Schema | link2kaggle-colab-mcp

link2kaggle-colab-mcp

Overview Schema Source Related Servers Discussions Admin

Server Configuration

Describes the environment variables required to run the server.

Name	Required	Description	Default
`L2KC_ALLOW_FAKE_EXEC`	No	Set to 1 to enable local fake exec in the MCP process. Otherwise fake exec is off.

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

Capability	Details
`tools`	{ "listChanged": false }
`prompts`	{ "listChanged": false }
`resources`	{ "subscribe": false, "listChanged": false }

Tools

Functions exposed to the LLM to take actions

Name	Description
gpu_list_providersB	List providers. Mock data are TEST FIXTURES, not a live account.
l2kc_list_providersB	List providers. Mock data are TEST FIXTURES, not a live account.
gpu_list_accountsA	List accounts. Mock data are TEST FIXTURES, not a live account. Credential values are not included. Quota exhaustion does not rotate to another account of the same provider.
l2kc_list_accountsB	List accounts. Mock data are TEST FIXTURES, not a live account. Credential values are not included. Quota exhaustion does not rotate to another account of the same provider.
gpu_auth_statusC	Auth snapshots. Mock data are TEST FIXTURES, not a live account. `account` reads that account only. There is no automatic rotation.
l2kc_auth_statusC	Auth snapshots. Mock data are TEST FIXTURES, not a live account. `account` reads that account only. There is no automatic rotation.
gpu_get_quotaB	Quota snapshots. Mock data are TEST FIXTURES, not a live account. `account` reads that account only. There is no automatic rotation. `refresh` drops the per-account quota cache entry before reading.
l2kc_get_quotaC	Quota snapshots. Mock data are TEST FIXTURES, not a live account. `account` reads that account only. There is no automatic rotation. `refresh` drops the per-account quota cache entry before reading.
gpu_list_resourcesC	Accelerators. Memory is per GPU. Mock data are TEST FIXTURES, not a live account. `account` lists that account only. There is no automatic rotation. When quota publishes `eligible_gpus`, each row includes `eligible`.
l2kc_list_resourcesC	Accelerators. Memory is per GPU. Mock data are TEST FIXTURES, not a live account. `account` lists that account only. There is no automatic rotation. When quota publishes `eligible_gpus`, each row includes `eligible`.
gpu_submit_jobA	Submit a script. Mock data are TEST FIXTURES, not a live account. `provider` `auto` asks the scheduler to choose. A premium GPU needs `scheduler.allow_premium_gpu` plus `allow_premium`. `high_mem` maps to Colab `--high-mem` (CPU/T4/A100/H100/G4; not L4/TPU) and does not bypass premium guards. Colab needs `timeout_seconds` so the CCU budget can be checked. Real jobs also require `mode: real` and `allow_real_jobs`. `idempotency_key` returns the existing job instead of submitting again when the spec matches. A different spec is an invalid-input error. `deduplicated` is true when the existing job is returned. An ambiguous submit is not resubmitted. `account` pins that account. Quota exhaustion does not rotate to another account. `dry_run` recommends a backend and does not submit.
l2kc_submit_jobB	Submit a script. Mock data are TEST FIXTURES, not a live account. `provider` `auto` asks the scheduler to choose. A premium GPU needs `scheduler.allow_premium_gpu` plus `allow_premium`. `high_mem` maps to Colab `--high-mem` (CPU/T4/A100/H100/G4; not L4/TPU) and does not bypass premium guards. Colab needs `timeout_seconds` so the CCU budget can be checked. Real jobs also require `mode: real` and `allow_real_jobs`. `idempotency_key` returns the existing job instead of submitting again when the spec matches. A different spec is an invalid-input error. `deduplicated` is true when the existing job is returned. An ambiguous submit is not resubmitted. `account` pins that account. Quota exhaustion does not rotate to another account. `dry_run` recommends a backend and does not submit.
gpu_get_job_statusD	Job state. Mock data are TEST FIXTURES, not a live account.
l2kc_get_job_statusC	Job state. Mock data are TEST FIXTURES, not a live account.
gpu_get_job_logsC	Tail of the job log. Mock data are TEST FIXTURES, not a live account.
l2kc_get_job_logsC	Tail of the job log. Mock data are TEST FIXTURES, not a live account.
gpu_download_artifactsC	Download artifacts under `artifact_root`. Mock data are TEST FIXTURES.
l2kc_download_artifactsC	Download artifacts under `artifact_root`. Mock data are TEST FIXTURES.
gpu_cancel_jobC	Cancel a job. Mock data are TEST FIXTURES, not a live account. Kaggle's official CLI cannot cancel a running kernel.
l2kc_cancel_jobB	Cancel a job. Mock data are TEST FIXTURES, not a live account. Kaggle's official CLI cannot cancel a running kernel.
gpu_list_jobsB	List stored jobs. Mock data are TEST FIXTURES, not a live account. This does not call a provider and does not submit. `limit` defaults to 50. Pass null to return every match.
l2kc_list_jobsA	List stored jobs. Mock data are TEST FIXTURES, not a live account. This does not call a provider and does not submit. `limit` defaults to 50. Pass null to return every match.
gpu_reconcile_jobsA	Poll job status. Mock data are TEST FIXTURES, not a live account. Omit `job_ids` to poll every active job, including `UNKNOWN`. Reconcile never submits and never resubmits an ambiguous job.
l2kc_reconcile_jobsA	Poll job status. Mock data are TEST FIXTURES, not a live account. Omit `job_ids` to poll every active job, including `UNKNOWN`. Reconcile never submits and never resubmits an ambiguous job.
gpu_recommend_backendA	Recommend a backend without submitting. Mock data are TEST FIXTURES, not a live account. A premium GPU needs `scheduler.allow_premium_gpu` plus `allow_premium`. Colab needs `timeout_seconds` so the CCU budget can be checked. `provider` `auto` lets the scheduler choose. `account` pins that account and does not rotate on quota. Per-GPU memory is never summed across devices.
l2kc_recommend_backendA	Recommend a backend without submitting. Mock data are TEST FIXTURES, not a live account. A premium GPU needs `scheduler.allow_premium_gpu` plus `allow_premium`. Colab needs `timeout_seconds` so the CCU budget can be checked. `provider` `auto` lets the scheduler choose. `account` pins that account and does not rotate on quota. Per-GPU memory is never summed across devices.
gpu_doctorB	Local doctor report. Mock data are TEST FIXTURES, not a live account. Does not execute `kaggle` or `colab`. CLI presence is `shutil.which`.
l2kc_doctorC	Local doctor report. Mock data are TEST FIXTURES, not a live account. Does not execute `kaggle` or `colab`. CLI presence is `shutil.which`.
gpu_refresh_quotaB	Refresh quota snapshots. Mock data are TEST FIXTURES, not a live account. Equivalent to `gpu_get_quota(..., refresh=True)`.
l2kc_refresh_quotaB	Refresh quota snapshots. Mock data are TEST FIXTURES, not a live account. Equivalent to `gpu_get_quota(..., refresh=True)`.

Prompts

Interactive templates invoked by user choice

Name	Description
No prompts

Resources

Contextual data attached and managed by the client

Name	Description
No resources

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

C2.6/5.0

Scored 2026-10-24 07:40 across 30 tools

Disambiguation1/5

Every tool has an exact duplicate under a different prefix (gpu_ vs l2kc_), with identical descriptions. An agent cannot determine which of the two identical-looking tools to call, making the set highly ambiguous despite unique underlying functions.

Naming Consistency3/5

Within each prefix, tools follow a clear verb_noun pattern (list_providers, submit_job, get_job_status). However, maintaining two parallel prefixes for identical functionality creates an inconsistent naming scheme that is readable but confusing.

Tool Count2/5

30 tools is too many for the apparent scope, especially since half are duplicates. There are only about 15 unique operations, so the effective surface is reasonable but inflated to 30 by aliases.

Completeness4/5

The tool surface covers provider/account/auth/quota listing, resource listing, job submission, status, logs, artifacts, cancellation, listing, reconciliation, backend recommendation, and doctor checks. Minor gaps like direct job deletion or detail retrieval may exist, but core lifecycle operations are present.

Maintenance

ActivityMaintained

ResponsivenessNo issues