Good AI Labs MCP server

• Registry namecom.goodailabs/arrakisverified in the MCP registry

The registry name sits under goodailabs.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-31
• Tools13
• Server calls itselfarrakis
• Server version0.1.0
• Protocol version2025-06-18

On 2026-10-31 the server answered initialize and tools/list without a sign-in. First answer in 268 ms.

• Whether its tools do the product's job has not been judged yet.
• Checked on 3 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP scoreafter a weeka score needs 7 daily checks: 3 so far
• Answeredmeasuring3 of the 7 daily checks it takes to print a share
• Median first answer258 ms
• Space in an agent's context≈ 3,530 tokensthe definitions of all its tools (13), which an agent carries on every turn
• Tool definitionsA · 95 of 100
• Typed results0 of 13 toolsdeclared outputSchema: results come typed, read once

• Parameters without a description: in 4 of 13

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• search_gpus

  Search GPU machines you can rent now at live prices: B300, B200, H200, H100, A100, RTX 5090 and more. Free; changes nothing. Use it before rent_gpu and to answer what a GPU costs right now. Rows come best first: what the GPU can do…

• get_market_summary

  Live market summary by GPU family: cheapest price per GPU-hour, GPUs available and machines. Free; needs no token; changes nothing.

• get_partner_earnings

  For partners (agents and people who bring customers to Arrakis): your partner codes with the link and a message to share, what each earns you (a share of what the customers you bring pay), the customers your codes brought (each with what…

• join_partner_program

  Join the Arrakis partner program and get your own partner code, link and a message to share. The account earns a share of what the customers it brings pay, as cash (paid through Stripe to the person or company you act for, once they set…

• get_balance

  The account balance (what it can pay now, what the running machines cost per hour, when the money runs out, whether rentals are paused and whether auto-recharge tops it up from a saved card) and this token's spend cap: the limit, what is…

• rent_gpu

  Rent one machine found by search_gpus. COSTS MONEY: price per GPU-hour x GPUs, paid an hour at a time from when it starts running (booting is free) until terminate_instance or termination_hours, whichever comes first; worst_case_usd in…

• deploy_model

  Serve any model from Hugging Face on a machine of the person's, like a hosted inference API but on their own GPU: vLLM or SGLang for text models, vLLM-Omni or SGLang for image and video models (FLUX, Qwen-Image, Wan), vLLM-Omni for speech…

• list_images

  Images a machine can boot, for rent_gpu's template_id: the Arrakis images (PyTorch, CUDA toolkit, Ubuntu; SSH, login banner and tools built in) and the account's saved ones, with download size. Any other public image works through…

• list_instances

  Every machine on the account with its state, price per hour, SSH command, removal time and any notice from its host. Check it at the start of a session: a machine left running keeps billing until its removal time. Free; changes nothing.

• get_instance

  One machine now: state (PENDING or PROVISIONING while it boots, which is free; RUNNING when ssh_command works; then TERMINATED or FAILED), price per hour, ssh_command, removed_by, any notice from its host (host_notice and host_notice_at…

• get_events

  Events on your machines, newest first: machine.ready (with its SSH command), machine.ended (reason says why: evicted when its host took it back or stopped working, otherwise stopped, removal_time, out_of_funds, paused or failed) and…

• terminate_instance

  Stop a machine now and delete it with everything on its disk; billing stops (the hour already started is paid). Copy results off first, for example with scp or rsync over its ssh_command. Cannot be undone; terminating a machine that…

• schedule_removal

  Change when a machine is removed automatically (ISO 8601, UTC). It bills until then, and removal deletes the machine and its disk. Use it to end a rental early when the job will finish sooner, or, with a token that has no spend cap, to…