Leaderboard/io.github.Massed-Compute/mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.Massed-Compute/mcp

Massed Compute MCP — browse GPU inventory, launch and manage VMs, audit billing.

90/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance30/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
139.6ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 139ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 139ms, task completion: 100%
Skills
gpu_inventory_list

Retrieve the comprehensive list of available GPU configurations, their specs, pricing, and current capacity per region.

images_list

Retrieve the catalog of preconfigured VM images available for deployment.

instances_list

Retrieve all running VM instances for the authenticated account. Sensitive credentials (e.g. cleartext VM password) are redacted; fetch them through the REST API if needed.

instances_get

Retrieve a single running VM instance by its UUID. Sensitive credentials (e.g. cleartext VM password) are redacted; fetch them through the REST API if needed.

instances_launch

Deploy a new VM instance. Requires billing to be configured (recharge amount and threshold). This action incurs cost.

instances_restart

Restart one or more running VM instances by UUID.

instances_terminate

Terminate one or more running VM instances by UUID. DESTRUCTIVE: this stops billing for the listed instances and permanently deletes their data; the action cannot be undone. Confirm with the user before invoking.

coupon_information

Look up information about a coupon by code.

coupon_accepted_products

Look up which products a coupon code can be applied to, with current inventory availability.

account_token_validation

Confirm that the Bearer token used to call this MCP server is a valid Massed Compute user API key.

account_billing

Retrieve billing settings for the account, including billing method and recharge configuration.

ssh_keys_list

List SSH keys associated with the authenticated account.

ssh_keys_create

Add a new SSH public key to the authenticated account.

ssh_keys_delete

Remove an SSH key from the account. DESTRUCTIVE: any instances relying on this key may lose access. Confirm with the user before invoking.

Tools
14 tools verified via live probe
verified 5h ago
Server: massed-compute-vm-marketplaceVersion: 1.0.0Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
May 21, 2026success139.6msPass
Source Registries
mcp-registry
First Seen
May 20, 2026
Last Seen
May 20, 2026
Last Probed
May 21, 2026
io.github.Massed-Compute/mcp — Chiark Agent Quality Index