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1<script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is Altimate Code?","acceptedAnswer":{"@type":"Answer","text":"Altimate Code is an open-source agentic harness for data engineering. It gives AI agents like Claude and GPT-4 100+ deterministic tools for SQL analysis, column-level lineage, dbt, FinOps, and warehouse connectivity across Snowflake, BigQuery, Databricks, Redshift, and Postgres. It scored 78.0% on ADE-Bench using DeepSeek V4 Pro. MIT licensed, install with npm install -g altimate-code."}},{"@type":"Question","name":"How does Altimate Code compare to Claude Code for data engineering?","acceptedAnswer":{"@type":"Answer","text":"Altimate Code outperforms Claude Code on data engineering benchmarks — 78.0% vs 40% on ADE-Bench. The difference is the harness: Altimate Code provides 100+ purpose-built, deterministic tools for SQL, lineage, dbt, and warehouses. Claude Code uses general-purpose coding tools. Altimate Code also works with any LLM, not just Anthropic models — achieving 78.0% with DeepSeek V4 Pro on DuckDB."}},{"@type":"Question","name":"How does Altimate Code work alongside Claude Code for data engineering?","acceptedA
1nswer":{"@type":"Answer","text":"Altimate Code and Claude Code cover different halves of the same job, so many teams run both. Claude Code handles orchestration: it reads the repo, plans the change, and edits the files. Altimate Code supplies the data engineering layer underneath it, including warehouse connectivity, column-level lineage, PII classification, schema diffs, impact analysis, and a real dbt build against your warehouse. When it comes to data engineering, Claude Code ships no deterministic lineage tracer, PII classifier, or schema diff engine.\n\nConnecting the two takes one install. npm install -g altimate-code ships the data engineering skills, and /configure-claude registers an /altimate command inside Claude Code so you can call Altimate's deterministic tools from the session you are already working in. mcp_discover reads the MCP servers you have already configured in ~/.claude.json, so existing connections carry over. Altimate Code stays model-agnostic, so the same tools work if your team also uses Codex, Cursor, or a different provider.\n\nStart by installing the CLI and running altimate-code check on your project, which works without a model provider or API key."}},{"@type":"Question","name":"What data warehouses does Altimate Code support?","acceptedA
1nswer":{"@type":"Answer","text":"Altimate Code supports Snowflake, BigQuery, Databricks, Redshift, Postgres, MySQL, DuckDB, and SQLite. It auto-detects your warehouse on setup and provides warehouse-specific tools for cost optimization, query analysis, and schema management. Cross-warehouse data parity checks run across all supported platforms simultaneously."}},{"@type":"Question","name":"Is Altimate Code free to use?","acceptedAnswer":{"@type":"Answer","text":"Yes — Altimate Code is fully open-source under the MIT license. There is no paid tier, no platform fee, and no vendor lock-in. You bring your own LLM (Anthropic, OpenAI, Google, AWS Bedrock, Azure, Ollama, and 10+ more providers). The only cost is your LLM API tokens."}},{"@type":"Question","name":"What AI agents and IDEs does Altimate Code work with?","acceptedAnswer":{"@type":"Answer","text":"Altimate Code works with Claude Code, Cursor, Windsurf, VS Code, and any MCP-compatible client, enabling data engineering workflows in each of them. It exposes tools via the Model Context Protocol (MCP), so any agent that supports MCP can use it. A team using Cursor for data engineering gets the same lineage, dbt, and warehouse tools as the terminal. It also has a built-in TUI (terminal UI) for running skills directly from the command line."}},{"@type":"Question","name":"What are ADE-Bench and DAB-Bench, and why do they matter?","acceptedA
1nswer":{"@type":"Answer","text":"ADE-Bench is a benchmark created by Benn Stancil (founder of Mode) with dbt Labs that evaluates AI agents on real-world analytics engineering tasks. Tasks run in Docker sandboxes against actual dbt projects and databases. Altimate Code scores 78.0% using DeepSeek V4 Pro on DuckDB — ahead of Cortex Code CLI (65%), dbt Labs (59%), and Claude Code baseline (40%).\n\nDAB-Bench (Data Agent Benchmark) is a heterogeneous multi-database benchmark from UC Berkeley’s EPIC Lab that tests agents across PostgreSQL, MongoDB, SQLite, and DuckDB. Altimate Code scores 71.7% Pass@1 using GPT-5.5 + Claude Sonnet 4.6, ahead of Spacedock/Recce (67.2% on Opus 4.8), MinusX (65.2%), and Pi Coding Agent (61.0% on Opus 4.6). Together, these two independent benchmarks confirm that purpose-built data engineering tools consistently outperform general-purpose agents regardless of the underlying LLM."}}]}</script>
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1<button class="v2-command" style="font-size:18px;padding:16px 24px" title="Click to copy"><span class="cmd-prefix">$</span><span>npm install -g altimate-code</span><span style="color:var(--text-muted);font-size:12px;margin-left:8px;flex-shrink:0;transition:color 150ms">copy</span></button></div><a href="https://github.com/AltimateAI/altimate-code" target="_blank" rel="noopener noreferrer" style="margin-top:24px;display:inline-flex;align-items:center;gap:8px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:15px;font-weight:600;color:rgba(255,255,255,0.7);text-decoration:none"><svg viewBox="0 0 24 24" fill="currentColor" style="width:18px;height:18px" aria-hidden="true"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.435 9.795 8.205 11.385.6.105.825-.255.825-.57 0-.285-.015-1.23-.015-2.235-3.015.555-3.795-.735-4.035-1.41-.135-.345-.72-1.41-1.23-1.695-.42-.225-1.02-.78-.015-.795.945-.015 1.62.87 1.845 1.23 1.08 1.815 2.805 1.305 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Across the Whole Data Stack</h2><div class="grid grid-cols-1 lg:grid-cols-2" style="gap:32px;align-items:start"><a class="sh-bench-card" style="--accent:#F07030" href="/benchmarks/ade-bench" data-discover="true"><div class="sh-bench-head"><div class="font-display sh-bench-title">ADE-Bench<!-- --> results</div><span class="sh-bench-asof">As of June 2026</span></div><div class="sh-bench-divider" aria-hidden="true"></div><div class="sh-bench-rows"><div style="--bc:#F07030"><div style="display:flex;align-items:center;gap:12px;margin-bottom:6px"><div style="display:flex;align-items:center;gap:12px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:16px;font-weight:600;color:#FFFFFF;letter-spacing:0.03em">altimate-code</span></div><span class="font-display" style="font-size:22px;color:var(--bc);text-shadow:0 0 18px color-mix(in srgb, var(--bc) 55%, transparent);white-space:nowrap;flex-shrink:0">78<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:13px;font-weight:500;color:var(--bc);letter-spacing:0.02em;margin-bottom:8px">DeepSeek V4 Pro</div><div class="sh-bench-rtrack"><div class="sh-bench-rfill" style="width:78%"></div></div></div><div style="--bc:#00CCAA"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">Cortex Code CLI</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">65<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Opus 4.6</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:65%"></div></div></div><div style="--bc:#9B59B6"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">dbt Labs</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">59<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Sonnet 4.5</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:59%"></div></div></div><div style="--bc:#888888"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">
1Claude Code</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">40<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Sonnet 4.6 · baseline</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:40%"></div></div></div></div><div class="sh-bench-cta">View full results →</div></a><a class="sh-bench-card" style="--accent:#00FF88" href="/benchmarks/dab-bench" data-discover="true"><div class="sh-bench-head"><div class="font-display sh-bench-title">DAB Bench<!-- --> results</div><span class="sh-bench-asof">As of June 2026</span></div><div class="sh-bench-divider" aria-hidden="true"></div><div class="sh-bench-rows"><div style="--bc:#00FF88"><div style="display:flex;align-items:center;gap:12px;margin-bottom:6px"><div style="display:flex;align-items:center;gap:12px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:16px;font-weight:600;color:#FFFFFF;letter-spacing:0.03em">altimate-code</span></div><span class="font-display" style="font-size:22px;color:var(--bc);text-shadow:0 0 18px color-mix(in srgb, var(--bc) 55%, transparent);white-space:nowrap;flex-shrink:0">71.7<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:13px;font-weight:500;color:var(--bc);letter-spacing:0.02em;margin-bottom:8px">GPT-5.5 + Sonnet 4.6</div><div class="sh-bench-rtrack"><div class="sh-bench-rfill" style="width:71.7%"></div></div></div><div style="--bc:#00CCAA"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">Spacedock (Recce)</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">67.2<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Opus 4.8</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:67.2%"></div></div></div><div style="--bc:#9B59B6"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">MinusX</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">65.2<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Sonnet 4.6 + GPT-5.5-mini + Haiku 4.5</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:65.2%"></div></div></div><div style="--bc:#888888"><div style="display:flex;align-items:center;gap:9px;margin-bottom:7px"><div style="display:flex;align-items:center;gap:9px;flex-wrap:wrap;flex:1;min-width:0"><span style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:14px;font-weight:600;color:rgba(255,255,255,0.7);letter-spacing:0.03em">Pi Coding Agent</span></div><span class="font-display" style="font-size:13px;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.3));text-shadow:none;white-space:nowrap;flex-shrink:0">61<!-- -->%</span></div><div style="font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12px;font-weight:500;color:color-mix(in srgb, var(--bc) 70%, rgba(255,255,255,0.45));letter-spacing:0.02em;margin-bottom:8px">Opus 4.6</div><div class="sh-bench-rtrack sh-bench-rtrack--sm"><div class="sh-bench-rfill sh-bench-rfill--muted" style="width:61%"></div></div></div></div><div class="sh-bench-cta">View full results →</div></a></div></div></section><section style="padding-top:120px;padding-bottom:64px"><div style="max-width:1200px;margin:0 auto;padding:0 16px;display:flex;flex-direction:column;gap:56px"><div><div style="display:flex;align-items:center;justify-content:center;gap:12px;margin-bottom:24px"><div style="height:1px;flex:1 1 0;max-width:64px;background:linear-gradient(to right, transparent, rgba(255,255,255,0.12))"></div><p style="font-size:13px;font-weight:600;letter-spacing:0.2em;text-transform:uppercase;color:var(--text-muted);margin:0">Works with your data stack</p><div style="height:1px;flex:1 1 0;max-width:64px;background:linear-gradient(to left, transparent, rgba(255,255,255,0.12))"></div></div><div style="overflow:hidden;mask-image:linear-gradient(to right, transparent, black 8%, black 92%, transparent);-webkit-mask-image:linear-gradient(to right, transparent, black 8%, black 92%, transparent)"><div style="display:flex;width:max-content;align-items:center;gap:16px;animation:marquee 35s linear infinite"><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/snowflake.svg" alt="Snowflake" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Snowflake</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/bigquery.svg" alt="BigQuery" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">BigQuery</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap">
1<img src="/logos/warehouses/databricks.svg" alt="Databricks" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Databricks</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/postgresql.svg" alt="PostgreSQL" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">PostgreSQL</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/dbt.svg" alt="dbt" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">dbt</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/airflow.svg" alt="Airflow" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Airflow</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/community/github-dark.svg" alt="GitHub" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">GitHub</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/redshift.svg" alt="Redshift" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Redshift</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/mysql-dark.svg" alt="MySQL" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">MySQL</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/jira.svg" alt="Jira" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Jira</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/linear.svg" alt="Linear" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Linear</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/duckdb.svg" alt="DuckDB" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">DuckDB</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/dagster-reversed-mark.svg" alt="Dagster" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Dagster</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/googlesheets.svg" alt="Google Sheets" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Google Sheets</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/snowflake.svg" alt="Snowflake" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Snowflake</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/bigquery.svg" alt="BigQuery" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">BigQuery</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap">
1<img src="/logos/warehouses/databricks.svg" alt="Databricks" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Databricks</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/postgresql.svg" alt="PostgreSQL" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">PostgreSQL</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/dbt.svg" alt="dbt" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">dbt</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/airflow.svg" alt="Airflow" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Airflow</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/community/github-dark.svg" alt="GitHub" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">GitHub</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/redshift.svg" alt="Redshift" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Redshift</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/mysql-dark.svg" alt="MySQL" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">MySQL</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/jira.svg" alt="Jira" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Jira</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/linear.svg" alt="Linear" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Linear</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/warehouses/duckdb.svg" alt="DuckDB" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">DuckDB</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/dagster-reversed-mark.svg" alt="Dagster" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Dagster</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/tools/googlesheets.svg" alt="Google Sheets" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Google Sheets</span></div></div></div></div><div><div style="display:flex;align-items:center;justify-content:center;gap:12px;margin-bottom:24px"><div style="height:1px;flex:1 1 0;max-width:64px;background:linear-gradient(to right, transparent, rgba(255,255,255,0.12))"></div><p style="font-size:13px;font-weight:600;letter-spacing:0.2em;text-transform:uppercase;color:var(--text-muted);margin:0">
1Bring your own LLM</p><div style="height:1px;flex:1 1 0;max-width:64px;background:linear-gradient(to left, transparent, rgba(255,255,255,0.12))"></div></div><div style="overflow:hidden;mask-image:linear-gradient(to right, transparent, black 8%, black 92%, transparent);-webkit-mask-image:linear-gradient(to right, transparent, black 8%, black 92%, transparent)"><div style="display:flex;width:max-content;align-items:center;gap:16px;animation:marquee-reverse 30s linear infinite"><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/anthropic-dark.svg" alt="Anthropic" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Anthropic</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/openai-dark.svg" alt="OpenAI" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">OpenAI</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/google.svg" alt="Google" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Google</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/aws-dark.svg" alt="AWS Bedrock" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">AWS Bedrock</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/azure.svg" alt="Azure" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Azure</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/ollama-dark.svg" alt="Ollama" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Ollama</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/openrouter-dark.svg" alt="OpenRouter" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">OpenRouter</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/mistral.svg" alt="Mistral" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Mistral</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/groq.svg" alt="Groq" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Groq</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/xai-dark.svg" alt="xAI" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">xAI</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap">
1<img src="/logos/tools/copilot-dark.svg" alt="Copilot" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Copilot</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/anthropic-dark.svg" alt="Anthropic" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Anthropic</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/openai-dark.svg" alt="OpenAI" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">OpenAI</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/google.svg" alt="Google" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Google</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/aws-dark.svg" alt="AWS Bedrock" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">AWS Bedrock</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/azure.svg" alt="Azure" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Azure</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/ollama-dark.svg" alt="Ollama" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Ollama</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/openrouter-dark.svg" alt="OpenRouter" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">OpenRouter</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/mistral.svg" alt="Mistral" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Mistral</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/groq.svg" alt="Groq" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Groq</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap"><img src="/logos/providers/xai-dark.svg" alt="xAI" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">xAI</span></div><div style="display:flex;align-items:center;gap:12px;border-radius:8px;border:1px solid rgba(255,255,255,0.08);background:var(--bg-surface);padding:12px 20px;flex-shrink:0;white-space:nowrap">
1<img src="/logos/tools/copilot-dark.svg" alt="Copilot" width="24" height="24" style="height:24px;width:auto" loading="lazy"/><span style="font-size:15px;font-weight:500;color:var(--text-muted)">Copilot</span></div></div></div></div></div></section><section style="padding:120px 0"><div class="v2-container"><div style="text-align:center;margin-bottom:56px"><div class="v2-eyebrow" style="color:#F07030">Why altimate-code</div><h2 class="font-display" style="font-size:clamp(32px, 4vw, 56px);color:#FFFFFF;line-height:1.25;margin:0">Six Things a Generic Coding Agent Does Not Give You.</h2><p style="margin-top:20px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:20px;line-height:1.65;color:rgba(255,255,255,0.86)">Every capability is open source, MIT-licensed, and reproducible from a published benchmark.</p></div><div class="sh-ucgrid"><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><div class="sh-uccard" style="--bc:#A855F7"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span><h3 class="font-display sh-uc-title">Bring your own LLM</h3><p class="sh-uc-body">Anthropic, OpenAI, Google, Bedrock, Azure, Ollama, Snowflake Cortex, Databricks AI Gateway, and more. No vendor lock-in.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">12+ providers · BYO key</span></div></div><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><div class="sh-uccard" style="--bc:#3B82F6"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span><h3 class="font-display sh-uc-title">Cross-platform</h3><p class="sh-uc-body">Claude Code Data Engineering, Cursor, Windsurf, VS Code, and any MCP-compatible client. One install, everywhere.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">MCP-native · one install</span></div></div><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><a class="sh-uccard" style="--bc:#14B8A6" href="/skills" data-discover="true"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span><h3 class="font-display sh-uc-title">100+ deterministic tools</h3><p class="sh-uc-body">SQL analysis, column-level lineage, dbt integration, FinOps, warehouse connectivity. No hallucinations.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">100+ tools · 34 SQL dialects</span><span class="sh-uc-go" aria-hidden="true">Learn more →</span></a></div><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><div class="sh-uccard" style="--bc:#F59E0B"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span><h3 class="font-display sh-uc-title">Validation layer</h3><p class="sh-uc-body">SQL, lineage, and equivalence checks run in compiled Rust, not the model. Same input, same output, every run.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">100% F1 · ~2 ms · 0 tokens</span></div></div><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><div class="sh-uccard" style="--bc:#10B981"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span>
1<h3 class="font-display sh-uc-title">Token efficiency</h3><p class="sh-uc-body">Context compaction trims the schema payload per task. The gateway routes each call to the cheapest model that clears your accuracy bar.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">per-task routing · context compaction</span></div></div><div style="opacity:0;transform:translateY(28px);transition:opacity 680ms cubic-bezier(0.16,1,0.3,1) 0ms, transform 680ms cubic-bezier(0.16,1,0.3,1) 0ms;will-change:opacity, transform;height:100%"><div class="sh-uccard" style="--bc:#60A5FA"><span class="sh-uc-icon" aria-hidden="true"><canvas style="display:block;width:100%;aspect-ratio:32 / 32"></canvas></span><h3 class="font-display sh-uc-title">Data governance</h3><p class="sh-uc-body">Policy gates, PII detection, and compliance checks run before the agent writes a column. Audit-ready.</p><span style="display:block;margin-top:14px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:12.5px;font-weight:600;letter-spacing:0.05em;color:rgba(255,255,255,0.45)">policy · PII · audit trail</span></div></div></div></div></section><section class="ac-carousel" style="padding:120px 16px"><div style="max-width:1200px;margin:0 auto"><div style="text-align:center;margin-bottom:64px"><h2 class="font-display" style="font-size:clamp(32px, 4vw, 56px);line-height:1.25;color:#FFFFFF;margin:0">See It in Action</h2><p style="margin-top:20px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:20px;line-height:1.65;color:rgba(255,255,255,0.86)">Real-world pipelines built end-to-end with a single prompt</p></div><div style="position:relative;overflow-x:clip"><div style="pointer-events:none;visibility:hidden;max-width:768px;margin:0 auto" aria-hidden="true"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">NYC Taxi Coverage Dashboard</span><div style="margin-left:auto;display:flex;align-items:center;gap:6px"><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">DuckDB</span><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">dbt</span><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">Airflow</span></div></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:999;-webkit-box-orient:vertical">Take the New York City taxi cab public dataset, bring up a DuckDB instance, and build a dashboard showing areas of maximum coverage and lowest coverage. Set up a complete dbt project with staging, intermediate, and mart layers, and create an Airflow DAG to orchestrate the pipeline.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/nyc_taxi.png" alt="NYC Taxi Coverage Dashboard" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div><div style="position:absolute;inset:0 0 auto 0;max-width:768px;margin:0 auto;height:auto"><div style="position:absolute;top:0;left:50%;width:100%;transition:all 700ms cubic-bezier(0.4, 0, 0.2, 1);transform:translateX(-50%) translateX(-68%) scale(0.62);z-index:1;opacity:0.25;filter:blur(3px)"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">US Home Sales Data Science Dashboard</span></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical">Download all available public US home sales data sets. Process and merge them into a unified format. Perform advanced data science — K-means, OLS regressions, and more. Build a single interactive dashboard.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/us_home_sales.png" alt="US Home Sales Data Science Dashboard" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div><div style="position:absolute;top:0;left:50%;width:100%;transition:all 700ms cubic-bezier(0.4, 0, 0.2, 1);transform:translateX(-50%) translateX(-36%) scale(0.78);z-index:2;opacity:0.5;filter:blur(1px)"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">Snowflake vs Databricks Benchmark</span></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical">Deploy the NovaMart platform to both Snowflake and Databricks, testing multiple warehouse sizes on each. Run the full data pipeline and benchmark queries, capturing execution time, credits/DBUs consumed, and bytes scanned.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/dbrx_snowflake_benchmark.png" alt="Snowflake vs Databricks Benchmark" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div><div style="position:absolute;top:0;left:50%;width:100%;transition:all 700ms cubic-bezier(0.4, 0, 0.2, 1);transform:translateX(-50%) scale(1);z-index:5;opacity:1;filter:none"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">NYC Taxi Coverage Dashboard</span><div style="margin-left:auto;display:flex;align-items:center;gap:6px"><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">DuckDB</span><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">dbt</span><span style="border-radius:9999px;background:#27272A;padding:2px 8px;font-family:var(--font-mono);font-size:10px;color:var(--text-muted)">Airflow</span></div></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:999;-webkit-box-orient:vertical">Take the New York City taxi cab public dataset, bring up a DuckDB instance, and build a dashboard showing areas of maximum coverage and lowest coverage. Set up a complete dbt project with staging, intermediate, and mart layers, and create an Airflow DAG to orchestrate the pipeline.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/nyc_taxi.png" alt="NYC Taxi Coverage Dashboard" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div><div style="position:absolute;top:0;left:50%;width:100%;transition:all 700ms cubic-bezier(0.4, 0, 0.2, 1);transform:translateX(-50%) translateX(36%) scale(0.78);z-index:2;opacity:0.5;filter:blur(1px)"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">Olist E-Commerce Analytics Pipeline</span></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical">
1Build an end-to-end e-commerce analytics pipeline using the Olist Brazilian E-Commerce dataset. Use Azure Data Factory to ingest CSV files from Blob Storage into Snowflake raw tables, then orchestrate Snowflake stored procedures to transform data through raw → staging → mart layers.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/ADF_Snowflake_Pipeline.png" alt="Olist E-Commerce Analytics Pipeline" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div><div style="position:absolute;top:0;left:50%;width:100%;transition:all 700ms cubic-bezier(0.4, 0, 0.2, 1);transform:translateX(-50%) translateX(68%) scale(0.62);z-index:1;opacity:0.25;filter:blur(3px)"><div style="overflow:hidden;border-radius:16px;border:1px solid #27272A;background:#09090B;box-shadow:0 25px 50px rgba(0,0,0,0.5)"><div style="display:flex;height:40px;align-items:center;border-bottom:1px solid #27272A;background:rgba(24,24,27,0.8);padding:0 16px"><div style="display:flex;gap:8px"><span style="width:12px;height:12px;border-radius:50%;background:#FF5F57"></span><span style="width:12px;height:12px;border-radius:50%;background:#FEBC2E"></span><span style="width:12px;height:12px;border-radius:50%;background:#28C840"></span></div><span style="margin-left:12px;font-family:var(--font-mono);font-size:12px;font-weight:700;color:#E4E4E7;flex:1;min-width:0;overflow:hidden;text-overflow:ellipsis;white-space:nowrap">Global CO2 &amp; Climate Explorer</span></div><div style="border-bottom:1px solid rgba(39,39,42,0.6);padding:12px 20px"><div style="display:flex;align-items:start;gap:8px;font-family:var(--font-mono);font-size:14px;line-height:1.7"><span style="flex-shrink:0;color:#10B981">$</span><span style="color:#D4D4D8;overflow:hidden;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical">Build me an interactive Global CO2 &amp; Climate Explorer dashboard using DuckDB-WASM running entirely in the browser, sourcing data from Our World in Data’s CO2 dataset.</span></div></div><div style="position:relative;width:100%"><img src="/altimate-code/global_co_explorer.png" alt="Global CO2 &amp; Climate Explorer" style="display:block;width:100%;height:auto" loading="lazy"/></div></div></div></div></div><div style="margin-top:32px;display:flex;flex-direction:column;align-items:center;gap:16px"><p style="text-align:center;font-weight:500;color:#D4D4D8">NYC Taxi Coverage Dashboard</p><div style="display:flex;align-items:center;gap:10px"><span style="display:block;border-radius:9999px;transition:all 500ms;width:10px;height:10px;background:#3B82F6;box-shadow:0 0 8px rgba(59,130,246,0.5)"></span><span style="display:block;border-radius:9999px;transition:all 500ms;width:6px;height:6px;background:#52525B;box-shadow:none"></span><span style="display:block;border-radius:9999px;transition:all 500ms;width:6px;height:6px;background:#52525B;box-shadow:none"></span><span style="display:block;border-radius:9999px;transition:all 500ms;width:6px;height:6px;background:#52525B;box-shadow:none"></span><span style="display:block;border-radius:9999px;transition:all 500ms;width:6px;height:6px;background:#52525B;box-shadow:none"></span><span style="display:block;border-radius:9999px;transition:all 500ms;width:6px;height:6px;background:#52525B;box-shadow:none"></span></div></div><p style="margin-top:24px;text-align:center;font-size:18px;color:var(--text-muted)">Curious to know more? Check out the<!-- --> <a href="https://docs.altimate.sh/examples/" target="_blank" rel="noopener noreferrer" style="font-weight:600;color:#3B82F6;text-decoration:underline;text-underline-offset:2px">examples</a></p></div></section><section style="padding:120px 16px"><div style="max-width:1080px;margin:0 auto"><div style="text-align:center;margin-bottom:64px"><h2 class="font-display" style="font-size:clamp(32px, 4vw, 56px);line-height:1.25;color:#FFFFFF;margin:0">Join the Community</h2><p style="margin-top:20px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:20px;line-height:1.65;color:rgba(255,255,255,0.86)">altimate-code is built in the open. Get involved.</p></div><div style="display:grid;grid-template-columns:repeat(auto-fill, minmax(min(100%, 300px), 1fr));gap:16px"><a href="https://github.com/AltimateAI/altimate-code" target="_blank" rel="noopener noreferrer" style="display:flex;flex-direction:column;border-radius:8px;border:1px solid rgba(255,255,255,0.10);background:rgba(10,10,16,0.6);padding:30px 28px;text-decoration:none;transform:none;box-shadow:none;transition:border-color 220ms ease, background 220ms ease, transform 220ms ease, box-shadow 220ms ease"><div style="margin-bottom:18px;color:#F07030"><svg viewBox="0 0 24 24" fill="currentColor" style="width:24px;height:24px"><path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"></path></svg></div><h3 class="font-display" style="font-size:20px;font-weight:400;color:#F07030;line-height:1.3;letter-spacing:0.01em;margin:0 0 18px;flex:1">Star &amp; contribute on GitHub</h3><span style="display:inline-flex;align-items:center;gap:6px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:15px;font-weight:600;color:rgba(255,255,255,0.82)">View on GitHub<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" style="width:16px;height:16px"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a><a href="https://bit.ly/agentic-data-engineering-slack" target="_blank" rel="noopener noreferrer" style="display:flex;flex-direction:column;border-radius:8px;border:1px solid rgba(255,255,255,0.10);background:rgba(10,10,16,0.6);padding:30px 28px;text-decoration:none;transform:none;box-shadow:none;transition:border-color 220ms ease, background 220ms ease, transform 220ms ease, box-shadow 220ms ease"><div style="margin-bottom:18px;color:#00CCAA"><svg viewBox="0 0 24 24" fill="currentColor" style="width:24px;height:24px">
1<path d="M5.042 15.165a2.528 2.528 0 0 1-2.52 2.523A2.528 2.528 0 0 1 0 15.165a2.527 2.527 0 0 1 2.522-2.52h2.52v2.52zM6.313 15.165a2.527 2.527 0 0 1 2.521-2.52 2.527 2.527 0 0 1 2.521 2.52v6.313A2.528 2.528 0 0 1 8.834 24a2.528 2.528 0 0 1-2.521-2.522v-6.313zM8.834 5.042a2.528 2.528 0 0 1-2.521-2.52A2.528 2.528 0 0 1 8.834 0a2.528 2.528 0 0 1 2.521 2.522v2.52H8.834zM8.834 6.313a2.528 2.528 0 0 1 2.521 2.521 2.528 2.528 0 0 1-2.521 2.521H2.522A2.528 2.528 0 0 1 0 8.834a2.528 2.528 0 0 1 2.522-2.521h6.312zM18.956 8.834a2.528 2.528 0 0 1 2.522-2.521A2.528 2.528 0 0 1 24 8.834a2.528 2.528 0 0 1-2.522 2.521h-2.522V8.834zM17.688 8.834a2.528 2.528 0 0 1-2.523 2.521 2.527 2.527 0 0 1-2.52-2.521V2.522A2.527 2.527 0 0 1 15.165 0a2.528 2.528 0 0 1 2.523 2.522v6.312zM15.165 18.956a2.528 2.528 0 0 1 2.523 2.522A2.528 2.528 0 0 1 15.165 24a2.527 2.527 0 0 1-2.52-2.522v-2.522h2.52zM15.165 17.688a2.527 2.527 0 0 1-2.52-2.523 2.526 2.526 0 0 1 2.52-2.52h6.313A2.527 2.527 0 0 1 24 15.165a2.528 2.528 0 0 1-2.522 2.523h-6.313z"></path></svg></div><h3 class="font-display" style="font-size:20px;font-weight:400;color:#00CCAA;line-height:1.3;letter-spacing:0.01em;margin:0 0 18px;flex:1">Join the community on Slack</h3><span style="display:inline-flex;align-items:center;gap:6px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:15px;font-weight:600;color:rgba(255,255,255,0.82)">Join Slack<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" style="width:16px;height:16px"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a><a href="https://github.com/AltimateAI/altimate-code/issues" target="_blank" rel="noopener noreferrer" style="display:flex;flex-direction:column;border-radius:8px;border:1px solid rgba(255,255,255,0.10);background:rgba(10,10,16,0.6);padding:30px 28px;text-decoration:none;transform:none;box-shadow:none;transition:border-color 220ms ease, background 220ms ease, transform 220ms ease, box-shadow 220ms ease"><div style="margin-bottom:18px;color:#9B59B6"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" style="width:24px;height:24px"><path d="M4 17l6-6-6-6"></path><line x1="12" y1="19" x2="20" y2="19"></line></svg></div><h3 class="font-display" style="font-size:20px;font-weight:400;color:#9B59B6;line-height:1.3;letter-spacing:0.01em;margin:0 0 18px;flex:1">Report an issue with /feedback</h3><span style="display:inline-flex;align-items:center;gap:6px;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;font-size:15px;font-weight:600;color:rgba(255,255,255,0.82)">Report Issue<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" style="width:16px;height:16px"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a></div></div></section><section class="v2-section" style="background:#09090B;position:relative;overflow:hidden;text-align:center"><div aria-hidden="true" style="position:absolute;inset:0;pointer-events:none;z-index:0"><div style="position:absolute;top:-220px;left:-180px;width:640px;height:640px;border-radius:50%;background:radial-gradient(circle, rgba(240,112,48,0.18) 0%, transparent 65%)"></div><div style="position:absolute;bottom:-220px;right:-180px;width:640px;height:640px;border-radius:50%;background:radial-gradient(circle, rgba(0,255,136,0.14) 0%, transparent 65%)"></div><div style="position:absolute;top:30%;left:50%;transform:translate(-50%, -50%);width:780px;height:520px;border-radius:50%;background:radial-gradient(ellipse, rgba(155,89,182,0.10) 0%, transparent 70%)"></div></div><div class="v2-container" style="position:relative;z-index:1"><h2 class="font-display" style="font-size:clamp(32px, 4vw, 56px);color:#FAFAFA;line-height:1.25;margin:0">Open Source. MIT Licensed. One Install.</h2><div style="margin-top:48px;display:flex;flex-wrap:wrap;align-items:center;justify-content:center;gap:16px"><a href="https://docs.altimate.sh/getting-started" target="_blank" rel="noopener noreferrer" class="v2
1-btn-primary" style="text-decoration:none;display:inline-block" data-cta-label="Get Started">Get Started</a><a href="https://docs.altimate.sh" target="_blank" rel="noopener noreferrer" class="v2-btn-secondary" style="text-decoration:none;display:inline-block" data-cta-label="Read the Docs">Read the Docs</a><a href="https://github.com/AltimateAI/altimate-code" target="_blank" rel="noopener noreferrer" class="v2-btn-secondary" style="text-decoration:none;display:inline-block" data-cta-label="GitHub">GitHub</a></div></div></section><section style="border-top:1px solid rgba(255,255,255,0.06);padding:120px 24px 140px"><div style="max-width:896px;margin:0 auto"><h2 class="font-display" style="font-size:clamp(32px, 4vw, 56px);line-height:1.25;color:#FAFAFA;text-align:center;margin-bottom:64px">Frequently Asked Questions</h2><div style="display:flex;flex-direction:column;gap:14px"><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-0" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">What is Altimate Code?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-0" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Altimate Code is an open-source agentic harness for data engineering. It gives AI agents like Claude and GPT-4 100+ deterministic tools for SQL analysis, column-level lineage, dbt, FinOps, and warehouse connectivity across Snowflake, BigQuery, Databricks, Redshift, and Postgres. It scored 78.0% on ADE-Bench using DeepSeek V4 Pro. MIT licensed, install with </span><code class="sh-faq-code">npm install -g altimate-code</code><span>.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-1" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">How does Altimate Code compare to Claude Code for data engineering?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-1" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Altimate Code outperforms Claude Code on data engineering benchmarks — 78.0% vs 40% on ADE-Bench. The difference is the harness: Altimate Code provides 100+ purpose-built, deterministic tools for SQL, lineage, dbt, and warehouses. Claude Code uses general-purpose coding tools. Altimate Code also works with any LLM, not just Anthropic models — achieving 78.0% with DeepSeek V4 Pro on DuckDB.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-2" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">How does Altimate Code work alongside Claude Code for data engineering?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-2" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Altimate Code and Claude Code cover different halves of the same job, so many teams run both. Claude Code handles orchestration: it reads the repo, plans the change, and edits the files. Altimate Code supplies the data engineering layer underneath it, including warehouse connectivity, column-level lineage, PII classification, schema diffs, impact analysis, and a real dbt build against your warehouse. When it comes to data engineering, Claude Code ships no deterministic lineage tracer, PII classifier, or schema diff engine.</span></p><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:14px 0 0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Connecting the two takes one install. </span><code class="sh-faq-code">npm install -g altimate-code</code><span> ships the data engineering skills, and </span><code class="sh-faq-code">/configure-claude</code><span> registers an </span><code class="sh-faq-code">/altimate</code><span> command inside Claude Code so you can call Altimate&#x27;s deterministic tools from the session you are already working in. </span><code class="sh-faq-code">mcp_discover</code><span> reads the MCP servers you have already configured in </span><code class="sh-faq-code">~/.claude.json</code><span>, so existing connections carry over. Altimate Code stays model-agnostic, so the same tools work if your team also uses Codex, Cursor, or a different provider.</span></p><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:14px 0 0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Start by installing the CLI and running </span><code class="sh-faq-code">altimate-code check</code><span> on your project, which works without a model provider or API key.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-3" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">What data warehouses does Altimate Code support?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-3" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Altimate Code supports Snowflake, BigQuery, Databricks, Redshift, Postgres, MySQL, DuckDB, and SQLite. It auto-detects your warehouse on setup and provides warehouse-specific tools for cost optimization, query anal
1ysis, and schema management. Cross-warehouse data parity checks run across all supported platforms simultaneously.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-4" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">Is Altimate Code free to use?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-4" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Yes — Altimate Code is fully open-source under the MIT license. There is no paid tier, no platform fee, and no vendor lock-in. You bring your own LLM (Anthropic, OpenAI, Google, AWS Bedrock, Azure, Ollama, and 10+ more providers). The only cost is your LLM API tokens.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-5" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">What AI agents and IDEs does Altimate Code work with?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-5" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>Altimate Code works with Claude Code, Cursor, Windsurf, VS Code, and any MCP-compatible client, enabling data engineering workflows in each of them. It exposes tools via the Model Context Protocol (MCP), so any agent that supports MCP can use it. A team using Cursor for data engineering gets the same lineage, dbt, and warehouse tools as the terminal. It also has a built-in TUI (terminal UI) for running skills directly from the command line.</span></p></div></div><div class="sh-faq-item"><button aria-expanded="false" aria-controls="code-faq-panel-6" style="display:flex;width:100%;align-items:center;justify-content:space-between;gap:20px;background:none;border:none;padding:24px 28px;text-align:left;font-size:18px;font-weight:600;line-height:1.45;color:rgba(255,255,255,0.82);cursor:pointer;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;transition:color 0.15s">What are ADE-Bench and DAB-Bench, and why do they matter?<span aria-hidden="true" style="flex-shrink:0;font-family:&#x27;Geist Pixel&#x27;, &#x27;Geist&#x27;, monospace;font-size:20px;line-height:1;color:rgba(255,255,255,0.45);transition:transform 0.2s, color 0.2s;transform:none">+</span></button><div id="code-faq-panel-6" hidden="" style="padding:0 28px 28px"><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>ADE-Bench is a benchmark created by Benn Stancil (founder of Mode) with dbt Labs that evaluates AI agents on real-world analytics engineering tasks. Tasks run in Docker sandboxes against actual dbt projects and databases. Altimate Code scores 78.0% using DeepSeek V4 Pro on DuckDB — ahead of Cortex Code CLI (65%), dbt Labs (59%), and Claude Code baseline (40%).</span></p><p style="font-size:17px;line-height:1.7;color:rgba(255,255,255,0.75);margin:14px 0 0;font-family:&#x27;Manrope&#x27;, system-ui, sans-serif;max-width:780px"><span>
1DAB-Bench (Data Agent Benchmark) is a heterogeneous multi-database benchmark from UC Berkeley’s EPIC Lab that tests agents across PostgreSQL, MongoDB, SQLite, and DuckDB. Altimate Code scores 71.7% Pass@1 using GPT-5.5 + Claude Sonnet 4.6, ahead of Spacedock/Recce (67.2% on Opus 4.8), MinusX (65.2%), and Pi Coding Agent (61.0% on Opus 4.6). Together, these two independent benchmarks confirm that purpose-built data engineering tools consistently outperform general-purpose agents regardless of the underlying LLM.</span></p></div></div></div></div></section></div></div></main><footer class="v2-footer" data-blog-theme="dark" style="border-top:1px solid var(--footer-border);font-family:var(--font-mono);padding:64px 0 32px"><div class="v2-container"><div style="display:flex;justify-content:space-between;align-items:flex-start;flex-wrap:wrap;gap:40px;margin-bottom:56px;padding-bottom:48px;border-bottom:1px solid var(--border-subtle)"><img src="/assets/logo-W9bJ-LCv.svg" alt="Altimate" width="155" height="29" class="v2-footer-logo" style="height:22px;width:auto;flex-shrink:0;aspect-ratio:155 / 29"/><div style="max-width:400px;width:100%"><p style="color:var(--accent-primary);font-size:10px;letter-spacing:0.12em;text-transform:uppercase;font-family:var(--font-mono);margin-bottom:8px">NEWSLETTER</p><p style="color:var(--text-secondary);font-size:13px;font-family:var(--font-mono);line-height:1.7;margin-bottom:16px">Get the latest on Altimate features and data engineering.</p><div id="hs-form-R76n5-dark"></div></div></div><div class="grid grid-cols-2 md:grid-cols-3 lg:grid-cols-5 gap-8 mb-12"><div><p style="color:var(--accent-primary);font-size:13px;letter-spacing:0.08em;text-transform:uppercase;margin-bottom:16px;font-weight:700;font-family:var(--font-mono)">PLATFORM</p><ul class="flex flex-col gap-2"><li><a style="color:var(--text-secondary);font-size:13px;text-decoration:none;transition:color var(--motion-fast) var(--ease-out);display:block;font-family:var(--font-mono)" href="/platform#architecture" data-discover="true">Platform Overview</a></li><li><a style="color:var(--text-secondary);font-size:13px;text-decoration:none;transition:color var(--motion-fast) var(--ease-out);display:block;font-family:var(--font-mono)" href="/platform#context-graph" data-discover="true">Context Graph</a></li><li><a style="color:var(--text-secondary);font-size:13px;text-decoration:none;transition:color var(--motion-fast) var(--ease-out);display:block;font-family:var(--font-mono)" href="/platform#governance" data-discover="true">Governance</a></li><li><a style="color:var(--text-secondary);font-size:13px;text-decoration:none;transition:color var(--motion-fast) var(--ease-out);display:block;font-family:var(--font-mono)" href="/platform#tools-skills" data-discover="true">MCP, Tools &amp; Skills</a></li><li><a style="color:var(--text-secondary);font-size:13px;text-decoration:none;transition:color var(--motion-fast) var(--ease-out);display:block;font-family:var(--font-mono)" href="/platform#infrastructure" data-discover="true">
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