tools.schemasevery tool has an object input schema
pass
tools.annotations13 of 13 tools declare readOnlyHint or destructiveHint
warn
tools.directory_hints2 of 13 tools declare all four hints; missing: list_pods (idempotentHint); get_pod (idempotentHint); search (idempotentHint); …
pass
tools.token_costabout 3,093 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump
pass
tools.hidden_textno hidden text in tool names, descriptions, schemas or annotations
stability50 · weight 15
warn
stability.changes13 tool changes in 30 days
fail
stability.rug_pull2 tools kept their name but changed most of their description in 30 days; review before trusting them
pass
stability.new_linksno tool change named a new site
dependenciesn/a · weight 15
n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package
13 tools, about 3,093 tokens to load them all · tool set d7bbd5dae07b · tools last changed 2026-11-13 · checked 2026-11-14 07:03 UTC
Tool changes
remove_podchangeddescription, input schema
before
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Removes exactly one pod per call, and only with that pod's removal_token from get_pod or list_pods (valid 30 to 60 minutes) and its current pod_name; otherwise nothing is removed.
after · 91% of words in common
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Removes exactly one pod per call, and only with that pod's removal_token from prepare_removal (valid 30 to 60 minutes) and its current pod_name; otherwise nothing is removed.
prepare_removaladded
The pods a removal would delete: name, id, GPU, status, price per hour and spend so far, and each pod's removal_token for remove_pod (valid 30 to 60 minutes). Removes nothing. Up to 50 pod ids per call; list_pods gives the ids.
get_podchangeddescription
before
One pod: status, ssh command (once RUNNING), price per hour, spend so far and its removal_token for remove_pod.
after · 74% of words in common
One pod: status, ssh command (once RUNNING), price per hour and spend so far.
rent_podchangeddescription, input schema
before
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. quoted_price_per_gpu_hour caps the price: a node asking more than one cent per GPU-hour above it is not rented. idempotency_key is required: a call with the same key within 24 hours returns the first rental instead of renting again.
after · 93% of words in common
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. quoted_price_per_gpu_hour caps the price: a node asking more than one cent per GPU-hour above it is not rented. idempotency_key is required: a call with the same key within 24 hours returns the first rental instead of renting again. quote_id is required: the one quote_rent returned for the same gpu or node_id, count, country, template_id and quoted_price_per_gpu_hour; other terms rent nothing.
quote_rentadded
The price and billing terms of a rental before it is made, from the live nodes feed: GPU, count, USD per GPU-hour and per hour, and when billing starts and stops. Rents nothing. Returns quote_id, which rent_pod requires with the same arguments (valid 30 to 60 minutes).
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Before calling, read the pod (get_pod or list_pods) and get_balance, then tell the user in your reply, not only in the approval: the pod name and id, its GPU, its price per hour and their current balance, and that data on the pod is lost. Call only after they agree, also when they asked you not to ask; one call per pod.
after · 45% of words in common
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Removes exactly one pod per call, and only with that pod's removal_token from get_pod or list_pods (valid 30 to 60 minutes) and its current pod_name; otherwise nothing is removed.
get_podchangeddescription
before
One pod: status, ssh command (once RUNNING), price per hour and spend so far.
after · 74% of words in common
One pod: status, ssh command (once RUNNING), price per hour, spend so far and its removal_token for remove_pod.
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Before calling, tell the user in your reply, not only in the approval: the GPU model and count (and the node, with node_id), the total price in USD per hour, and that billing continues per second until the pod is removed. Call only after they agree. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. idempotency_key is required: if a call fails or times out, retry with the same key within 24 hours so it cannot rent twice.
after · 60% of words in common
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. quoted_price_per_gpu_hour caps the price: a node asking more than one cent per GPU-hour above it is not rented. idempotency_key is required: a call with the same key within 24 hours returns the first rental instead of renting again.
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost.
after · 33% of words in common
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Before calling, read the pod (get_pod or list_pods) and get_balance, then tell the user in your reply, not only in the approval: the pod name and id, its GPU, its price per hour and their current balance, and that data on the pod is lost. Call only after they agree, also when they asked you not to ask; one call per pod.
rent_podchangeddescription, input schema
before
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. idempotency_key is required: if a call fails or times out, retry with the same key within 24 hours so it cannot rent twice.
after · 79% of words in common
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Before calling, tell the user in your reply, not only in the approval: the GPU model and count (and the node, with node_id), the total price in USD per hour, and that billing continues per second until the pod is removed. Call only after they agree. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. idempotency_key is required: if a call fails or times out, retry with the same key within 24 hours so it cannot rent twice.
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
Endpoints
remote
auth
reachable
uptime 30d
p50
protocol
last ok
https://docs.lium.io/mcpstreamable-http
none
yes
100%
270 ms
2025-11-25
2026-11-14
Tools (13)
estimate_provider_earningsread-only
Estimate what a provider earns per month on Lium by listing GPUs of a model, as the rewards calculator does: rental income (95% of the renter price) and rented extra at the last 30 days' utilisation, plus idle pay at the validator's rate for every unrented hour; with what those GPUs actually earned and the middle-half range of that potential across providers. Use when someone asks what their GPUs could earn on Lium; for renting GPUs use search_gpus. An estimate, not a guarantee.
get_balanceread-only
Your Lium balance in USD.
get_gpu_pricesread-only
Live price range (min, median, max USD per GPU-hour) and free GPU count for each GPU model rentable on Lium right now. Use for "what does an H100 cost" or comparing models; use search_gpus to pick a node to rent. Pass count for multi-GPU quotes: a 1-GPU price can come from a node with one free GPU.
get_podread-only
One pod: status, ssh command (once RUNNING), price per hour and spend so far.
list_podsread-only
Your Lium pods with status, ssh command and price per hour.
list_templatesread-only
Docker templates a pod can start from (official ones, your own and other users' public ones; official and yours mark which), for rent_pod template_id.
prepare_removalread-only
The pods a removal would delete: name, id, GPU, status, price per hour and spend so far, and each pod's removal_token for remove_pod (valid 30 to 60 minutes). Removes nothing. Up to 50 pod ids per call; list_pods gives the ids.
quote_rentread-only
The price and billing terms of a rental before it is made, from the live nodes feed: GPU, count, USD per GPU-hour and per hour, and when billing starts and stops. Rents nothing. Returns quote_id, which rent_pod requires with the same arguments (valid 30 to 60 minutes).
read_pageread-only
Return the raw Markdown source for a documentation page. Accepts a full URL, absolute slug (e.g. /providers/quickstart), or basename (e.g. quickstart). On tie among basenames, prefers pages in audience order: Providers > Validators > Renters > Developers.
remove_poddestructive
Request pod deletion. Billing stops when accepted; deletion may finish asynchronously (get_pod shows DELETING). Data on the pod is lost. Removes exactly one pod per call, and only with that pod's removal_token from prepare_removal (valid 30 to 60 minutes) and its current pod_name; otherwise nothing is removed.
rent_poddestructive
Rent a GPU pod on Lium with your API key and wait until it runs; returns the pod id and the ssh command. Spends money from your Lium balance: the pod is billed per second until remove_pod, also when idle. Give gpu (and count, optional max_price_per_gpu_hour and country) to let Lium pick the cheapest matching node, or node_id from search_gpus alone for that node. quoted_price_per_gpu_hour caps the price: a node asking more than one cent per GPU-hour above it is not rented. idempotency_key is required: a call with the same key within 24 hours returns the first rental instead of renting again. quote_id is required: the one quote_rent returned for the same gpu or node_id, count, country, template_id and quoted_price_per_gpu_hour; other terms rent nothing.
searchread-only
Search the Lium documentation for pages matching the query. Use for how-to questions (renting, SSH, templates, providing GPUs); for live GPU availability or prices use search_gpus or get_gpu_prices instead. Optionally filter by audience (providers, validators, pod-users, developers); without one, pages for the other side (renter or provider, guessed from the query) rank lower.
search_gpusread-only
List GPU nodes that can be rented on Lium right now, cheapest per GPU-hour first, with live USD prices and a rent link for each. Use when the user wants a specific machine (GPU model, count, country, price cap); use get_gpu_prices for a price overview. Each node has tier (secure or spot), reliability_score and min_gpus_per_rental (some nodes rent only whole). Read-only: next_step says how to rent one.