MCP server for EdgescaleAI Cube operations
Project description
cube-mcp
MCP server for EdgescaleAI Cube management and Apollo deployments.
New owner / inheriting this repo? Jump to Operations & Ownership. The two runbooks you need are docs/admin.md (full RBAC + infra reference) and docs/adding-new-user.md (onboard a teammate end-to-end). Both are written so you can point Claude Code at them and have it execute the steps for you.
Architecture
cube-agent runs locally as an MCP server (via npx cube-mcp). It handles authentication, Docker builds, Helm chart packaging, and app proxy tunnels. Server-side operations (Kubernetes, Teleport, Apollo) are proxied to cube-cloud, a FastAPI backend hosted on AWS ECS.
┌──────────────────────────────────────────────────────────────────────────────┐
│ LOCAL (developer machine) │
│ │
│ ┌─────────────┐ MCP JSON-RPC ┌──────────────────────────────────┐ │
│ │ Claude Code │◄──────────────────►│ cube-agent (MCP server) │ │
│ └─────────────┘ │ │ │
│ │ Local tools: │ │
│ │ • agent_login_browser │ │
│ │ • agent_login / logout │ │
│ │ • agent_status │ │
│ │ • cube_cluster_login │ │
│ │ • build_and_publish_to_apollo │ │
│ │ • app_proxy / stop / status │ │
│ │ │ │
│ │ Remote tools: │ │
│ │ (proxied to cube-cloud ──────) │ │
│ └────────┬──────────┬──────────────┘ │
│ │ │ │
│ ~/.kube/config ◄── kubeconfig merge │ │ WebSocket │
│ ~/.cube-agent/ ◄── API key storage │ │ /tunnel │
│ localhost:PORT ◄── app proxy listener │ │ │
└───────────────────────────────────────────────┼──────────┼───────────────────┘
│ │
HTTPS + Bearer │ │ TCP-over-WS
POST /mcp/ │ │ relay
│ │
┌───────────────────────────────────────────────┼──────────┼───────────────────┐
│ CLOUD (AWS ECS) │ │ │
│ ▼ ▼ │
│ ┌────────────────────────────────────────────────────────────────────────┐ │
│ │ cube-cloud (FastAPI) │ │
│ │ │ │
│ │ ┌─────────────────────┐ ┌──────────────────────────────────────┐ │ │
│ │ │ Auth Middleware │ │ RBAC (Cognito + Profiles) │ │ │
│ │ │ • Validate API key │────►│ • Cognito group → profile │ │ │
│ │ │ (DynamoDB lookup)│ │ • Profile → Apollo credentials │ │ │
│ │ │ • Attach profile │ │ (AWS Secrets Manager) │ │ │
│ │ └─────────────────────┘ └──────────────────────────────────────┘ │ │
│ │ │ │
│ │ Cloud tools (RBAC-gated): │ │
│ │ Kubernetes Apollo Environments Apollo Products │ │
│ │ • cube_list • list_environments • list_products │ │
│ │ • cube_status • create_environment • compare_product_versions │ │
│ │ • kubectl_exec • replicate_environment• list_release_channels │ │
│ │ • app_list • delete_environment • get_product_releases │ │
│ │ • install/uninstall_ • add/remove_product_ │ │
│ │ Modules entity to_release_channel │ │
│ │ • list_modules • entity_health • set/remove_label │ │
│ │ • install_module • plan_details │ │
│ │ • uninstall_module• update/enforce_ Change Requests │ │
│ │ • update_module_ entity_config • list_change_requests │ │
│ │ variables • reset_env_agents • review_change_request │ │
│ │ │ │
│ │ Secrets Registry │ │
│ │ • create_secret • acr_get_token │ │
│ │ • update_secret • apollo_publish_manifest │ │
│ └────────────────────────┬───────────────────────────┬──────────────────┘ │
│ │ │ │
│ ┌────────────────────────┴────────────────┐ │ │
│ │ tbot sidecar (Teleport credentials) │ │ │
│ │ • IAM join method (Fargate identity) │ │ │
│ │ • identity/ → tsh commands │ │ │
│ │ • kube/{cluster}/ → kubeconfigs │ │ │
│ │ • app-{name}/ → app TLS certs │ │ │
│ └──────────┬─────────────────────────────┘ │ │
│ │ │ │
└─────────────┼─────────────────────────────────────────┼──────────────────────┘
│ │
│ tsh/tctl (short-lived certs) │ GraphQL (OAuth2)
▼ ▼
┌──────────────────────────┐ ┌──────────────────────────────────┐
│ Teleport │ │ Apollo │
│ edgescaleai.teleport.sh │ │ edgescaleai.palantirapollo.com │
│ │ │ │
│ • Kube clusters │ │ • Environments & Modules │
│ • App proxies │ │ • Entities (Helm charts) │
│ • SSH access │ │ • Products & Release Channels │
│ • Identity & TLS certs │ │ • Change Requests │
└──────────────────────────┘ │ • ACR (Docker + Helm registry) │
└──────────────────────────────────┘
How it works
-
Local tools run directly on the developer's machine inside
cube-agent. These handle authentication (Cognito browser login, API key storage), Docker builds, Helm chart packaging, kubeconfig merging, and app proxy tunnels. -
Cloud tools are proxied from
cube-agenttocube-cloud(FastAPI on AWS ECS) via MCP Streamable HTTP. Every request is authenticated with a Bearer API key validated against DynamoDB. -
RBAC maps Cognito user groups to profiles. Each profile resolves to Apollo OAuth2 credentials stored in AWS Secrets Manager, scoping what the user can access.
-
Teleport access is provided by a
tbotsidecar running alongsidecube-cloudin the same ECS task. It uses IAM join to obtain short-lived certificates for Kubernetes clusters and app proxies — notshis needed on the developer's machine. -
Apollo operations (environments, modules, entities, products, releases, change requests) go through a GraphQL API authenticated with per-profile OAuth2 client credentials.
Install
# Add to Claude Code
claude mcp add cube -- npx cube-mcp
Or run directly:
npx cube-mcp # via Node (calls uvx under the hood)
uvx cube-mcp # via uv directly
Getting Started
You: "Log me in" → agent_login_browser (opens browser for Cognito login)
You: "Connect to staging" → cube_cluster_login (merges kubeconfig)
You: "Show Cube status" → cube_status
Tools
Auth
| Tool | Description |
|---|---|
agent_login_browser |
Log in via browser (Cognito) |
agent_login |
Log in with an API key |
agent_logout |
Remove stored API key |
agent_status |
Check auth and connectivity |
Kubernetes
| Tool | Description |
|---|---|
cube_list |
List available Cube clusters |
cube_status |
Get node status for a cluster |
cube_cluster_login |
Get kubeconfig for a cluster (merges into ~/.kube/config) |
kubectl_exec |
Run kubectl commands (server-side) |
Apps
| Tool | Description |
|---|---|
app_list |
List Teleport apps |
app_proxy |
Start local proxy tunnel to an app |
app_proxy_stop |
Stop running proxies |
app_proxy_status |
Show proxy status |
Build & Registry
| Tool | Description |
|---|---|
build_and_publish_to_apollo |
Build Docker image, package chart, push to ACR, publish manifest |
acr_get_token |
Get Apollo Container Registry token |
apollo_publish_manifest |
Publish a manifest YAML |
Apollo Environments
| Tool | Description |
|---|---|
list_environments |
List/search Apollo environments |
create_environment |
Create a new environment with control plane |
replicate_environment |
Clone modules, entities, configs, and secrets |
delete_environment |
Delete an environment |
install_entity |
Install a Helm chart entity |
uninstall_entity |
Uninstall an entity |
entity_health |
Get entity health and activity status |
plan_details |
Get plan tasks, events, and error logs |
update_entity_config |
Update entity config overrides |
enforce_entity_config |
Force re-apply entity configuration |
reset_environment_agents |
Reset environment agents |
Apollo Modules
| Tool | Description |
|---|---|
install_module |
Install a module on an environment |
uninstall_module |
Uninstall a module |
list_modules |
List modules in an environment |
update_module_variables |
Update module variables |
Apollo Secrets
| Tool | Description |
|---|---|
create_secret |
Create a secret on an environment |
update_secret |
Update a secret value |
Apollo Products & Release Channels
| Tool | Description |
|---|---|
list_products |
List available products |
compare_product_versions |
Compare versions of a product |
list_release_channels |
List release channels |
get_product_releases |
Get releases for a product |
add_product_to_release_channel |
Add a product to a release channel |
remove_product_from_release_channel |
Remove a product from a release channel |
set_label_on_product |
Set a label on a product |
remove_label_from_product |
Remove a label from a product |
Apollo Change Requests
| Tool | Description |
|---|---|
list_change_requests |
List pending change requests |
review_change_request |
Approve or reject a change request |
Local Development
# Install dependencies
uv sync --extra dev
uv pip install -e packages/cube-common -e packages/cube-cloud -e packages/cube-agent
# Run tests
uv run pytest packages/ -v
# Run cube-agent locally (for debugging)
uv run cube-agent
To test with Claude Code, point the MCP server at your local code:
claude mcp add cube-local -- uv run --directory /path/to/cube-mcp cube-agent
Reload after changes with /mcp in Claude Code.
Contributing
- Create a branch
- Make changes
- Run
uv run pytest packages/ -v - Push and open a PR — tests run automatically
- Merge to main — auto-publishes to PyPI and npm, auto-deploys to ECS
Operations & Ownership
This section exists so anyone inheriting cube-mcp can run it end-to-end without tribal knowledge. If something here is wrong or missing, fix it in this README — don't keep the truth in your head.
Runbooks (point Claude Code at these)
| Doc | Use it when |
|---|---|
| docs/admin.md | Day-to-day RBAC, profiles, API keys, Teleport, infra layout, troubleshooting. The single most important file in this repo. |
| docs/adding-new-user.md | Onboarding a new user (Cognito create + group assignment + verification). |
| docs/rbac-architecture.md | Deeper architectural background on the RBAC model. |
| resources/teleport.md | User-facing Teleport quickstart (tsh login, tsh kube ls, etc.). |
These docs are written in runbook style — open Claude Code in this repo and ask it to "follow docs/adding-new-user.md to add alice@example.com to the lear-dev group" and it will execute the AWS CLI calls itself.
Where AWS resources live
Everything is in AWS account 992382448282, region us-west-2. All resources are managed by Terraform in infra/terraform/ — change them there, not in the console.
| Resource | Name / ARN suffix | Terraform file |
|---|---|---|
| Cognito user pool | cube-mcp-prod-* (look up with aws cognito-idp list-user-pools) |
infra/terraform/cognito.tf |
| Cognito groups | admin, lear-dev, conagra-dev, pltr-dev, edgescaleai-dev |
infra/terraform/cognito.tf |
| API keys table (DynamoDB) | cube-mcp-prod-api-keys |
infra/terraform/dynamodb.tf |
| Profile credentials (Secrets Manager) | cube-mcp/profiles/<profile> |
infra/terraform/secrets.tf |
| tbot config (Secrets Manager) | cube-mcp/tbot-config |
infra/terraform/tbot.tf |
| ECS task role | cube-mcp-prod-ecs-task |
infra/terraform/iam.tf |
| ECS cluster | cube-mcp-prod-cluster (service: cube-mcp-prod-service) |
infra/terraform/ecs.tf |
| CloudWatch Logs | /ecs/cube-mcp-prod (cube-cloud + tbot containers) |
infra/terraform/ecs.tf |
| ALB + HTTPS listener | cube.edgescaleai-cube.com |
infra/terraform/alb.tf |
| Route53 records | edgescaleai-cube.com zone (Z0571857327BEMX2EHNZU) |
infra/terraform/route53.tf |
| ECR (cube-cloud + tbot images) | cube-mcp/cube-cloud, cube-mcp/tbot |
infra/terraform/ecr.tf, tbot.tf |
| SES sender | noreply@edgescaleai-cube.com (identity edgescaleai-cube.com) |
infra/terraform/cognito.tf |
Outside AWS:
- Teleport:
edgescaleai.teleport.sh— bot iscube-mcp-bot, joins via IAM. See docs/admin.md §4. - Apollo:
edgescaleai.palantirapollo.com— OAuth2 credentials per profile, stored in Secrets Manager. - PyPI / npm: auto-published from
mainvia CI (scripts/+ GitHub Actions). The npm shim undernpm/is a thin wrapper that shells touvx cube-mcp.
CI/CD pipelines
All deploys go through GitHub Actions in .github/workflows/. AWS auth uses OIDC — no long-lived AWS keys are stored in GitHub.
| Workflow | Trigger | What it does |
|---|---|---|
test.yml |
Reusable, called by others | Runs pytest packages/ -v. |
deploy.yml |
Push to main (paths: packages/cube-cloud, cube-common, src/, infra/) |
Runs tests → terraform apply (only if infra/terraform/ changed) → builds & pushes cube-mcp/cube-cloud:latest and cube-mcp/tbot:latest to ECR → seeds new profile secrets with admin creds → pushes infra/tbot/tbot-config-prod.yaml to Secrets Manager → aws ecs update-service --force-new-deployment and waits for services-stable. Also posts terraform plan as a PR comment for terraform PRs. |
deploy-dev.yml |
Push to dev-main branch |
Same shape as deploy.yml, but targets cube-mcp-dev-cluster / cube-mcp-dev-service and uses TF state key cube-cloud-dev/terraform.tfstate. Images tagged :dev. Use this branch to test infra changes before merging to main. |
publish.yml |
Push to main (paths: src/, npm/, pyproject.toml) |
Runs tests → bumps the patch version in pyproject.toml and npm/package.json → commits as Release vX.Y.Z [skip ci] and tags vX.Y.Z → publishes to PyPI (twine) and npm (npm publish --access public). |
sync-knowledge.yml |
Scheduled / manual | Syncs internal Claude Code knowledge from the disco-projects repo. Not on the critical deploy path — safe to ignore unless it breaks. |
OIDC role for all AWS-touching jobs: arn:aws:iam::992382448282:role/github-actions.
Required CI secrets
Stored as GitHub repo secrets. To rotate any of these, generate a new value at the source and update via gh secret set <NAME> (or the repo Settings → Secrets UI).
| Secret | Where used | Source / how to rotate |
|---|---|---|
PYPI_TOKEN |
publish.yml |
pypi.org/manage/account/token/ — scope to the cube-mcp project. |
NPM_TOKEN |
publish.yml |
npm account → Access Tokens → Automation token (must allow publish). |
PUBLISH_DEPLOY_KEY |
publish.yml |
SSH deploy key on this repo with write access (used to push the auto-bumped version commit + tag back to main). Regenerate: create a new SSH keypair, add the public key as a repo Deploy Key with write access, paste the private key into the secret. |
DISCO_PROJECTS_TOKEN |
sync-knowledge.yml |
Fine-grained PAT with read access to EdgescaleAI/disco-projects. |
ANTHROPIC_API_KEY |
sync-knowledge.yml |
console.anthropic.com — used by the disco knowledge sync job. |
AWS credentials are not stored as secrets — deploy.yml/deploy-dev.yml assume arn:aws:iam::992382448282:role/github-actions via OIDC. To grant a new repo or change permissions, update that role's trust policy and inline policies in AWS IAM.
Terraform state
Stored in S3, no DynamoDB lock table currently configured (single-writer assumption — CI is the only applier).
| Env | Bucket | Key |
|---|---|---|
| Prod | cube-mcp-terraform-state (us-west-2) |
cube-cloud/terraform.tfstate |
| Dev | cube-mcp-terraform-state (us-west-2) |
cube-cloud-dev/terraform.tfstate |
Local apply (only if you really need to bypass CI):
cd infra/terraform
terraform init # prod
terraform init -backend-config="key=cube-cloud-dev/terraform.tfstate" # dev
terraform plan
The S3 bucket has versioning enabled, so a corrupt state file can be rolled back to a previous version via the AWS console.
Dev environment
A parallel stack exists in the same AWS account for testing infra changes before merging to main.
| Prod | Dev | |
|---|---|---|
| Branch | main |
dev-main |
| ECS cluster | cube-mcp-prod-cluster |
cube-mcp-dev-cluster |
| ECS service | cube-mcp-prod-service |
cube-mcp-dev-service |
| Image tag | :latest |
:dev |
| TF state key | cube-cloud/terraform.tfstate |
cube-cloud-dev/terraform.tfstate |
| TF var file | (defaults) | infra/terraform/environments/dev.tfvars |
Push to dev-main to validate, then PR dev-main → main (or cherry-pick) for prod.
Versioning & releases
- Scheme: patch-bump only, automated.
publish.ymlreadspyproject.toml, increments the patch, writes it back to bothpyproject.tomlandnpm/package.json, commits asgithub-actions[bot], and tagsvX.Y.Z. - Major/minor bumps: edit
pyproject.tomlmanually in a PR. The next merge tomainthat touchessrc//npm//pyproject.tomlwill publish from there. - PyPI ↔ npm sync: the same version number is used for both packages. The
npm/shim is a thin wrapper that shells touvx cube-mcp@<version>(seescripts/sync_version.py). - What "main" means for users: every merge that touches the publish paths ships to PyPI + npm within minutes. There is no staging release.
Rollback playbook
| Surface | How to roll back |
|---|---|
| ECS deploy (cube-cloud or tbot) | Images are tagged :latest only — there is no previous-image tag to roll forward to. Rollback path: git revert the offending commit on main; the next deploy.yml run will rebuild and redeploy. For an emergency, manually re-tag a known-good ECR image as :latest (aws ecr batch-get-image → put-image) and aws ecs update-service --force-new-deployment. Improvement worth making: tag images with the git SHA so rollback is one CLI call. |
| Terraform | git revert the offending commit; deploy.yml re-runs terraform apply on next push. For state corruption, restore from S3 versioning on cube-mcp-terraform-state. |
| PyPI / npm | Cannot un-publish (yanking PyPI is reversible only in narrow windows; npm allows unpublish within 72h). The standard path is to push a new patch version with the fix. Users on npx cube-mcp and uvx cube-mcp pick up the new version on next invocation. |
| Cognito user / group change | Cognito has no native rollback. Reverse the change manually: re-add the user, restore group membership. Audit trail is in CloudTrail (cube-mcp-prod-trail if enabled — verify). |
| Secrets Manager profile credentials | Each secret has versioning. Roll back with aws secretsmanager update-secret-version-stage --secret-id cube-mcp/profiles/<profile> --version-stage AWSCURRENT --move-to <prev_version_id>. |
Monitoring & alerting
Status: not yet configured. No CloudWatch alarms, SNS topics, Sentry, or paging are set up at the time of this handoff. The only observability is CloudWatch Logs (
/ecs/cube-mcp-prod) and the ECS service's own task health.
Day-to-day debugging:
# Live tail prod logs (cube-cloud + tbot)
aws logs tail /ecs/cube-mcp-prod --follow --region us-west-2
# Filter to just tbot
aws logs tail /ecs/cube-mcp-prod --filter-pattern "tbot" --follow
# Service health
aws ecs describe-services \
--cluster cube-mcp-prod-cluster \
--services cube-mcp-prod-service \
--query 'services[0].{running:runningCount,desired:desiredCount,events:events[0:5]}'
Recommended additions for the next owner (none of these exist yet):
- CloudWatch alarm on ECS service
RunningTaskCount < 1→ SNS → email/PagerDuty. - ALB 5xx alarm on the listener.
- DynamoDB throttling alarm on
cube-mcp-prod-api-keys. - Synthetic check that runs
agent_login_browserend-to-end weekly.
Stakeholders & contacts
TODO(owner): Vinayak (departing) is the only person with full context on these. Fill these in before he leaves so the next owner has someone to call.
| Role | Person | Contact |
|---|---|---|
| Internal product owner | TODO |
|
| Eng escalation / on-call | TODO |
|
| AWS account admin | TODO |
|
Teleport admin (can grant tctl access) |
TODO |
|
| Apollo admin (can issue per-tenant OAuth2 creds) | TODO |
|
| Lear tenant POC | TODO |
|
| Conagra tenant POC | TODO |
|
| Palantir tenant POC | TODO |
|
EdgescaleAI internal dev (edgescaleai-dev profile) |
TODO |
Cost & billing
TODO(owner): Add rough monthly run-rate and the account that gets billed.
- AWS (account
992382448282):TODO— typical monthly spend, biggest line items, who pays the invoice. - Teleport (
edgescaleai.teleport.sh):TODO— plan tier, seat count, billing contact. - Apollo (
edgescaleai.palantirapollo.com):TODO— Palantir contract reference, who renews. - Domain (
edgescaleai-cube.com):TODO— registrar, expiry date, who has the login. - PyPI / npm: free tiers, no recurring cost.
If costs need to be cut quickly: the dev ECS service (cube-mcp-dev-service) can be scaled to zero with no user impact.
Access & disaster recovery
| Surface | Status / what the next owner should verify |
|---|---|
| GitHub repo admins | TODO(owner): list everyone with admin/maintain on EdgescaleAI/cube-mcp and confirm branch protection on main (require PR + passing tests). |
| AWS root account access | TODO(owner): confirm who holds the root credentials for account 992382448282 and that MFA is enforced. |
| Domain registrar login | TODO(owner): who has the registrar account for edgescaleai-cube.com. |
DynamoDB cube-mcp-prod-api-keys |
Point-in-time recovery enabled (35-day window). |
| Secrets Manager | Per-secret versioning enabled by default — see Rollback playbook. |
| Terraform state | S3 bucket versioning enabled on cube-mcp-terraform-state. |
| ECR images | Lifecycle policy TODO: verify untagged-image cleanup so cost doesn't grow unbounded. |
Known tech debt / planned work
Update this list as you ship or de-scope items so the next owner sees current state, not folklore.
- Phase 2 RBAC: per-role tbot identity outputs are wired up but only
adminprofile actually has scoped Apollo creds. Lear/Conagra/Palantir profiles still resolve to admin Apollo credentials at runtime — see the note indocs/admin.md§3 ("Currently defined groups"). Scoping these is the biggest open item. - ECR
:latest-only tagging makes ECS rollback awkward (see Rollback playbook). Tag images with the git SHA indeploy.yml. - No alerting. See Monitoring section.
- Teleport role management is manual
tctl. The future plan is the Teleport Terraform provider — see docs/admin.md → Future. - No DynamoDB lock on Terraform state. Acceptable while CI is the only applier; add a lock table if local applies become routine.
- Cognito drift:
esaiadmingroup. Surfaced in #93. The prod Cognito pool has anesaiadmingroup that isn't defined ininfra/terraform/cognito.tf— it was created in the console. Eitherterraform importit or delete it; don't leave it as drift. - Stale claim in
docs/rbac-architecture.mdline ~134 that "Cognito user → profile assignment is not yet implemented." This contradictsdocs/admin.mdandlogin_flow.py(thegroups[0]resolution has shipped). Fix in a docs-only PR — also flagged in #93. TODO(owner): anything else in flight at handoff time.
First-day checklist for a new owner
- Read docs/admin.md end-to-end. Then run
agent_login_browseryourself so you've experienced the user flow. - Get console access to AWS account
992382448282(us-west-2) with permissions for Cognito, DynamoDB, Secrets Manager, ECS, IAM, and CloudWatch Logs. - Get Teleport admin (
tctl) onedgescaleai.teleport.sh— needed to manage thecube-mcp-botand add roles. Ask the person listed in Stakeholders & contacts. - Get Apollo admin on
edgescaleai.palantirapollo.com— needed to issue per-profile OAuth2 credentials when adding new tenants. - Install
cube-adminlocally for API key management:uv pip install -e packages/cube-admin. This package is internal-only and must never be published. - Verify CI is healthy and you can rotate every secret in Required CI secrets. Push a no-op commit to
dev-mainto confirmdeploy-dev.ymlsucceeds end-to-end against the dev stack. - Replace every
TODO(owner)in this README — Stakeholders, Cost, Access & DR, Tech debt. If you can't fill one in, write down who you asked and what they said. Don't leave them blank.
Common ops tasks
- Add a user: docs/adding-new-user.md.
- Add a new tenant / role: docs/admin.md → Creating a new role / profile. Six steps — Cognito group, SM secret, Teleport role, bot role grant, tbot output, merge.
- Revoke access: docs/admin.md → Revoking access.
- Manage API keys:
cube-admin keys {create,list,revoke}— see docs/admin.md → Managing API keys with cube-admin. - Debug a failing tool call: check
aws logs tail /ecs/cube-mcp-prod --followfor the cube-cloud and tbot containers.
Repo layout cheatsheet
packages/
cube-agent/ # Local MCP server (npx cube-mcp entrypoint)
cube-cloud/ # FastAPI service on ECS — auth, RBAC, Apollo, Teleport relay
cube-common/ # Shared types and helpers
cube-admin/ # Internal-only API key CLI — DO NOT PUBLISH
infra/
terraform/ # All AWS resources
tbot/ # tbot Dockerfile, entrypoint, prod config
docs/ # Runbooks (start here)
resources/ # User-facing reference docs
npm/ # npm shim that calls uvx cube-mcp
scripts/ # Release / publish helpers
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- Uploaded via: twine/6.2.0 CPython/3.11.15
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