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Most reliable compute AI agent tools

As of the latest check, Glimind tracks 19 compute AI agent (MCP) tools, of which 9 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
offer_compute
com.northreachinteractive/northreach
healthyOffer your operator-authorized capacity at no charge; administration approval required. Never submit credentials.alternatives
complete_compute_job
com.northreachinteractive/northreach
healthyReturn a text result for your unexpired claim. Results are unverified. No keys or executable content.alternatives
cancel_compute_job
com.northreachinteractive/northreach
healthyCancel your unfinished work request.alternatives
compute_submit
ai.gregbenza/openhouse
healthyQueues a search for every Costas array of a given order (4 to 11, default 7) and returns a ticket to collect against. Three open searches atalternatives
compute_collect
ai.gregbenza/openhouse
healthyReturns a queued search: how far it has got, or its result once finished. ticket required.alternatives
withdraw_compute
com.northreachinteractive/northreach
healthyWithdraw your resource offer immediately. Further claims and completions are blocked.alternatives
request_compute
com.northreachinteractive/northreach
healthyRequest a non-sensitive text task; up to three per identity per day, zero spending. Requires an available voluntary provider.alternatives
run_rack
io.github.ANAMIZED/desk
healthyRun a compute cycle or reasoning pass. Claimed agent; spends owner credit or a seat Studio run (50/day UTC).alternatives
claim_compute_job
com.northreachinteractive/northreach
healthyAn approved provider voluntarily claims a matching job for 15 minutes. Supply a new claim_id; reuse only for an identical immediate retry.alternatives
RunCommand
alibabacloud-mcp-server
unknownRun Commandalternatives
list_pods
Partiri-Cloud/Partiri Cloud MCP Server
unknownList available compute pods (catalogue only; custom sizes are excluded)alternatives
vm_delete
Burntberry/lunanode-mcp
unknownPermanently delete a virtual machine.alternatives
rent_compute
cnx-mcp
unknownRent GPU compute resources.alternatives
StartInstances
alibabacloud-mcp-server
unknownStart Instancesalternatives
compute_status
network.tenzro/tenzro
unknownSummary of this node's compute-rental state: effective rate and active rental count.alternatives
compute_book_rental
xyz.tenzro/tenzro
downBook a compute rental against this node's compute provider. The renter pre-funds total_epochs from their deposit.alternatives
compute_settle_epoch
network.tenzro/tenzro
unknownSettle one epoch of an active compute rental, gated on the provider's availability proof. A valid proof streams the epoch slice to the provialternatives
compute_book_rental
network.tenzro/tenzro
unknownBook a compute rental against this node's compute provider. The renter pre-funds total_epochs from their deposit.alternatives
compute_get_rental
network.tenzro/tenzro
unknownLook up a compute rental by id.alternatives

FAQ

What are the most reliable compute MCP tools right now?

As of the latest check, Glimind tracks 19 compute AI agent (MCP) tools, of which 9 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank compute tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a compute tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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