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@@ -11,6 +11,12 @@ configs:
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  # Lantern Works GPU Rental Price History
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  A daily history of per-GPU-hour rental prices from tracked cloud GPU providers (H100, H200, A100, L40S, RTX 4090/5090, RTX A6000, B200 and others). **This covers tracked providers only, not the whole market.**
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  Snapshot range: 2026-10-27 to 2026-10-29 (3 daily snapshots). The files hold 99 price series, 118 change points and 14 price changes.
@@ -24,14 +30,10 @@ Snapshot range: 2026-10-27 to 2026-10-29 (3 daily snapshots). The files hold 99
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  ## Sources and method
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  - Upstream: https://thelanternworks.com/api/v1/gpu-prices/history.json, built from https://thelanternworks.com/api/v1/gpu-prices.json.
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  - Each rate comes from the vendor's own pricing page or API (`source_url`). A daily job re-reads every source (robots.txt respected) and updates a price only where it parsed one. A rate not re-verified for 7 days is held and not ranked.
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- - Vendor records are in `data/gpu_pricing/` at https://github.com/connormatthewdouglas/agent-work-stack-deals.
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  - Prices are list prices before tax, storage and egress. Check the vendor page before you pay.
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  ## Update cadence
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  Upstream refreshes daily at about 10:23 UTC (`next_refresh_utc` in the API). This dataset copy is a snapshot taken 2026-10-29 and is updated when re-published.
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  ## License
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- The price data is licensed CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Credit: Lantern Works, https://thelanternworks.com. The code in connormatthewdouglas/agent-work-stack-deals stays MIT. Prices are factual quotes from the vendors' public pages.
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-
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- ## Disclosure
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- Some links in the upstream API are referral links. They're marked `affiliate: true` there, and affiliate status is not a ranking factor. This dataset contains vendor `source_url`s only.
 
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  ---
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  # Lantern Works GPU Rental Price History
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+ **Install the MCP server:** `pip install lantern-works-deals-mcp` · Site: https://thelanternworks.com/?ref=hf
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+
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+ ```json
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+ {"mcpServers": {"lantern-works-deals": {"command": "uvx", "args": ["lantern-works-deals-mcp"]}}}
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+ ```
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+
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  A daily history of per-GPU-hour rental prices from tracked cloud GPU providers (H100, H200, A100, L40S, RTX 4090/5090, RTX A6000, B200 and others). **This covers tracked providers only, not the whole market.**
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  Snapshot range: 2026-10-27 to 2026-10-29 (3 daily snapshots). The files hold 99 price series, 118 change points and 14 price changes.
 
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  ## Sources and method
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  - Upstream: https://thelanternworks.com/api/v1/gpu-prices/history.json, built from https://thelanternworks.com/api/v1/gpu-prices.json.
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  - Each rate comes from the vendor's own pricing page or API (`source_url`). A daily job re-reads every source (robots.txt respected) and updates a price only where it parsed one. A rate not re-verified for 7 days is held and not ranked.
 
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  - Prices are list prices before tax, storage and egress. Check the vendor page before you pay.
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  ## Update cadence
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  Upstream refreshes daily at about 10:23 UTC (`next_refresh_utc` in the API). This dataset copy is a snapshot taken 2026-10-29 and is updated when re-published.
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  ## License
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+ The price data is licensed CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Credit: Lantern Works, https://thelanternworks.com. Prices are factual quotes from the vendors' public pages.