull-request">Step 8: Submit a Pull Request<a class="headerlink" href="#step-8-submit-a-pull-request" title="Permanent link">&para;</a></h3>
<p>On GitHub, open a pull request from your fork to the main Swarms Tools repository. Your PR description should:
- Summarize the tool’s functionality
- Reference any related issues or enhancements
- Include usage notes or setup instructions (e.g., required API keys)</p>
<hr />
<h2 id="integration-with-swarms-agents">Integration with Swarms Agents<a class="headerlink" href="#integration-with-swarms-agents" title="Permanent link">&para;</a></h2>
<p>Once your tool has been merged into the official repository, it can be utilized by Swarms agents as part of their available capabilities.</p>
<p>The example below illustrates how to embed a newly added tool into an autonomous agent:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">finance.stock_price</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_stock_price</span>
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="n">agent_name</span><span class="o">=</span><span class="s2">&quot;Devin&quot;</span><span class="p">,</span>
</span><span id="__span-6-6"><a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> <span class="n">system_prompt</span><span class="o">=</span><span class="p">(</span>
</span><span id="__span-6-7"><a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a> <span class="s2">&quot;Autonomous agent that can interact with humans and other agents.&quot;</span>
</span><span id="__span-6-8"><a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a> <span class="s2">&quot; Be helpful and kind. Use the tools provided to assist the user.&quot;</span>
</span><span id="__span-6-9"><a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a> <span class="s2">&quot; Return all code in markdown format.&quot;</span>
</span><span id="__span-6-10"><a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a> <span class="p">),</span>
</span><span id="__span-6-11"><a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a> <span class="n">llm</span><span class="o">=</span><span class="n">llm</span><span class="p">,</span>
</span><span id="__span-6-12"><a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a> <span class="n">max_loops</span><span class="o">=</span><span class="s2">&quot;auto&quot;</span><span class="p">,</span>
</span><span id="__span-6-13"><a id="__codelineno-6-13" name="__codelineno-6-13" href="#__codelineno-6-13"></a> <span class="n">autosave</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-6-14"><a id="__codelineno-6-14" name="__codelineno-6-14" href="#__codelineno-6-14"></a> <span class="n">dashboard</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
</span><span id="__span-6-15"><a id="__codelineno-6-15" name="__codelineno-6-15" href="#__codelineno-6-15"></a> <span class="n">streaming_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-6-16"><a id="__codelineno-6-16" name="__codelineno-6-16" href="#__codelineno-6-16"></a> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-6-17"><a id="__codelineno-6-17" name="__codelineno-6-17" href="#__codelineno-6-17"></a> <span class="n">stopping_token</span><span class="o">=</span><span class="s2">&quot;&lt;DONE&gt;&quot;</span><span class="p">,</span>
</span><span id="__span-6-18"><a id="__codelineno-6-18" name="__codelineno-6-18" href="#__codelineno-6-18"></a> <span class="n">interactive</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-6-19"><a id="__codelineno-6-19" name="__codelineno-6-19" href="#__codelineno-6-19"></a> <span class="n">tools</span><span class="o">=</span><span class="p">[</span><span class="n">get_stock_price</span><span class="p">,</span> <span class="n">terminal</span><span class="p">,</span> <span class="n">browser</span><span class="p">,</span> <span class="n">file_editor</span><span class="p">,</span> <span class="n">create_file</span><span class="p">],</span>
</span><span id="__span-6-20"><a id="__codelineno-6-20" name="__codelineno-6-20" href="#__codelineno-6-20"></a> <span class="n">metadata_output_type</span><span class="o">=</span><span class="s2">&quot;json&quot;</span><span class="p">,</span>
</span><span id="__span-6-21"><a id="__codelineno-6-21" name="__codelineno-6-21" href="#__codelineno-6-21"></a> <span class="n">function_calling_format_type</span><span class="o">=</span><span class="s2">&quot;OpenAI&quot;</span><span class="p">,</span>
</span><span id="__span-6-22"><a id="__codelineno-6-22" name="__codelineno-6-22" href="#__codelineno-6-22"></a> <span class="n">function_calling_type</span><span class="o">=</span><span class="s2">&quot;json&quot;</span><span class="p">,</span>
</span><span id="__span-6-23"><a id="__codelineno-6-23" name="__codelineno-6-23" href="#__codelineno-6-23"></a><span class="p">)</span>
</span><span id="__span-6-24"><a id="__codelineno-6-24" name="__codelineno-6-24" href="#__codelineno-6-24"></a>
</span><span id="__span-6-25"><a id="__codelineno-6-25" name="__codelineno-6-25" href="#__codelineno-6-25"></a><span class="n">agent</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s2">&quot;Create a new file for a plan to take over the world.&quot;</span><span class="p">)</span>
</span></code></pre></div>
<p>By registering tools in the <code>tools</code> parameter during agent creation, you enable dynamic function calling. The agent interprets natural language input, selects the appropriate tool, and invokes it with valid arguments.</p>
<p>This agent-tool paradigm enables highly flexible and responsive behavior across workflows involving research, automation, financial analysis, social listening, and more.</p>
<hr />
<h2 id="tool-maintenance-and-long-term-ownership">Tool Maintenance and Long-Term Ownership<a class="headerlink" href="#tool-maintenance-and-long-term-ownership" title="Permanent link">&para;</a></h2>
<p>Contributors are expected to uphold the quality of their tools post-merge. This includes:</p>
<ul>
<li>
<p>Monitoring for issues or bugs reported by the community</p>
</li>
<li>
<p>Updating tools when APIs deprecate or modify their behavior</p>
</li>
<li>
<p>Improving efficiency, error handling, or documentation over time</p>
</li>
</ul>
<p>If a tool becomes outdated or unsupported, maintainers may archive or revise it to maintain ecosystem integrity.</p>
<p>Contributors whose tools receive wide usage or demonstrate excellence in design may be offered elevated privileges or invited to maintain broader tool categories.</p>
<hr />
<h2 id="best-practices-for-enterprise-grade-contributions">Best Practices for Enterprise-Grade Contributions<a class="headerlink" href="#best-practices-for-enterprise-grade-contributions" title="Permanent link">&para;</a></h2>
<p>To ensure your tool is production-ready and enterprise-compliant, observe the following practices:</p>
<ul>
<li>
<p>Run static type checking with <code>mypy</code></p>
</li>
<li>
<p>Use formatters like <code>black</code> and linters such as <code>flake8</code></p>
</li>
<li>
<p>Avoid unnecessary external dependencies</p>
</li>
<li>
<p>Keep functions modular and readable</p>
</li>
<li>
<p>Prefer named parameters over positional arguments for clarity</p>
</li>
<li>
<p>Handle API errors gracefully and return user-friendly messages</p>
</li>
<li>
<p>Document limitations or assumptions in the docstring</p>
</li>
</ul>
<p>Optional but encouraged:
- Add unit tests to validate function output</p>
<ul>
<li>Benchmark performance if your tool operates on large datasets</li>
</ul>
<hr />
<h2 id="conclusion">Conclusion<a class="headerlink" href="#conclusion" title="Permanent link">&para;</a></h2>
<p>The Swarms ecosystem is built on the principle of extensibility through community-driven contributions. By submitting modular, typed, and well-documented tools to the Swarms Tools repository, you directly enhance the problem-solving power of intelligent agents.</p>
<p>This documentation serves as your blueprint for contributing high-quality, reusable functionality. From idea to implementation to integration, your efforts help shape the future of collaborative, agent-powered software.</p>
<p>We encourage all developers, data scientists, and domain experts to contribute meaningfully. Review existing tools for inspiration, or create something entirely novel.</p>
<p>To begin, fork the <a href="https://github.com/The-Swarm-Corporation/swarms-tools">Swarms Tools repository</a> and start building impactful, reusable tools that can scale across agents and use cases.</p>
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