GPUvec
io.github.abdelkareemkobo/gpuvecabdelkareemkobostreamable-httpv1.0.2Scanned
Compare GPU specs and cloud rental offers, check CUDA support, and estimate Qdrant resources.
9 tools: 1 change things and 8 only read.
- Reads private data · 0
- Reads text others write · 0
- Can send data out · 0
- No findings
Anlyon alternative
1 of these tools change something. Run those as governed actions.
Declare what an action changes, and Anlyon puts it under a shared limit, binds every approval to the exact request, and grades the outcome. It works on any HTTPS API you can describe as an action.
Anlyon does not run, proxy or govern this MCP server. A tool your own code calls directly is not routed through Anlyon and is not governed by it.
Import an OpenAPI spec →Tools
Grouped by what each tool does, most consequential first. Open one for its reasons and full description; descriptions are the publisher's own words.
9 tools
Changes things 1Claude Code: ask
estimate_qdrantCalculate deterministic Qdrant capacity using the site's shared real engine.No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
Only reads 8Show 8 read-only tools
compare_acceleratorsCompare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking.No findings
Why it is in this group
- The name "compare_accelerators" says "compare": a word for reading.
Description, as the server wrote it Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
compute_capabilityRetrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC.No findings
Why it is in this group
- The description's first verb is "retrieve": a word for reading.
Description, as the server wrote it Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
find_offersFind recorded offers with bounded price/count/VRAM filters.No findings
Why it is in this group
- The name "find_offers" says "find": a word for reading.
Description, as the server wrote it Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; availability is recorded, not live.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
get_acceleratorGet one exact accelerator model or canonical slug.No findings
Why it is in this group
- The name "get_accelerator" says "get": a word for reading.
Description, as the server wrote it Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
list_acceleratorsList recorded accelerator specifications, with units, field provenance and unknowns.No findings
Why it is in this group
- The name "list_accelerators" says "list": a word for reading.
Description, as the server wrote it List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
list_price_historyRead actual approved GPU price observations, newest first.No findings
Why it is in this group
- The name "list_price_history" says "list": a word for reading.
Description, as the server wrote it Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
list_providersList GPU compute services with field-scoped official provenance, independent of priced offers and live stock.No findings
Why it is in this group
- The name "list_providers" says "list": a word for reading.
Description, as the server wrote it List GPU compute services with field-scoped official provenance, independent of priced offers and live stock.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
list_qdrant_pricingList dated official managed Cloud package quotes, not live prices or hardware recommendations.No findings
Why it is in this group
- The name "list_qdrant_pricing" says "list": a word for reading.
Description, as the server wrote it List dated official managed Cloud package quotes, not live prices or hardware recommendations.
Annotations the server declares
- openWorldHint: false
- readOnlyHint: true
This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.
Exfil surface
Which tools read private data, which read text someone else can write, and which can send data out. One of each is a path a prompt injection can use.
No private-data, untrusted-input, outbound path in this server alone: no tool is tagged private-data or untrusted-input or outbound.
- Reads private data0
- Reads files, mail, messages, databases, secrets, calendars or repositories.
- Reads text others write0
- Brings in text someone else can write: web pages, inbound email, messages, issues and comments.
- Can send data out0
- Can carry data to people or systems: it sends, posts or publishes, or takes a recipient, channel or URL.
Other servers in the same agent add their own tools to these paths. Audit your whole setup to see them together.
Findings
Matches of fixed checks, with the text they matched.
No check matched anything in these tool definitions. That is not a safety guarantee.
History
Changes to its tool definitions and to its remote endpoint, newest first.
No change seen yet. Its tools are rescanned every day, and a remote endpoint is looked at once a week.
Install
Pinned to version 1.0.2. Values in angle brackets are yours to fill in.
claude mcp add --transport http gpuvec https://gpuvec.com/mcpclaude mcp add --transport http gpuvec https://gpuvec.com/mcpRun in a terminal.
Claude Code permissions
Allow the reads, ask before a change or a way out, deny the deletes. Paste into .claude/settings.json.
{
"permissions": {
"allow": [
"mcp__gpuvec__list_accelerators",
"mcp__gpuvec__get_accelerator",
"mcp__gpuvec__compare_accelerators",
"mcp__gpuvec__list_providers",
"mcp__gpuvec__find_offers",
"mcp__gpuvec__list_price_history",
"mcp__gpuvec__compute_capability",
"mcp__gpuvec__list_qdrant_pricing"
],
"ask": [
"mcp__gpuvec__estimate_qdrant"
],
"deny": []
}
}Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. A read that can send data out (it takes a URL, say) asks first too. It assumes the server is installed as gpuvec. Review it before you use it.
Pin
Keep the decision: fail CI when the tools change, follow every change, or show a badge.
Pin in CI
Fail a build when the tools you reviewed are not the tools the server serves today.
curl -s "https://anlyon.dev/api/v1/servers/io.github.abdelkareemkobo/gpuvec/verify?hash=0b54e7c5535565a2cd3b32204b3f43c45108493b3be57127d5f9320cfc5450aa" | jq -e '.changed == false'Pinned hash 0b54e7c55355, from Nov 1, 2026, 18:18 UTC.
Watch
Get told when its tools change: a new tool, a new description, a new class.
https://anlyon.dev/servers/io.github.abdelkareemkobo/gpuvec/changes.xmlAn Atom feed. Works in any feed reader or Slack's RSS app.
Badge
[](https://anlyon.dev/servers/io.github.abdelkareemkobo/gpuvec)Source: MCP Registry. Synced Nov 1, 2026, 18:17 UTC.