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24 24" class=breadcrumbHomeIcon_YNFT><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill=currentColor /></svg></a><li class=breadcrumbs__item><a class=breadcrumbs__link href=/docs/for-developers><span>Developers & Technical Users</span></a><li class=breadcrumbs__item><span class=breadcrumbs__link>Integrations</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>Model Context Protocol (MCP) Server</span></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type=button class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Model Context Protocol (MCP) Server</h1></header>
<p><strong>Turn your Open Navigator data into an AI-accessible knowledge base!</strong></p>
<p>The Open Navigator MCP server exposes your entire civic data platform to AI assistants like Claude through the <a href=https://modelcontextprotocol.io/ target=_blank rel="noopener noreferrer" class="">Model Context Protocol</a>. This enables AI assistants to:</p>
<ul>
<li class="">🏛️ Search 90,000+ U.S. jurisdictions</li>
<li class="">🏢 Query 3M+ nonprofit organizations</li>
<li class="">📜 Semantic search across 4.5M+ legislative documents</li>
<li class="">📊 Get real-time statistics and analytics</li>
<li class="">🔍 Vector search meetings and bills with natural language</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-is-mcp>What is MCP?<a href=#what-is-mcp class=hash-link aria-label="Direct link to What is MCP?" title="Direct link to What is MCP?" translate=no></a></h2>
<p><strong>Model Context Protocol (MCP)</strong> is an open protocol that standardizes how AI applications provide context to LLMs. Instead of manually copying data or writing custom integrations, MCP lets AI assistants directly access your data sources through a unified interface.</p>
<p><strong>Benefits:</strong></p>
<ul>
<li class="">✅ <strong>Live Data</strong>: AI queries your latest data, not stale exports</li>
<li class="">✅ <strong>Semantic Search</strong>: Natural language queries with vector search</li>
<li class="">✅ <strong>Type-Safe</strong>: Structured tool definitions with validated inputs</li>
<li class="">✅ <strong>Composable</strong>: Combine multiple data sources in one query</li>
<li class="">✅ <strong>Secure</strong>: Run locally with no data leaving your machine</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=architecture>Architecture<a href=#architecture class=hash-link aria-label="Direct link to Architecture" title="Direct link to Architecture" translate=no></a></h2>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">┌─────────────────────┐</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│   Claude Desktop    │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│  (or other AI)      │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">└──────────┬──────────┘</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">           │ MCP Protocol</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">┌──────────▼──────────┐</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│  Open Navigator     │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│   MCP Server        │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├─────────────────────┤</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ✓ HuggingFace Hub   │──► 90k jurisdictions</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ✓ Qdrant Vector DB  │──► Semantic search</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ✓ PostgreSQL        │──► Analytics & stats</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">└─────────────────────┘</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=quick-start>Quick Start<a href=#quick-start class=hash-link aria-label="Direct link to Quick Start" title="Direct link to Quick Start" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-install-mcp-sdk>1. Install MCP SDK<a href=#1-install-mcp-sdk class=hash-link aria-label="Direct link to 1. Install MCP SDK" title="Direct link to 1. Install MCP SDK" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Activate virtual environment</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">source .venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Install MCP dependencies</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">pip install mcp anthropic-mcp-sdk</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-start-required-services>2. Start Required Services<a href=#2-start-required-services class=hash-link aria-label="Direct link to 2. Start Required Services" title="Direct link to 2. Start Required Services" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Start Qdrant (vector database)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">docker-compose up -d qdrant</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Start PostgreSQL (if not already running)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">docker-compose up -d postgres</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Verify services</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">curl http://localhost:6333/collections  # Qdrant</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">psql -h localhost -p 5433 -U postgres -d open_navigator -c "SELECT COUNT(*) FROM meetings"  # PostgreSQL</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-run-the-mcp-server>3. Run the MCP Server<a href=#3-run-the-mcp-server class=hash-link aria-label="Direct link to 3. Run the MCP Server" title="Direct link to 3. Run the MCP Server" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Test the server</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python scripts/mcp/open_navigator_server.py</span><br/></div></code></pre></div></div>
<p><strong>Expected Output:</strong></p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">🚀 Starting Open Navigator MCP Server...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">   📊 HuggingFace Datasets: ✅</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">   🔍 Qdrant Vector Search: ✅</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">   💾 PostgreSQL Analytics: ✅</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Ready to serve requests via MCP protocol</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-configure-claude-desktop>4. Configure Claude Desktop<a href=#4-configure-claude-desktop class=hash-link aria-label="Direct link to 4. Configure Claude Desktop" title="Direct link to 4. Configure Claude Desktop" translate=no></a></h3>
<p>Add to your Claude Desktop configuration file:</p>
<p><strong>macOS/Linux:</strong> <code>~/.config/Claude/claude_desktop_config.json</code><br/>
<strong>Windows:</strong> <code>%APPDATA%\Claude\claude_desktop_config.json</code></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token property" style=color:#36acaa>"mcpServers"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"open-navigator"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"command"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"python"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"args"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token string" style=color:#e3116c>"/absolute/path/to/open-navigator/scripts/mcp/open_navigator_server.py"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"env"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"QDRANT_HOST"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"localhost"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"QDRANT_PORT"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"6333"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"DATABASE_URL"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"postgresql://postgres:password@localhost:5433/open_navigator"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>}</span><br/></div></code></pre></div></div>
<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class=admonitionHeading_Gvgb><span class=admonitionIcon_Rf37><svg viewBox="0 0 12 16"><path fill-rule=evenodd d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"/></svg></span>tip</div><div class=admonitionContent_BuS1><p>Use absolute paths! Replace <code>/absolute/path/to/open-navigator</code> with your actual project path.</div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=5-restart-claude-desktop>5. Restart Claude Desktop<a href=#5-restart-claude-desktop class=hash-link aria-label="Direct link to 5. Restart Claude Desktop" title="Direct link to 5. Restart Claude Desktop" translate=no></a></h3>
<p>Close and reopen Claude Desktop. The MCP server will start automatically when you begin a conversation.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=available-tools>Available Tools<a href=#available-tools class=hash-link aria-label="Direct link to Available Tools" title="Direct link to Available Tools" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=️-jurisdiction-tools>🏛️ Jurisdiction Tools<a href=#️-jurisdiction-tools class=hash-link aria-label="Direct link to 🏛️ Jurisdiction Tools" title="Direct link to 🏛️ Jurisdiction Tools" translate=no></a></h3>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=search_jurisdictions><code>search_jurisdictions</code><a href=#search_jurisdictions class=hash-link aria-label="Direct link to search_jurisdictions" title="Direct link to search_jurisdictions" translate=no></a></h4>
<p>Search 90,000+ U.S. jurisdictions by name, type, or location.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>query</code> (required): Search term (e.g., "San Francisco", "Orange County")</li>
<li class=""><code>state</code> (optional): Filter by state code (e.g., "CA", "NY")</li>
<li class=""><code>type</code> (optional): Filter by type ("city", "county", "state")</li>
<li class=""><code>limit</code> (optional): Maximum results (default: 10)</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"Find all cities named Springfield in the database"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"name"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Springfield"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"state_code"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"IL"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"type"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"city"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"population"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>116250</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"fips_code"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"1772000"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-nonprofit-tools>🏢 Nonprofit Tools<a href=#-nonprofit-tools class=hash-link aria-label="Direct link to 🏢 Nonprofit Tools" title="Direct link to 🏢 Nonprofit Tools" translate=no></a></h3>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=get_nonprofits><code>get_nonprofits</code><a href=#get_nonprofits class=hash-link aria-label="Direct link to get_nonprofits" title="Direct link to get_nonprofits" translate=no></a></h4>
<p>Get nonprofit organizations with Form 990 data.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>state</code> (required): State code (e.g., "CA", "NY", "TX")</li>
<li class=""><code>city</code> (optional): Filter by city name</li>
<li class=""><code>subsection</code> (optional): IRS subsection code (e.g., "03" for 501c3)</li>
<li class=""><code>limit</code> (optional): Maximum results (default: 50)</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"Show me 501c3 nonprofits in San Francisco, CA"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"ein"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"941234567"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"name"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Example Nonprofit"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"city"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"SAN FRANCISCO"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"subsection"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"03"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"revenue"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>1500000</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"assets"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>2000000</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-legislative-tools>📜 Legislative Tools<a href=#-legislative-tools class=hash-link aria-label="Direct link to 📜 Legislative Tools" title="Direct link to 📜 Legislative Tools" translate=no></a></h3>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=vector_search_bills><code>vector_search_bills</code><a href=#vector_search_bills class=hash-link aria-label="Direct link to vector_search_bills" title="Direct link to vector_search_bills" translate=no></a></h4>
<p>Semantic search across legislative bills using natural language.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>query</code> (required): Natural language query</li>
<li class=""><code>state</code> (optional): Filter by state code</li>
<li class=""><code>limit</code> (optional): Maximum results (default: 10)</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"Find bills related to oral health funding in California"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"bill_id"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"CAB123"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"title"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"An Act relating to dental health services"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"state"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"CA"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"session"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"2025-2026"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"score"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>0.89</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"summary"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Establishes funding for community dental clinics..."</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<hr/>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=vector_search_meetings><code>vector_search_meetings</code><a href=#vector_search_meetings class=hash-link aria-label="Direct link to vector_search_meetings" title="Direct link to vector_search_meetings" translate=no></a></h4>
<p>Semantic search across meeting transcripts using natural language.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>query</code> (required): Natural language query</li>
<li class=""><code>municipality</code> (optional): Filter by city name</li>
<li class=""><code>limit</code> (optional): Maximum results (default: 10)</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"What did the Boston city council discuss about housing?"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"meeting_id"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"MTG-2024-001"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"title"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Boston City Council Meeting"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"municipality"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Boston"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"date"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"2024-03-15"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"score"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>0.92</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"excerpt"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Discussion on affordable housing initiatives..."</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-analytics-tools>📊 Analytics Tools<a href=#-analytics-tools class=hash-link aria-label="Direct link to 📊 Analytics Tools" title="Direct link to 📊 Analytics Tools" translate=no></a></h3>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=get_bill_stats><code>get_bill_stats</code><a href=#get_bill_stats class=hash-link aria-label="Direct link to get_bill_stats" title="Direct link to get_bill_stats" translate=no></a></h4>
<p>Get legislative statistics and aggregates by state/topic.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>state</code> (optional): State code for state-specific stats</li>
<li class=""><code>topic</code> (optional): Filter by topic/category</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"Show me bill statistics for California"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"state"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"CA"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"topic"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Health"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"total_bills"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>1523</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"bill_count"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>1523</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<hr/>
<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id=search_meetings><code>search_meetings</code><a href=#search_meetings class=hash-link aria-label="Direct link to search_meetings" title="Direct link to search_meetings" translate=no></a></h4>
<p>Search meeting records by keyword, location, or date.</p>
<p><strong>Parameters:</strong></p>
<ul>
<li class=""><code>query</code> (optional): Search keyword</li>
<li class=""><code>state</code> (optional): Filter by state</li>
<li class=""><code>limit</code> (optional): Maximum results (default: 20)</li>
</ul>
<p><strong>Example Claude Query:</strong></p>
<blockquote>
<p>"Find recent city council meetings in Massachusetts"</p>
</blockquote>
<p><strong>Returns:</strong></p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>[</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"name"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"City Council Meeting"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"organization_name"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Boston City Council"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"state"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"MA"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"event_date"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"2024-03-15"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"description"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Regular meeting agenda..."</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  ...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=example-use-cases>Example Use Cases<a href=#example-use-cases class=hash-link aria-label="Direct link to Example Use Cases" title="Direct link to Example Use Cases" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-multi-source-research>1. Multi-Source Research<a href=#1-multi-source-research class=hash-link aria-label="Direct link to 1. Multi-Source Research" title="Direct link to 1. Multi-Source Research" translate=no></a></h3>
<p><strong>Query to Claude:</strong></p>
<blockquote>
<p>"Find nonprofits working on dental health in California cities with populations over 100k"</p>
</blockquote>
<p><strong>What happens:</strong></p>
<ol>
<li class="">Claude uses <code>search_jurisdictions</code> to find CA cities > 100k</li>
<li class="">Claude uses <code>get_nonprofits</code> to find dental health orgs</li>
<li class="">Claude combines results and filters</li>
<li class="">You get a comprehensive report!</li>
</ol>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-legislative-analysis>2. Legislative Analysis<a href=#2-legislative-analysis class=hash-link aria-label="Direct link to 2. Legislative Analysis" title="Direct link to 2. Legislative Analysis" translate=no></a></h3>
<p><strong>Query to Claude:</strong></p>
<blockquote>
<p>"What oral health bills were introduced in 2024 and what did local governments say about them?"</p>
</blockquote>
<p><strong>What happens:</strong></p>
<ol>
<li class="">Claude uses <code>vector_search_bills</code> for oral health legislation</li>
<li class="">Claude uses <code>vector_search_meetings</code> for related discussions</li>
<li class="">Claude cross-references bills with meeting minutes</li>
<li class="">You get bill summaries + public sentiment!</li>
</ol>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-advocacy-targeting>3. Advocacy Targeting<a href=#3-advocacy-targeting class=hash-link aria-label="Direct link to 3. Advocacy Targeting" title="Direct link to 3. Advocacy Targeting" translate=no></a></h3>
<p><strong>Query to Claude:</strong></p>
<blockquote>
<p>"Which California cities have discussed climate change but don't have major environmental nonprofits?"</p>
</blockquote>
<p><strong>What happens:</strong></p>
<ol>
<li class="">Claude searches meetings for climate discussions</li>
<li class="">Claude gets environmental nonprofits by city</li>
<li class="">Claude identifies gaps in nonprofit coverage</li>
<li class="">You get a list of cities to target for organizing!</li>
</ol>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=troubleshooting>Troubleshooting<a href=#troubleshooting class=hash-link aria-label="Direct link to Troubleshooting" title="Direct link to Troubleshooting" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=server-wont-start>Server Won't Start<a href=#server-wont-start class=hash-link aria-label="Direct link to Server Won't Start" title="Direct link to Server Won't Start" translate=no></a></h3>
<p><strong>Check Python environment:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">source .venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python --version  # Should be 3.11+</span><br/></div></code></pre></div></div>
<p><strong>Install missing dependencies:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">pip install mcp anthropic-mcp-sdk qdrant-client psycopg2-binary datasets</span><br/></div></code></pre></div></div>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=tools-show-as-unavailable>Tools Show as Unavailable<a href=#tools-show-as-unavailable class=hash-link aria-label="Direct link to Tools Show as Unavailable" title="Direct link to Tools Show as Unavailable" translate=no></a></h3>
<p><strong>Verify services are running:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Check Qdrant</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">curl http://localhost:6333/collections</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Check PostgreSQL</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">psql -h localhost -p 5433 -U postgres -d open_navigator -c "SELECT 1"</span><br/></div></code></pre></div></div>
<p><strong>Check environment variables:</strong></p>
<ul>
<li class=""><code>QDRANT_HOST</code> (default: localhost)</li>
<li class=""><code>QDRANT_PORT</code> (default: 6333)</li>
<li class=""><code>DATABASE_URL</code> (default: postgresql://postgres<!-- -->:password<!-- -->@localhost:5433/open_navigator)</li>
</ul>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=claude-cant-find-server>Claude Can't Find Server<a href=#claude-cant-find-server class=hash-link aria-label="Direct link to Claude Can't Find Server" title="Direct link to Claude Can't Find Server" translate=no></a></h3>
<p><strong>Verify configuration path:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># macOS/Linux</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cat ~/.config/Claude/claude_desktop_config.json</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Windows</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">type %APPDATA%\Claude\claude_desktop_config.json</span><br/></div></code></pre></div></div>
<p><strong>Use absolute paths:</strong></p>
<ul>
<li class="">❌ <code>./scripts/mcp/open_navigator_server.py</code></li>
<li class="">✅ <code>/home/user/projects/open-navigator/scripts/mcp/open_navigator_server.py</code></li>
</ul>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=huggingface-dataset-errors>HuggingFace Dataset Errors<a href=#huggingface-dataset-errors class=hash-link aria-label="Direct link to HuggingFace Dataset Errors" title="Direct link to HuggingFace Dataset Errors" translate=no></a></h3>
<p><strong>Authenticate with HuggingFace:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Login (if datasets are private)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">huggingface-cli login</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Set token in environment</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export HUGGINGFACE_TOKEN=hf_...</span><br/></div></code></pre></div></div>
<p><strong>Check dataset availability:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python -c "from datasets import load_dataset; ds = load_dataset('getcommunityone/open-navigator-census', split='train'); print(len(ds))"</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=advanced-configuration>Advanced Configuration<a href=#advanced-configuration class=hash-link aria-label="Direct link to Advanced Configuration" title="Direct link to Advanced Configuration" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=environment-variables>Environment Variables<a href=#environment-variables class=hash-link aria-label="Direct link to Environment Variables" title="Direct link to Environment Variables" translate=no></a></h3>
<p>All configurable via environment variables:</p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token property" style=color:#36acaa>"mcpServers"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"open-navigator"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"command"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"python"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"args"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"/path/to/scripts/mcp/open_navigator_server.py"</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"env"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"QDRANT_HOST"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"localhost"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"QDRANT_PORT"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"6333"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"DATABASE_URL"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"postgresql://postgres:password@localhost:5433/open_navigator"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"HUGGINGFACE_TOKEN"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"hf_..."</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>}</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=multiple-environments>Multiple Environments<a href=#multiple-environments class=hash-link aria-label="Direct link to Multiple Environments" title="Direct link to Multiple Environments" translate=no></a></h3>
<p>Run different configurations for dev/prod:</p>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token property" style=color:#36acaa>"mcpServers"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"open-navigator-local"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"command"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"python"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"args"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"/path/to/scripts/mcp/open_navigator_server.py"</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"env"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"DATABASE_URL"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"postgresql://localhost:5433/open_navigator"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token punctuation" style=color:#393A34>}</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token property" style=color:#36acaa>"open-navigator-prod"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"command"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"python"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"args"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"/path/to/scripts/mcp/open_navigator_server.py"</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"env"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>{</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"DATABASE_URL"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"postgresql://prod-host:5432/open_navigator"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token property" style=color:#36acaa>"QDRANT_HOST"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"prod-qdrant-host"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><span class="token punctuation" style=color:#393A34>}</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>}</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=performance-tips>Performance Tips<a href=#performance-tips class=hash-link aria-label="Direct link to Performance Tips" title="Direct link to Performance Tips" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-limit-result-sizes>1. Limit Result Sizes<a href=#1-limit-result-sizes class=hash-link aria-label="Direct link to 1. Limit Result Sizes" title="Direct link to 1. Limit Result Sizes" translate=no></a></h3>
<p>Always specify <code>limit</code> parameters to avoid large payloads:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">❌ "Find all nonprofits in California"</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">✅ "Find the top 50 largest nonprofits in California"</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-use-vector-search-for-semantic-queries>2. Use Vector Search for Semantic Queries<a href=#2-use-vector-search-for-semantic-queries class=hash-link aria-label="Direct link to 2. Use Vector Search for Semantic Queries" title="Direct link to 2. Use Vector Search for Semantic Queries" translate=no></a></h3>
<p>For natural language queries, prefer vector search over text search:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">❌ search_meetings with keyword "education"</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">✅ vector_search_meetings with "What did they discuss about school funding?"</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-filter-before-fetching>3. Filter Before Fetching<a href=#3-filter-before-fetching class=hash-link aria-label="Direct link to 3. Filter Before Fetching" title="Direct link to 3. Filter Before Fetching" translate=no></a></h3>
<p>Apply filters early to reduce data transfer:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">❌ Get all CA nonprofits, then filter by city</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">✅ get_nonprofits(state="CA", city="San Francisco")</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-cache-huggingface-datasets>4. Cache HuggingFace Datasets<a href=#4-cache-huggingface-datasets class=hash-link aria-label="Direct link to 4. Cache HuggingFace Datasets" title="Direct link to 4. Cache HuggingFace Datasets" translate=no></a></h3>
<p>Datasets are cached after first load (~1-2 min initial load, instant after):</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Pre-load datasets for faster queries</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python -c "from datasets import load_dataset; load_dataset('getcommunityone/open-navigator-census')"</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=security-considerations>Security Considerations<a href=#security-considerations class=hash-link aria-label="Direct link to Security Considerations" title="Direct link to Security Considerations" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=local-only-by-default>Local-Only by Default<a href=#local-only-by-default class=hash-link aria-label="Direct link to Local-Only by Default" title="Direct link to Local-Only by Default" translate=no></a></h3>
<p>The MCP server runs <strong>locally</strong> and only responds to local processes (Claude Desktop). No data leaves your machine.</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=database-credentials>Database Credentials<a href=#database-credentials class=hash-link aria-label="Direct link to Database Credentials" title="Direct link to Database Credentials" translate=no></a></h3>
<p>Store credentials securely:</p>
<ul>
<li class="">✅ Use environment variables</li>
<li class="">✅ Use <code>.env</code> files (gitignored)</li>
<li class="">❌ Don't hardcode passwords in config</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=rate-limiting>Rate Limiting<a href=#rate-limiting class=hash-link aria-label="Direct link to Rate Limiting" title="Direct link to Rate Limiting" translate=no></a></h3>
<p>For production deployments, add rate limiting:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token comment" style=color:#999988;font-style:italic># In open_navigator_server.py</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> ratelimit </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> limits</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> sleep_and_retry</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token decorator annotation punctuation" style=color:#393A34>@sleep_and_retry</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token decorator annotation punctuation" style=color:#393A34>@limits</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">calls</span><span class="token operator" style=color:#393A34>=</span><span class="token number" style=color:#36acaa>10</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> period</span><span class="token operator" style=color:#393A34>=</span><span class="token number" style=color:#36acaa>60</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token decorator annotation punctuation" style=color:#393A34>@app</span><span class="token decorator annotation punctuation" style=color:#393A34>.</span><span class="token decorator annotation punctuation" style=color:#393A34>call_tool</span><span class="token punctuation" style=color:#393A34>(</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>async</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>def</span><span class="token plain"> </span><span class="token function" style=color:#d73a49>call_tool</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">name</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> arguments</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">dict</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token comment" style=color:#999988;font-style:italic># ... existing code</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=next-steps>Next Steps<a href=#next-steps class=hash-link aria-label="Direct link to Next Steps" title="Direct link to Next Steps" translate=no></a></h2>
<ul>
<li class="">📖 <a class="" href=/docs/integrations/custom-mcp-tools.md>Build Custom MCP Tools</a></li>
<li class="">🔍 <a class="" href=/docs/guides/vector-search.md>Vector Search Optimization</a></li>
<li class="">🚀 <a class="" href=/docs/integrations/mcp-cloud-deployment.md>Deploy MCP Server to Cloud</a></li>
<li class="">🤖 <a class="" href=/docs/integrations/ai-integrations.md>Integrate with Other AI Assistants</a></li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=resources>Resources<a href=#resources class=hash-link aria-label="Direct link to Resources" title="Direct link to Resources" translate=no></a></h2>
<ul>
<li class=""><strong>MCP Protocol Spec:</strong> <a href=https://modelcontextprotocol.io/ target=_blank rel="noopener noreferrer" class="">https://modelcontextprotocol.io/</a></li>
<li class=""><strong>Anthropic MCP SDK:</strong> <a href=https://github.com/anthropics/anthropic-sdk-python target=_blank rel="noopener noreferrer" class="">https://github.com/anthropics/anthropic-sdk-python</a></li>
<li class=""><strong>Open Navigator GitHub:</strong> <a href=https://github.com/getcommunityone/open-navigator target=_blank rel="noopener noreferrer" class="">https://github.com/getcommunityone/open-navigator</a></li>
<li class=""><strong>MCP Server Examples:</strong> <a href=https://github.com/modelcontextprotocol/servers target=_blank rel="noopener noreferrer" class="">https://github.com/modelcontextprotocol/servers</a></li>
</ul>
<hr/>
<p><strong>Questions?</strong> Open an issue at <a href=https://github.com/getcommunityone/open-navigator/issues target=_blank rel="noopener noreferrer" class="">github.com/getcommunityone/open-navigator/issues</a></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href=https://github.com/getcommunityone/open-navigator-for-engagement/tree/main/website/docs/integrations/mcp-server.md target=_blank rel="noopener noreferrer" class=theme-edit-this-page><svg fill=currentColor height=20 width=20 viewBox="0 0 40 40" class=iconEdit_Z9Sw aria-hidden=true><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"/></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href=/docs/guides/split-screen><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>Split-Screen System: Government Decisions ↔ Community Response</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/integrations/grants-gov-api><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>Grants.gov API Integration</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href=#what-is-mcp class="table-of-contents__link toc-highlight">What is MCP?</a><li><a href=#architecture class="table-of-contents__link toc-highlight">Architecture</a><li><a href=#quick-start class="table-of-contents__link toc-highlight">Quick Start</a><ul><li><a href=#1-install-mcp-sdk class="table-of-contents__link toc-highlight">1. Install MCP SDK</a><li><a href=#2-start-required-services class="table-of-contents__link toc-highlight">2. Start Required Services</a><li><a href=#3-run-the-mcp-server class="table-of-contents__link toc-highlight">3. Run the MCP Server</a><li><a href=#4-configure-claude-desktop class="table-of-contents__link toc-highlight">4. Configure Claude Desktop</a><li><a href=#5-restart-claude-desktop class="table-of-contents__link toc-highlight">5. Restart Claude Desktop</a></ul><li><a href=#available-tools class="table-of-contents__link toc-highlight">Available Tools</a><ul><li><a href=#️-jurisdiction-tools class="table-of-contents__link toc-highlight">🏛️ Jurisdiction Tools</a><ul><li><a href=#search_jurisdictions class="table-of-contents__link toc-highlight"><code>search_jurisdictions</code></a></ul><li><a href=#-nonprofit-tools class="table-of-contents__link toc-highlight">🏢 Nonprofit Tools</a><ul><li><a href=#get_nonprofits class="table-of-contents__link toc-highlight"><code>get_nonprofits</code></a></ul><li><a href=#-legislative-tools class="table-of-contents__link toc-highlight">📜 Legislative Tools</a><ul><li><a href=#vector_search_bills class="table-of-contents__link toc-highlight"><code>vector_search_bills</code></a><li><a href=#vector_search_meetings class="table-of-contents__link toc-highlight"><code>vector_search_meetings</code></a></ul><li><a href=#-analytics-tools class="table-of-contents__link toc-highlight">📊 Analytics Tools</a><ul><li><a href=#get_bill_stats class="table-of-contents__link toc-highlight"><code>get_bill_stats</code></a><li><a href=#search_meetings class="table-of-contents__link toc-highlight"><code>search_meetings</code></a></ul></ul><li><a href=#example-use-cases class="table-of-contents__link toc-highlight">Example Use Cases</a><ul><li><a href=#1-multi-source-research class="table-of-contents__link toc-highlight">1. Multi-Source Research</a><li><a href=#2-legislative-analysis class="table-of-contents__link toc-highlight">2. Legislative Analysis</a><li><a href=#3-advocacy-targeting class="table-of-contents__link toc-highlight">3. Advocacy Targeting</a></ul><li><a href=#troubleshooting class="table-of-contents__link toc-highlight">Troubleshooting</a><ul><li><a href=#server-wont-start class="table-of-contents__link toc-highlight">Server Won't Start</a><li><a href=#tools-show-as-unavailable class="table-of-contents__link toc-highlight">Tools Show as Unavailable</a><li><a href=#claude-cant-find-server class="table-of-contents__link toc-highlight">Claude Can't Find Server</a><li><a href=#huggingface-dataset-errors class="table-of-contents__link toc-highlight">HuggingFace Dataset Errors</a></ul><li><a href=#advanced-configuration class="table-of-contents__link toc-highlight">Advanced Configuration</a><ul><li><a href=#environment-variables class="table-of-contents__link toc-highlight">Environment Variables</a><li><a href=#multiple-environments class="table-of-contents__link toc-highlight">Multiple Environments</a></ul><li><a href=#performance-tips class="table-of-contents__link toc-highlight">Performance Tips</a><ul><li><a href=#1-limit-result-sizes class="table-of-contents__link toc-highlight">1. Limit Result Sizes</a><li><a href=#2-use-vector-search-for-semantic-queries class="table-of-contents__link toc-highlight">2. Use Vector Search for Semantic Queries</a><li><a href=#3-filter-before-fetching class="table-of-contents__link toc-highlight">3. Filter Before Fetching</a><li><a href=#4-cache-huggingface-datasets class="table-of-contents__link toc-highlight">4. Cache HuggingFace Datasets</a></ul><li><a href=#security-considerations class="table-of-contents__link toc-highlight">Security Considerations</a><ul><li><a href=#local-only-by-default class="table-of-contents__link toc-highlight">Local-Only by Default</a><li><a href=#database-credentials class="table-of-contents__link toc-highlight">Database Credentials</a><li><a href=#rate-limiting class="table-of-contents__link toc-highlight">Rate Limiting</a></ul><li><a href=#next-steps class="table-of-contents__link toc-highlight">Next Steps</a><li><a href=#resources class="table-of-contents__link toc-highlight">Resources</a></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Documentation</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item 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