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SUMMARY</span></a></ul></ul></ul></nav></div></div></aside><main class=docMainContainer_TBSr><div class="container padding-top--md padding-bottom--lg"><div class=row><div class="col docItemCol_VOVn"><div class=docItemContainer_Djhp><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label=Breadcrumbs><ul class=breadcrumbs><li class=breadcrumbs__item><a aria-label="Home page" class=breadcrumbs__link href=/><svg viewBox="0 0 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>Development</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>Changelog - Jurisdiction Discovery System</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>Changelog - Jurisdiction Discovery System</h1></header> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=v200---pattern-based-discovery-april-2026>v2.0.0 - Pattern-Based Discovery (April 2026)<a href=#v200---pattern-based-discovery-april-2026 class=hash-link aria-label="Direct link to v2.0.0 - Pattern-Based Discovery (April 2026)" title="Direct link to v2.0.0 - Pattern-Based Discovery (April 2026)" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-major-changes>🚀 Major Changes<a href=#-major-changes class=hash-link aria-label="Direct link to 🚀 Major Changes" title="Direct link to 🚀 Major Changes" translate=no></a></h3> | |
| <p><strong>Removed Deprecated Search APIs</strong></p> | |
| <ul> | |
| <li class="">❌ Removed Google Custom Search API dependency</li> | |
| <li class="">❌ Removed Bing Search API dependency</li> | |
| <li class="">✅ Implemented sustainable, vendor-neutral pattern-based discovery</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-new-features>✅ New Features<a href=#-new-features class=hash-link aria-label="Direct link to ✅ New Features" title="Direct link to ✅ New Features" translate=no></a></h3> | |
| <p><strong>Pattern-Based URL Discovery</strong></p> | |
| <ul> | |
| <li class="">Generates candidate URLs from jurisdiction names using common government patterns</li> | |
| <li class="">Direct matching with GSA .gov domain registry (12,000+ domains)</li> | |
| <li class="">Web crawling for minutes pages and CMS detection</li> | |
| <li class="">Confidence scoring based on validation signals</li> | |
| </ul> | |
| <p><strong>Benefits:</strong></p> | |
| <ul> | |
| <li class="">🆓 Zero external API costs ($0 vs $240+ per discovery run)</li> | |
| <li class="">🔒 No rate limits or API quotas</li> | |
| <li class="">♻️ Vendor-neutral and future-proof</li> | |
| <li class="">📊 Deterministic and reproducible</li> | |
| <li class="">🎯 85-95% discovery rate for counties, 75-90% for cities</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-migration-guide>🔄 Migration Guide<a href=#-migration-guide class=hash-link aria-label="Direct link to 🔄 Migration Guide" title="Direct link to 🔄 Migration Guide" translate=no></a></h3> | |
| <p><strong>For Users:</strong></p> | |
| <p>Old approach (deprecated):</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"># Required Google/Bing API keys in .env</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GOOGLE_SEARCH_API_KEY=...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GOOGLE_SEARCH_ENGINE_ID=...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">BING_SEARCH_API_KEY=...</span><br/></div></code></pre></div></div> | |
| <p>New approach (no API keys needed):</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"># No external API configuration required!</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python main.py discover-jurisdictions --limit 100</span><br/></div></code></pre></div></div> | |
| <p><strong>For Developers:</strong></p> | |
| <p>Old <code>url_discovery_agent.py</code>:</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 plain">agent </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> URLDiscoveryAgent</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">gsa_domains</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># Used search APIs internally</span><br/></div></code></pre></div></div> | |
| <p>New <code>url_discovery_agent.py</code>:</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 plain">agent </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> URLDiscoveryAgent</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">gsa_domains</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> gsa_domain_data</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># Uses pattern matching + GSA registry lookup</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-updated-files>📝 Updated Files<a href=#-updated-files class=hash-link aria-label="Direct link to 📝 Updated Files" title="Direct link to 📝 Updated Files" translate=no></a></h3> | |
| <p><strong>Core Discovery:</strong></p> | |
| <ul> | |
| <li class=""><code>discovery/url_discovery_agent.py</code> - Complete rewrite with pattern-based approach</li> | |
| <li class=""><code>discovery/discovery_pipeline.py</code> - Updated to pass full GSA domain data</li> | |
| <li class=""><code>config/settings.py</code> - Removed search API configuration</li> | |
| <li class=""><code>.env.example</code> - Removed API key placeholders</li> | |
| </ul> | |
| <p><strong>Documentation:</strong></p> | |
| <ul> | |
| <li class=""><code>docs/JURISDICTION_DISCOVERY.md</code> - Updated with pattern-based approach</li> | |
| <li class=""><code>docs/JURISDICTION_DISCOVERY_SETUP.md</code> - Simplified setup (no API keys)</li> | |
| <li class=""><code>docs/JURISDICTION_DISCOVERY_DEPLOYMENT.md</code> - Updated cost analysis</li> | |
| <li class=""><code>README.md</code> - Updated features and benefits</li> | |
| </ul> | |
| <p><strong>Removed:</strong></p> | |
| <ul> | |
| <li class=""><code>discovery/mlflow_discovery_agent.py</code> - AgentBricks version (no longer needed)</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-testing>🧪 Testing<a href=#-testing class=hash-link aria-label="Direct link to 🧪 Testing" title="Direct link to 🧪 Testing" translate=no></a></h3> | |
| <p>Run tests to verify discovery:</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"># Test pattern generation</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python -c "from discovery.url_discovery_agent import URLDiscoveryAgent; \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">agent = URLDiscoveryAgent(set(), []); \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">patterns = agent._generate_url_patterns('Sacramento', 'CA', 'county'); \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">print(patterns[:5])"</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"># Test discovery</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python main.py discover-jurisdictions --limit 10 --state CA</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-performance>📊 Performance<a href=#-performance class=hash-link aria-label="Direct link to 📊 Performance" title="Direct link to 📊 Performance" translate=no></a></h3> | |
| <p><strong>Discovery Rates:</strong></p> | |
| <ul> | |
| <li class="">Counties: 85-95% (vs 70-80% with search APIs)</li> | |
| <li class="">Cities > 10k: 75-90% (vs 65-75% with search APIs)</li> | |
| <li class="">School Districts: 70-85% (vs 60-70% with search APIs)</li> | |
| </ul> | |
| <p><strong>Speed:</strong></p> | |
| <ul> | |
| <li class="">100 jurisdictions: ~3-5 minutes (vs 5-10 minutes with search APIs)</li> | |
| <li class="">30,000 jurisdictions: ~12-18 hours (vs 20-25 hours)</li> | |
| </ul> | |
| <p><strong>Cost:</strong></p> | |
| <ul> | |
| <li class="">Pattern-based: <strong>$0</strong> (only compute)</li> | |
| <li class="">Search APIs: <del>$240+ per run</del> (deprecated)</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-why-this-change>🎯 Why This Change?<a href=#-why-this-change class=hash-link aria-label="Direct link to 🎯 Why This Change?" title="Direct link to 🎯 Why This Change?" translate=no></a></h3> | |
| <p><strong>From Product Guidance:</strong></p> | |
| <blockquote> | |
| <p>"Do not build new systems on either Google Custom Search or legacy Bing APIs, even if they're 'free today.'"</p> | |
| </blockquote> | |
| <p><strong>Recommended Alternatives:</strong> | |
| ✅ Crawl + index your own sources (Delta + Vector Search)<br/> | |
| <!-- -->✅ Public datasets / curated feeds<br/> | |
| <!-- -->✅ Vendor-neutral retrieval pipelines</p> | |
| <p><strong>This implementation follows all recommendations:</strong></p> | |
| <ul> | |
| <li class="">Uses public datasets (Census + GSA)</li> | |
| <li class="">Pattern-based retrieval (vendor-neutral)</li> | |
| <li class="">Delta Lake storage for indexing</li> | |
| <li class="">No dependency on external search services</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-breaking-changes>🚧 Breaking Changes<a href=#-breaking-changes class=hash-link aria-label="Direct link to 🚧 Breaking Changes" title="Direct link to 🚧 Breaking Changes" translate=no></a></h3> | |
| <p><strong>Removed Config Variables:</strong></p> | |
| <ul> | |
| <li class=""><code>google_search_api_key</code></li> | |
| <li class=""><code>google_search_engine_id</code></li> | |
| <li class=""><code>bing_search_api_key</code></li> | |
| </ul> | |
| <p><strong>Updated Method Signatures:</strong></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># Old</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">URLDiscoveryAgent</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">gsa_domains</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> Set</span><span class="token punctuation" style=color:#393A34>[</span><span class="token builtin">str</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" style=display:inline-block></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># New</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">URLDiscoveryAgent</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">gsa_domains</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> Set</span><span class="token punctuation" style=color:#393A34>[</span><span class="token builtin">str</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> gsa_domain_data</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> List</span><span class="token punctuation" style=color:#393A34>[</span><span class="token plain">Dict</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-future-enhancements>🔮 Future Enhancements<a href=#-future-enhancements class=hash-link aria-label="Direct link to 🔮 Future Enhancements" title="Direct link to 🔮 Future Enhancements" translate=no></a></h3> | |
| <p>Potential improvements:</p> | |
| <ul class="contains-task-list containsTaskList_mC6p"> | |
| <li class=task-list-item><input type=checkbox disabled/> <!-- -->Machine learning for pattern optimization</li> | |
| <li class=task-list-item><input type=checkbox disabled/> <!-- -->Vector embeddings for better name matching</li> | |
| <li class=task-list-item><input type=checkbox disabled/> <!-- -->Additional public data sources (state government directories)</li> | |
| <li class=task-list-item><input type=checkbox disabled/> <!-- -->Community-contributed pattern improvements</li> | |
| <li class=task-list-item><input type=checkbox disabled/> <!-- -->Delta Lake + Vector Search integration</li> | |
| </ul> | |
| <hr/> | |
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