Server data from the Official MCP Registry
Live GPU rental market: 2,500+ offers across a dozen provider feeds. History, watches, limit orders.
About
Live GPU rental market: 2,500+ offers across a dozen provider feeds. History, watches, limit orders.
Remote endpoints: streamable-http: https://compute.pangle.online/mcp/
Security Report
The MCP server for compute.pangle.online is well-architected with strong security practices in credential handling and API request validation. However, there are moderate-risk issues: the broker stores provider API keys in process memory for budget guards without clear cleanup guarantees, uses broad exception handling in critical placement code, and lacks comprehensive input validation on some user-controlled fields. The permissions are appropriate for a GPU marketplace aggregator. Code quality is generally high with intentional secret scrubbing and thoughtful error handling, though some patterns could be more defensive. Supply chain analysis found 11 known vulnerabilities in dependencies (1 critical, 9 high severity).
4 files analyzed · 18 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
How to Install & Connect
Available as Local & Remote
This plugin can run on your machine or connect to a hosted endpoint. during install.
Documentation
View on GitHubFrom the project's GitHub README.
compute.pangle.online — GPU compute meta-aggregator
One process: provider pollers + SQLite store + ranked REST API + MCP server + the site.
Live at https://compute.pangle.online · API /api/offers, /api/history, /api/idle-history, /api/watches · MCP /mcp/ (streamable HTTP).
Run anywhere (the VPS lift)
docker compose up # or:
python3 -m venv venv && venv/bin/pip install -r requirements.txt
venv/bin/uvicorn app:app --port 8956
No external services, no keys required (keys in .env deepen Vast/RunPod results; DataCrunch and Akash need none).
The fee levers — there are two, and confusing them corrupts the data
FEE_BPS (core/economics.py) marks up displayed prices, and it is 0, permanently.
The book, the tape, the index and the per-chip prices are published as THE MARKET's numbers —
check any of them against the provider's own page. A markup here would quietly make every
published price ours instead of theirs, so this lever stays off.
EXEC_FEE_BPS is the platform fee, charged on what we settle, never on what the provider
charges: 2.5%, one cent minimum, capped at $5 per lease per UTC day (core/meter.py).
Renters place on their own provider key and pay the provider directly; this is the only thing
we take, and it is disclosed in the quote and the receipt before anything is placed.
REF_VAST / REF_RUNPOD referral slots ride the same seam.
Layout
providers/ one drop-in module per marketplace · core/ schema, rank, economics,
stats · db.py SQLite (WAL) with provider_health honesty table · app.py FastAPI +
scheduler + MCP mount · web/ the hand-written site (see DESIGN-DIRECTION.md).
Tests: venv/bin/python -m tests.test_pipeline
Generated pages
web/gpu/, web/vs/ and web/sitemap.xml are built artifacts — regenerate with
venv/bin/python gen_gpu_pages.py (the deployment runs it hourly).
Fonts
Martian Mono ships in web/fonts/ (SIL OFL). The display serif (Erode, by
Indian Type Foundry via Fontshare) is not redistributed here — its license
doesn't allow it; fetch it from https://www.fontshare.com/fonts/erode into
web/fonts/ as erode-400.woff2 / erode-600.woff2, or let the stack fall
back to Georgia.
License
AGPL-3.0 — see LICENSE. Run it, fork it, learn from it; if you serve a
modified version, share your changes the same way.
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