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Quick Start </span> </a> <nav class=md-nav aria-label="Quick Start"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#using-commitizen-recommended class=md-nav__link> <span class=md-ellipsis> Using Commitizen (Recommended) </span> </a> </li> <li class=md-nav__item> <a href=#manual-format class=md-nav__link> <span class=md-ellipsis> Manual Format </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#commit-types class=md-nav__link> <span class=md-ellipsis> Commit Types </span> </a> </li> <li class=md-nav__item> <a href=#scopes class=md-nav__link> <span class=md-ellipsis> Scopes </span> </a> <nav class=md-nav aria-label=Scopes> <ul class=md-nav__list> <li class=md-nav__item> <a href=#core-modules class=md-nav__link> <span class=md-ellipsis> Core Modules </span> </a> </li> <li class=md-nav__item> <a href=#infrastructure class=md-nav__link> <span class=md-ellipsis> Infrastructure </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#examples 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class=md-nav__link> <span class=md-ellipsis> Breaking Changes </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#validation class=md-nav__link> <span class=md-ellipsis> Validation </span> </a> </li> <li class=md-nav__item> <a href=#integration-with-development-workflow class=md-nav__link> <span class=md-ellipsis> Integration with Development Workflow </span> </a> <nav class=md-nav aria-label="Integration with Development Workflow"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#sprint-tasks class=md-nav__link> <span class=md-ellipsis> Sprint Tasks </span> </a> </li> <li class=md-nav__item> <a href=#pull-requests class=md-nav__link> <span class=md-ellipsis> Pull Requests </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#benefits class=md-nav__link> <span class=md-ellipsis> Benefits </span> </a> </li> <li class=md-nav__item> <a href=#troubleshooting class=md-nav__link> <span class=md-ellipsis> Troubleshooting </span> </a> <nav class=md-nav aria-label=Troubleshooting> <ul class=md-nav__list> <li class=md-nav__item> <a href=#commitlint-errors class=md-nav__link> <span class=md-ellipsis> Commitlint Errors </span> </a> </li> <li class=md-nav__item> <a href=#bypassing-validation-emergency-only class=md-nav__link> <span class=md-ellipsis> Bypassing Validation (Emergency Only) </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#references class=md-nav__link> <span class=md-ellipsis> References </span> </a> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <a href=https://github.com/BasalGanglia/kgraph-mcp-hackathon/edit/main/docs/conventional_commits_guide.md title="Edit this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"/></svg> </a> <a href=https://github.com/BasalGanglia/kgraph-mcp-hackathon/raw/main/docs/conventional_commits_guide.md title="View source of this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17 18c.56 0 1 .44 1 1s-.44 1-1 1-1-.44-1-1 .44-1 1-1m0-3c-2.73 0-5.06 1.66-6 4 .94 2.34 3.27 4 6 4s5.06-1.66 6-4c-.94-2.34-3.27-4-6-4m0 6.5a2.5 2.5 0 0 1-2.5-2.5 2.5 2.5 0 0 1 2.5-2.5 2.5 2.5 0 0 1 2.5 2.5 2.5 2.5 0 0 1-2.5 2.5M9.27 20H6V4h7v5h5v4.07c.7.08 1.36.25 2 .49V8l-6-6H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h4.5a8.2 8.2 0 0 1-1.23-2"/></svg> </a> <h1 id=conventional-commits-guide>Conventional Commits Guide<a class=headerlink href=#conventional-commits-guide title="Permanent link">¶</a></h1> <p>This project uses <a href=https://www.conventionalcommits.org/ >Conventional Commits</a> to ensure consistent, readable commit messages that can be automatically processed for changelog generation and semantic versioning.</p> <h2 id=quick-start>Quick Start<a class=headerlink href=#quick-start title="Permanent link">¶</a></h2> <h3 id=using-commitizen-recommended>Using Commitizen (Recommended)<a class=headerlink href=#using-commitizen-recommended title="Permanent link">¶</a></h3> <p>Instead of <code>git commit</code>, use: <div class="language-bash highlight"><pre><span></span><code><span id=__span-0-1><a id=__codelineno-0-1 name=__codelineno-0-1 href=#__codelineno-0-1></a>npm<span class=w> </span>run<span class=w> </span>commit |
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</span><span id=__span-0-2><a id=__codelineno-0-2 name=__codelineno-0-2 href=#__codelineno-0-2></a><span class=c1># or directly</span> |
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</span><span id=__span-0-3><a id=__codelineno-0-3 name=__codelineno-0-3 href=#__codelineno-0-3></a>npx<span class=w> </span>cz |
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</span></code></pre></div> This will prompt you through creating a properly formatted commit message.</p> <h3 id=manual-format>Manual Format<a class=headerlink href=#manual-format title="Permanent link">¶</a></h3> <p>If writing commit messages manually, follow this structure: <div class="language-text highlight"><pre><span></span><code><span id=__span-1-1><a id=__codelineno-1-1 name=__codelineno-1-1 href=#__codelineno-1-1></a><type>[optional scope]: <description> |
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</span><span id=__span-1-2><a id=__codelineno-1-2 name=__codelineno-1-2 href=#__codelineno-1-2></a> |
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</span><span id=__span-1-3><a id=__codelineno-1-3 name=__codelineno-1-3 href=#__codelineno-1-3></a>[optional body] |
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</span><span id=__span-1-4><a id=__codelineno-1-4 name=__codelineno-1-4 href=#__codelineno-1-4></a> |
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</span><span id=__span-1-5><a id=__codelineno-1-5 name=__codelineno-1-5 href=#__codelineno-1-5></a>[optional footer(s)] |
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</span></code></pre></div></p> <h2 id=commit-types>Commit Types<a class=headerlink href=#commit-types title="Permanent link">¶</a></h2> <table> <thead> <tr> <th>Type</th> <th>Description</th> <th>SemVer Impact</th> </tr> </thead> <tbody> <tr> <td><code>feat</code></td> <td>New feature</td> <td>MINOR</td> </tr> <tr> <td><code>fix</code></td> <td>Bug fix</td> <td>PATCH</td> </tr> <tr> <td><code>docs</code></td> <td>Documentation only</td> <td>-</td> </tr> <tr> <td><code>style</code></td> <td>Formatting, missing semi-colons, etc.</td> <td>-</td> </tr> <tr> <td><code>refactor</code></td> <td>Code change that neither fixes a bug nor adds a feature</td> <td>-</td> </tr> <tr> <td><code>perf</code></td> <td>Performance improvement</td> <td>PATCH</td> </tr> <tr> <td><code>test</code></td> <td>Adding tests</td> <td>-</td> </tr> <tr> <td><code>build</code></td> <td>Build system changes</td> <td>-</td> </tr> <tr> <td><code>ci</code></td> <td>CI configuration changes</td> <td>-</td> </tr> <tr> <td><code>chore</code></td> <td>Other changes that don't modify src or test files</td> <td>-</td> </tr> <tr> <td><code>revert</code></td> <td>Revert a previous commit</td> <td>-</td> </tr> </tbody> </table> <h2 id=scopes>Scopes<a class=headerlink href=#scopes title="Permanent link">¶</a></h2> <p>Use these scopes to indicate which part of the codebase is affected:</p> <h3 id=core-modules>Core Modules<a class=headerlink href=#core-modules title="Permanent link">¶</a></h3> <ul> <li><code>kg</code> - Knowledge graph related (InMemoryKG, etc.)</li> <li><code>embedder</code> - Embedding service functionality</li> <li><code>ontology</code> - Data models and ontology (MCPTool, etc.)</li> <li><code>agent</code> - Agent-related functionality</li> <li><code>planner</code> - Planning and orchestration</li> <li><code>ui</code> - User interface components</li> <li><code>api</code> - API endpoints</li> </ul> <h3 id=infrastructure>Infrastructure<a class=headerlink href=#infrastructure title="Permanent link">¶</a></h3> <ul> <li><code>deps</code> - Dependencies updates</li> <li><code>config</code> - Configuration changes</li> <li><code>scripts</code> - Scripts and automation</li> <li><code>ci</code> - CI/CD pipeline</li> <li><code>docs</code> - Documentation</li> <li><code>tests</code> - Testing infrastructure</li> </ul> <h2 id=examples>Examples<a class=headerlink href=#examples title="Permanent link">¶</a></h2> <h3 id=good-commit-messages>Good Commit Messages<a class=headerlink href=#good-commit-messages title="Permanent link">¶</a></h3> <h4 id=features>Features<a class=headerlink href=#features title="Permanent link">¶</a></h4> <div class="language-text highlight"><pre><span></span><code><span id=__span-2-1><a id=__codelineno-2-1 name=__codelineno-2-1 href=#__codelineno-2-1></a>feat(kg): implement cosine similarity search in InMemoryKG |
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</span><span id=__span-2-2><a id=__codelineno-2-2 name=__codelineno-2-2 href=#__codelineno-2-2></a> |
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</span><span id=__span-2-3><a id=__codelineno-2-3 name=__codelineno-2-3 href=#__codelineno-2-3></a>- Add _cosine_similarity method using numpy |
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</span><span id=__span-2-4><a id=__codelineno-2-4 name=__codelineno-2-4 href=#__codelineno-2-4></a>- Implement find_similar_tools with top_k parameter |
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</span><span id=__span-2-5><a id=__codelineno-2-5 name=__codelineno-2-5 href=#__codelineno-2-5></a>- Handle edge cases for empty vectors and indexes |
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</span></code></pre></div> <div class="language-text highlight"><pre><span></span><code><span id=__span-3-1><a id=__codelineno-3-1 name=__codelineno-3-1 href=#__codelineno-3-1></a>feat(embedder): add live OpenAI API integration |
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</span><span id=__span-3-2><a id=__codelineno-3-2 name=__codelineno-3-2 href=#__codelineno-3-2></a> |
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</span><span id=__span-3-3><a id=__codelineno-3-3 name=__codelineno-3-3 href=#__codelineno-3-3></a>Integrate OpenAI text-embedding-3-small model for real embeddings |
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</span><span id=__span-3-4><a id=__codelineno-3-4 name=__codelineno-3-4 href=#__codelineno-3-4></a>replacing the placeholder hash-based implementation. |
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</span></code></pre></div> <h4 id=bug-fixes>Bug Fixes<a class=headerlink href=#bug-fixes title="Permanent link">¶</a></h4> <div class="language-text highlight"><pre><span></span><code><span id=__span-4-1><a id=__codelineno-4-1 name=__codelineno-4-1 href=#__codelineno-4-1></a>fix(kg): handle zero vectors in cosine similarity calculation |
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</span><span id=__span-4-2><a id=__codelineno-4-2 name=__codelineno-4-2 href=#__codelineno-4-2></a> |
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</span><span id=__span-4-3><a id=__codelineno-4-3 name=__codelineno-4-3 href=#__codelineno-4-3></a>Previously returned NaN when calculating similarity with zero vectors. |
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</span><span id=__span-4-4><a id=__codelineno-4-4 name=__codelineno-4-4 href=#__codelineno-4-4></a>Now returns 0.0 as expected. |
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</span></code></pre></div> <h4 id=documentation>Documentation<a class=headerlink href=#documentation title="Permanent link">¶</a></h4> <div class="language-text highlight"><pre><span></span><code><span id=__span-5-1><a id=__codelineno-5-1 name=__codelineno-5-1 href=#__codelineno-5-1></a>docs(api): add embedder service API documentation |
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</span><span id=__span-5-2><a id=__codelineno-5-2 name=__codelineno-5-2 href=#__codelineno-5-2></a> |
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</span><span id=__span-5-3><a id=__codelineno-5-3 name=__codelineno-5-3 href=#__codelineno-5-3></a>Document all public methods including get_embedding and error handling. |
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</span></code></pre></div> <h4 id=chores>Chores<a class=headerlink href=#chores title="Permanent link">¶</a></h4> <div class="language-text highlight"><pre><span></span><code><span id=__span-6-1><a id=__codelineno-6-1 name=__codelineno-6-1 href=#__codelineno-6-1></a>chore(deps): update numpy to 1.26.0 |
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</span><span id=__span-6-2><a id=__codelineno-6-2 name=__codelineno-6-2 href=#__codelineno-6-2></a> |
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</span><span id=__span-6-3><a id=__codelineno-6-3 name=__codelineno-6-3 href=#__codelineno-6-3></a>Update numpy dependency for improved performance and security fixes. |
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</span></code></pre></div> <h4 id=tests>Tests<a class=headerlink href=#tests title="Permanent link">¶</a></h4> <div class="language-text highlight"><pre><span></span><code><span id=__span-7-1><a id=__codelineno-7-1 name=__codelineno-7-1 href=#__codelineno-7-1></a>test(kg): add integration tests for semantic search pipeline |
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</span><span id=__span-7-2><a id=__codelineno-7-2 name=__codelineno-7-2 href=#__codelineno-7-2></a> |
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</span><span id=__span-7-3><a id=__codelineno-7-3 name=__codelineno-7-3 href=#__codelineno-7-3></a>Add comprehensive tests covering embeddings → indexing → search workflow |
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</span><span id=__span-7-4><a id=__codelineno-7-4 name=__codelineno-7-4 href=#__codelineno-7-4></a>with mocked OpenAI API calls. |
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</span></code></pre></div> <h3 id=breaking-changes>Breaking Changes<a class=headerlink href=#breaking-changes title="Permanent link">¶</a></h3> <p>When introducing breaking changes, add <code>!</code> after the type/scope: <div class="language-text highlight"><pre><span></span><code><span id=__span-8-1><a id=__codelineno-8-1 name=__codelineno-8-1 href=#__codelineno-8-1></a>feat(api)!: change embedder interface to async |
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</span><span id=__span-8-2><a id=__codelineno-8-2 name=__codelineno-8-2 href=#__codelineno-8-2></a> |
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</span><span id=__span-8-3><a id=__codelineno-8-3 name=__codelineno-8-3 href=#__codelineno-8-3></a>BREAKING CHANGE: EmbeddingService.get_embedding() now returns a coroutine. |
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</span><span id=__span-8-4><a id=__codelineno-8-4 name=__codelineno-8-4 href=#__codelineno-8-4></a>All callers must be updated to use await. |
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</span></code></pre></div></p> <h2 id=validation>Validation<a class=headerlink href=#validation title="Permanent link">¶</a></h2> <p>Commit messages are automatically validated using commitlint when you commit. If a message doesn't follow the convention, the commit will be rejected with helpful error messages.</p> <p>To manually validate a commit message: <div class="language-bash highlight"><pre><span></span><code><span id=__span-9-1><a id=__codelineno-9-1 name=__codelineno-9-1 href=#__codelineno-9-1></a><span class=nb>echo</span><span class=w> </span><span class=s2>"feat(kg): add new feature"</span><span class=w> </span><span class=p>|</span><span class=w> </span>npx<span class=w> </span>commitlint |
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</span></code></pre></div></p> <h2 id=integration-with-development-workflow>Integration with Development Workflow<a class=headerlink href=#integration-with-development-workflow title="Permanent link">¶</a></h2> <h3 id=sprint-tasks>Sprint Tasks<a class=headerlink href=#sprint-tasks title="Permanent link">¶</a></h3> <p>When working on sprint tasks, include the task information in the commit body: <div class="language-text highlight"><pre><span></span><code><span id=__span-10-1><a id=__codelineno-10-1 name=__codelineno-10-1 href=#__codelineno-10-1></a>feat(kg): implement vector index building |
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</span><span id=__span-10-2><a id=__codelineno-10-2 name=__codelineno-10-2 href=#__codelineno-10-2></a> |
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</span><span id=__span-10-3><a id=__codelineno-10-3 name=__codelineno-10-3 href=#__codelineno-10-3></a>Complete Task 2.2 from Sprint 2: Real Embeddings & Semantic Search Logic. |
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</span><span id=__span-10-4><a id=__codelineno-10-4 name=__codelineno-10-4 href=#__codelineno-10-4></a>Add build_vector_index method that integrates with EmbeddingService |
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</span><span id=__span-10-5><a id=__codelineno-10-5 name=__codelineno-10-5 href=#__codelineno-10-5></a>to create real vector representations of tools. |
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</span><span id=__span-10-6><a id=__codelineno-10-6 name=__codelineno-10-6 href=#__codelineno-10-6></a> |
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</span><span id=__span-10-7><a id=__codelineno-10-7 name=__codelineno-10-7 href=#__codelineno-10-7></a>Closes: #9 |
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</span></code></pre></div></p> <h3 id=pull-requests>Pull Requests<a class=headerlink href=#pull-requests title="Permanent link">¶</a></h3> <p>PR titles should follow the same conventional format as commit messages. The PR description should reference related tasks and provide context.</p> <h2 id=benefits>Benefits<a class=headerlink href=#benefits title="Permanent link">¶</a></h2> <ol> <li><strong>Automated Changelog</strong>: Tools can generate changelogs from commit history</li> <li><strong>Semantic Versioning</strong>: Commit types map to version bumps (feat → minor, fix → patch)</li> <li><strong>Better Code Review</strong>: Clear indication of change type and scope</li> <li><strong>Improved Git History</strong>: Consistent, searchable commit messages</li> <li><strong>Tool Integration</strong>: Many tools understand conventional commits for automation</li> </ol> <h2 id=troubleshooting>Troubleshooting<a class=headerlink href=#troubleshooting title="Permanent link">¶</a></h2> <h3 id=commitlint-errors>Commitlint Errors<a class=headerlink href=#commitlint-errors title="Permanent link">¶</a></h3> <p>If commitlint rejects your commit: 1. Check the error message for specific issues 2. Ensure you're using a valid type and scope 3. Keep the subject line under 72 characters 4. Use present tense ("add" not "added")</p> <h3 id=bypassing-validation-emergency-only>Bypassing Validation (Emergency Only)<a class=headerlink href=#bypassing-validation-emergency-only title="Permanent link">¶</a></h3> <p>In rare cases where you need to bypass validation: <div class="language-bash highlight"><pre><span></span><code><span id=__span-11-1><a id=__codelineno-11-1 name=__codelineno-11-1 href=#__codelineno-11-1></a>git<span class=w> </span>commit<span class=w> </span>--no-verify<span class=w> </span>-m<span class=w> </span><span class=s2>"emergency fix"</span> |
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</span></code></pre></div> <strong>Note</strong>: Only use this for genuine emergencies.</p> <h2 id=references>References<a class=headerlink href=#references title="Permanent link">¶</a></h2> <ul> <li><a href=https://www.conventionalcommits.org/ >Conventional Commits Specification</a></li> <li><a href=https://github.com/angular/angular/blob/22b96b9/CONTRIBUTING.md#-commit-message-guidelines>Angular Commit Message Guidelines</a></li> <li><a href=https://github.com/commitizen/cz-cli>Commitizen</a></li> <li><a href=https://commitlint.js.org/ >Commitlint</a> </li> </ul> <aside class=md-source-file> <span class=md-source-file__fact> <span class=md-icon title="Last update"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="June 7, 2025 11:39:14 UTC">June 7, 2025</span> </span> </aside> </article> </div> <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type=button class="md-top md-icon" data-md-component=top hidden> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class=md-footer> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> <div class=md-copyright__highlight> Copyright © 2024 KGraph-MCP Development Team - 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