AceDataCloud MCP Server
OfficialSummary: An MCP server for querying AceDataCloud public catalog/docs/content and, with a platform token and permissions, managing account, billing, deployment, content, and admin workflows.
Browse public services, APIs, models, pricing, datasets, integrations, docs, announcements, showcases, blog posts, and site home sections.
Check and manage account profile, credentials/API keys, platform tokens, balance, usage, orders, invoices, auto-recharge, recharge cards, and payments.
Manage applications/deployments, sites/branding, blogs/announcements, webhooks, and access control/feature flags.
Use community/wallet/referral/survey, email marketing/analytics, provider-routing, and risk/admin tools when granted permissions.
Upload small files and retrieve a public URL.
Write/admin actions return dry-run previews unless confirmed with confirm=true; get_usage_guide explains tool use, auth, and confirmation.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@AceDataCloud MCP ServerHow many credits do I have left?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
AceDataCloudMCP
A Model Context Protocol (MCP) server for managing your AceDataCloud account through the platform management API.
Check your balance, look up usage and spend, manage API keys, list services, create and pay recharge orders, manage platform tokens, list models, and use account permissions to edit and publish blogs or announcements — directly from Claude, VS Code, Studio, or any MCP-compatible client.
This is the management / console API (
platform.acedata.cloud) — different from the data-generation MCP servers (Suno, Midjourney, …) that callapi.acedata.cloud.
Tool Reference
The default curated catalog advertises 347 tools before
account-permission filtering, including acedatacloud_get_usage_guide.
The complete compatibility registry retains 519 tools.
Discovery is grouped by business task, not by one tool per REST endpoint.
Not advertised by default | Count |
alternate full-replacement update | 20 |
client rendering, telemetry or protocol helper | 19 |
duplicate native route | 129 |
prefer the task-oriented catalog reader | 4 |
Categories
Category | Public | Account | Workspace | Admin |
Account & API keys | 0 | 11 | 0 | 1 |
Catalog & documentation | 20 | 2 | 0 | 0 |
Applications & deployments | 0 | 13 | 0 | 4 |
Usage & billing | 1 | 41 | 0 | 28 |
Sites & branding | 1 | 0 | 38 | 0 |
Community & wallet | 1 | 31 | 0 | 12 |
Content & announcements | 4 | 0 | 23 | 0 |
Email marketing & analytics | 0 | 0 | 0 | 37 |
Access control & automation | 0 | 5 | 13 | 20 |
Payment authorization | 0 | 10 | 0 | 0 |
Administration & risk | 0 | 0 | 0 | 29 |
Files & utilities | 0 | 1 | 0 | 0 |
Workspace tools cover delegated editing and site/webhook management. Admin tools require their exact permission grants, not just an admin label.
Account & API keys
Tool | Description | Audience | Required permissions |
| Create an API credential. | account | credentials:write |
| Create a management token. | account | authenticated |
| Revoke an API credential. | account | credentials:write |
| Revoke a management token. | account | authenticated |
| Get one credential with secrets masked. | account | credentials:read |
| Get platform tokens id. Backend account permissions and ownership checks apply. | account | authenticated |
| Current authenticated account profile. | account | authenticated |
| List API credentials with secrets masked. | account | credentials:read |
| List credentials. Backend account permissions and ownership checks apply. | admin | credentials:read, credentials:write:any |
| List management tokens with values masked. | account | authenticated |
| Rotate and disclose a credential secret once. | account | authenticated |
| Update credential limits and API scope. | account | credentials:write |
Catalog & documentation
Tool | Description | Audience | Required permissions |
| Create datasets download. Backend account permissions and ownership checks apply. | account | authenticated |
| Get one API's OpenAPI definition by path. | public | public |
| Get apis id. Backend account permissions and ownership checks apply. | public | public |
| Get apis usage. Backend account permissions and ownership checks apply. | public | public |
| Get datasets id. Backend account permissions and ownership checks apply. | public | public |
| Fetch one documentation page by UUID. | public | public |
| Get documents openapi.json. Backend account permissions and ownership checks apply. | public | public |
| Get integrations id. Backend account permissions and ownership checks apply. | public | public |
| Find models by ID or name. | public | public |
| Get one service's display pricing. | public | public |
| Get a service's public Usage package amount and price for Credit-to-USD conversion. | public | public |
| Get one service by UUID or alias. | public | public |
| Get services apis. Backend account permissions and ownership checks apply. | public | public |
| Get services proxies. Backend account permissions and ownership checks apply. | public | public |
| List API endpoints and billing metadata. | public | public |
| List downloadable datasets. | public | public |
| Browse documentation pages. | public | public |
| List platform integrations. | public | public |
| List rich model metadata and pricing. | public | public |
| List OpenAI-compatible chat models. | account | authenticated |
| List or search available services. | public | public |
| Search public documentation. | public | public |
Applications & deployments
Tool | Description | Audience | Required permissions |
| Start a stopped deployment. | account | applications:write |
| Create an application subscription. | account | applications:write |
| Create applications sponsor. Backend account permissions and ownership checks apply. | admin | applications:write:any |
| Create applications update disabled. Backend account permissions and ownership checks apply. | admin | applications:write:any |
| Create applications update remaining amount. Backend account permissions and ownership checks apply. | admin | credits:write:any |
| Start or redeploy an application workload. | account | applications:write |
| Get one application and service details. | account | applications:read |
| Get applications recharge card eligibility. Backend account permissions and ownership checks apply. | account | authenticated |
| Summarize remaining Credits. | account | applications:read |
| Get deployment scheduling events. | account | applications:read |
| Get bounded deployment logs. | account | applications:read |
| Get live deployment status. | account | applications:read |
| List account subscriptions. | account | applications:read |
| List applications. Backend account permissions and ownership checks apply. | admin | applications:read, applications:read:any |
| Save a deployment configuration draft. | account | applications:write |
| Destroy a workload and delete its application. | account | applications:write |
| Update global-balance fallback policy. | account | applications:write |
Usage & billing
Tool | Description | Audience | Required permissions |
| Apply for an invoice. | account | authenticated |
| Cancel an invoice. | account | authenticated |
| Confirm saved card setup. | account | auto-recharge:write |
| Create auto recharge. | account | auto-recharge:write |
| Create auto recharge configs cancel setup. Backend account permissions and ownership checks apply. | account | auto-recharge:write |
| Create card fingerprints action name. Backend account permissions and ownership checks apply. | admin | orders:write:any |
| Create invoices admin file. Backend account permissions and ownership checks apply. | admin | invoices:write:any |
| Create invoices admin upload link. Backend account permissions and ownership checks apply. | admin | invoices:write:any |
| Create a recharge order. | account | orders:write |
| Create order discounts. Backend account permissions and ownership checks apply. | admin | order-discounts:write:any |
| Create orders admin create. Backend account permissions and ownership checks apply. | admin | orders:write:any |
| Create orders distribution. Backend account permissions and ownership checks apply. | admin | distribution:write:any |
| Create orders finish. Backend account permissions and ownership checks apply. | admin | orders:write:any |
| Create orders refund. Backend account permissions and ownership checks apply. | admin | orders:refund:any |
| Create orders update details. Backend account permissions and ownership checks apply. | admin | orders:write:any |
| Create orders update price. Backend account permissions and ownership checks apply. | admin | orders:write:any |
| Create recharge cards admin issue. Backend account permissions and ownership checks apply. | admin | recharge-cards:write:any |
| Create recharge cards allocations. Backend account permissions and ownership checks apply. | account | applications:write |
| Create recharge cards allocations claim. Backend account permissions and ownership checks apply. | account | applications:write |
| Create recharge cards allocations close. Backend account permissions and ownership checks apply. | account | applications:write |
| Create recharge cards recipients resolve. Backend account permissions and ownership checks apply. | account | applications:write |
| Create recharge cards redeem. Backend account permissions and ownership checks apply. | account | recharge-cards:redeem |
| Delete auto recharge. | account | auto-recharge:write |
| Delete order discounts id. Backend account permissions and ownership checks apply. | admin | order-discounts:write:any |
| Disable auto recharge. | account | auto-recharge:write |
| Export bounded order CSV. | account | orders:read |
| Export bounded usage CSV. | account | usage:read |
| Get auto recharge. | account | auto-recharge:read |
| Get one invoice. | account | authenticated |
| Get a signed invoice URL. | account | authenticated |
| Get invoices admin download. Backend account permissions and ownership checks apply. | admin | invoices:read:any |
| Get invoices admin id. Backend account permissions and ownership checks apply. | admin | invoices:read:any |
| Get invoices admin stats. Backend account permissions and ownership checks apply. | admin | invoices:read:any |
| Get one order. | account | orders:read |
| Get order discounts id. Backend account permissions and ownership checks apply. | admin | order-discounts:read:any |
| Get an order's active invoice. | account | authenticated |
| Summarize caller orders. | account | orders:read |
| Get orders admin context. Backend account permissions and ownership checks apply. | admin | orders:read:any |
| Get orders payment options. Backend account permissions and ownership checks apply. | account | orders:read |
| Get orders revenue summary. Backend account permissions and ownership checks apply. | admin | revenue:read |
| Get orders revenue trend. Backend account permissions and ownership checks apply. | admin | revenue:read |
| Get proxy usage detail. | account | usage:read |
| Get recharge cards allocations id. Backend account permissions and ownership checks apply. | account | applications:read |
| Get recharge cards allocations token. Backend account permissions and ownership checks apply. | public | applications:read |
| Get recharge cards allocations wallet. Backend account permissions and ownership checks apply. | account | applications:read |
| Get API usage detail. | account | usage:read |
| List invoices across accounts. | admin | invoices:read:any |
| List auto-recharge configs. | account | auto-recharge:read |
| List billing profiles. | account | authenticated |
| List invoices. | account | authenticated |
| List order discounts. Backend account permissions and ownership checks apply. | admin | order-discounts:read:any |
| List recharge orders. | account | orders:read |
| List orders. Backend account permissions and ownership checks apply. | admin | orders:read, orders:read:any |
| List proxy usage. | account | usage:read |
| List recharge cards admin. Backend account permissions and ownership checks apply. | admin | recharge-cards:read:any |
| List recharge cards allocations. Backend account permissions and ownership checks apply. | account | applications:read |
| List recent API usage records. | account | usage:read |
| List usage apis. Backend account permissions and ownership checks apply. | admin | usage:read, usage:read:any |
| List usage proxies. Backend account permissions and ownership checks apply. | admin | usage:read, usage:read:any |
| List usage status codes. | account | usage:read |
| Create an order payment session. | account | authenticated |
| Preview invoice amount. | account | authenticated |
| Quote auto recharge. | account | auto-recharge:read |
| Refresh payment state. | account | orders:write |
| Create card setup state. | account | auto-recharge:write |
| Update auto recharge. | account | auto-recharge:write |
| Update invoices admin id. Backend account permissions and ownership checks apply. | admin | invoices:write:any |
| Update order discounts id. Backend account permissions and ownership checks apply. | admin | order-discounts:write:any |
| Update recharge cards admin id. Backend account permissions and ownership checks apply. | admin | recharge-cards:write:any |
| Aggregate API spend by API. | account | usage:read |
Sites & branding
Tool | Description | Audience | Required permissions |
| Site Banners Create | workspace | sites:write |
| Site Capability Create | workspace | sites:write |
| Site Document Create | workspace | sites:write |
| Site Domains Create | workspace | sites:write |
| Create site home sections. Backend account permissions and ownership checks apply. | workspace | sites:write |
| Site Service Create | workspace | sites:write |
| Create sites. Backend account permissions and ownership checks apply. | workspace | sites:write |
| Site Banners Delete | workspace | sites:write |
| Site Capability Delete | workspace | sites:write |
| Site Document Delete | workspace | sites:write |
| Site Domains Delete | workspace | sites:write |
| Delete site home sections id. Backend account permissions and ownership checks apply. | workspace | sites:write |
| Site Service Delete | workspace | sites:write |
| Delete sites id. Backend account permissions and ownership checks apply. | workspace | sites:write |
| Sites Detail | workspace | sites:read |
| Site Banners Detail | workspace | sites:read |
| Site Capability Detail | workspace | sites:read |
| Site Document Detail | workspace | sites:read |
| Site Domains Detail | workspace | sites:read |
| Get site home sections id. Backend account permissions and ownership checks apply. | workspace | sites:read |
| Site Service Detail | workspace | sites:read |
| Sites Initialize | workspace | sites:write |
| Site Banners List | workspace | sites:read |
| Site Capability List | workspace | sites:read |
| Site Document List | workspace | sites:read |
| Site Domains List | workspace | sites:read |
| List site home sections. Backend account permissions and ownership checks apply. | workspace | sites:read |
| List site home sections public. Backend account permissions and ownership checks apply. | public | public |
| Site Service List | workspace | sites:read |
| Sites List | workspace | sites:read |
| Sites Menu Translation | workspace | sites:write |
| Sites Update | workspace | sites:write |
| Site Banners Update | workspace | sites:write |
| Site Capability Update | workspace | sites:write |
| Site Document Update | workspace | sites:write |
| Site Domains Update | workspace | sites:write |
| Update site home sections id. Backend account permissions and ownership checks apply. | workspace | sites:write |
| Site Service Update | workspace | sites:write |
| Site Domains Verify | workspace | sites:write |
Community & wallet
Tool | Description | Audience | Required permissions |
| Coin Wallet Confirm | account | authenticated |
| Create coin wallet calculator. Backend account permissions and ownership checks apply. | account | authenticated |
| Create coin wallet unbind. Backend account permissions and ownership checks apply. | account | authenticated |
| Create distribution redemptions redeem. Backend account permissions and ownership checks apply. | account | authenticated |
| Create distribution statuses update level. Backend account permissions and ownership checks apply. | admin | distribution:write:any |
| Create distribution statuses update reward. Backend account permissions and ownership checks apply. | admin | distribution:write:any |
| Create surveys admin templates. Backend account permissions and ownership checks apply. | admin | surveys:write |
| Coin Wallet Challenge | account | authenticated |
| Delete surveys admin templates id. Backend account permissions and ownership checks apply. | admin | surveys:write |
| Translations Disable | account | authenticated |
| Translations Enable | account | authenticated |
| Get coin infos id. Backend account permissions and ownership checks apply. | account | authenticated |
| Get coin policies id. Backend account permissions and ownership checks apply. | public | public |
| Get content reports admin id. Backend account permissions and ownership checks apply. | admin | content-reports:read |
| Get distribution histories id. Backend account permissions and ownership checks apply. | account | authenticated |
| Distribution Rank | account | authenticated |
| Get distribution redemptions preview. Backend account permissions and ownership checks apply. | account | authenticated |
| Get distribution statuses id. Backend account permissions and ownership checks apply. | account | authenticated |
| Distribution Trend | account | authenticated |
| Distribution Platform_Rank | account | authenticated |
| Surveys Detail | account | authenticated |
| Surveys Response | account | authenticated |
| Get surveys admin templates id. Backend account permissions and ownership checks apply. | admin | surveys:read |
| Translations Capabilities | account | authenticated |
| Coin Wallet Summary | account | authenticated |
| Distribution Initialize | account | authenticated |
| Coin Info | account | authenticated |
| List coin policies. Backend account permissions and ownership checks apply. | account | authenticated |
| List content reports admin. Backend account permissions and ownership checks apply. | admin | content-reports:read |
| Distribution Levels | account | authenticated |
| List distribution redemptions. Backend account permissions and ownership checks apply. | account | authenticated |
| List distribution statuses. Backend account permissions and ownership checks apply. | admin | distribution:read:any |
| Get referral status. | account | authenticated |
| Preferences List | account | authenticated |
| Surveys List | account | authenticated |
| List surveys admin responses. Backend account permissions and ownership checks apply. | admin | surveys:read |
| List surveys admin templates. Backend account permissions and ownership checks apply. | admin | surveys:read |
| Coin Refresh | account | authenticated |
| Reports Create | account | authenticated |
| Surveys Submit | account | authenticated |
| Update coin wallet visibility. Backend account permissions and ownership checks apply. | account | authenticated |
| Update content reports admin id. Backend account permissions and ownership checks apply. | admin | content-reports:write |
| Preferences Update | account | authenticated |
| Update surveys admin templates id. Backend account permissions and ownership checks apply. | admin | surveys:write |
Content & announcements
Tool | Description | Audience | Required permissions |
| Add a review comment; requires blog:read and either blog:write or blog:publish. | workspace | blog:read |
| Approve a submitted version as a different account from its creator. | workspace | blog:read, blog:publish |
| Publish a platform announcement. | workspace | announcements:write |
| Create announcements admin polish. Backend account permissions and ownership checks apply. | workspace | announcements:write |
| Create announcements admin translate. Backend account permissions and ownership checks apply. | workspace | announcements:write |
| Save an unpublished blog draft. | workspace | blog:write |
| Delete announcements admin id. Backend account permissions and ownership checks apply. | workspace | announcements:write |
| Delete a blog and its translations. | workspace | blog:write |
| Get announcements admin id. Backend account permissions and ownership checks apply. | workspace | announcements:read |
| Read full editable blog source. | workspace | blog:read |
| Read a localized published blog post. | public | public |
| List published announcements. | public | public |
| List announcements admin. Backend account permissions and ownership checks apply. | workspace | announcements:read |
| Read private review threads and replies. | workspace | blog:read |
| List blog drafts and published editorial records. | workspace | blog:read |
| List published blog posts. | public | public |
| List showcases. Backend account permissions and ownership checks apply. | public | public |
| Publish an approved draft now or schedule its public visibility. | workspace | blog:write, blog:publish |
| Reject a submitted version using a summary or an existing open review comment. | workspace | blog:read, blog:publish |
| Reply to a review comment; requires blog:read and either blog:write or blog:publish. | workspace | blog:read |
| Resolve or reopen a review thread; requires blog:read and either blog:write or blog:publish. | workspace | blog:read |
| Submit a draft or rejected post for review. | workspace | blog:write |
| Return a public blog post to draft. | workspace | blog:write, blog:publish |
| Update announcements admin id. Backend account permissions and ownership checks apply. | workspace | announcements:write |
| Edit draft source; unpublish before changing public content. | workspace | blog:write |
| Withdraw approval before publication. | workspace | blog:read, blog:publish |
| Withdraw a pending review request. | workspace | blog:write |
Email marketing & analytics
Tool | Description | Audience | Required permissions |
| Create email audiences candidates. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Create email audiences resolve. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Create email campaigns. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Create email control. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Create email provider health. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Create email suppressions. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Create email suppressions deactivate. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Delete email campaigns id. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Get email audiences profiles user id. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email audiences summary. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email campaigns audience candidates. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email campaigns id. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email campaigns preview. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email campaigns report. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email overview. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get email provider health. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Get marketing attribution active users. Backend account permissions and ownership checks apply. | admin | marketing-attribution:read |
| Get marketing attribution analytics. Backend account permissions and ownership checks apply. | admin | marketing-attribution:read |
| Get marketing attribution summary. Backend account permissions and ownership checks apply. | admin | marketing-attribution:read |
| List email campaigns. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| List email campaigns recipients. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| List email events. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| List email subscriptions. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| List email suppressions. Backend account permissions and ownership checks apply. | admin | email-marketing:read |
| Run email campaigns activate. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns cancel. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns create carryover. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Run email campaigns pause. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns prepare. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Run email campaigns prepare carryover. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Run email campaigns preview audience. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Run email campaigns release next wave. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns resume. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns retry failed. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Run email campaigns revise. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
| Run email campaigns send. Backend account permissions and ownership checks apply. | admin | email-marketing:send |
| Update email campaigns id. Backend account permissions and ownership checks apply. | admin | email-marketing:write |
Access control & automation
Tool | Description | Audience | Required permissions |
| Access Cancel | account | authenticated |
| Create access grants. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Create access grants grandfather. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Create access policies. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Access Create | account | authenticated |
| Create access requests approve. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Create access requests reject. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Create api request access eligibility. Backend account permissions and ownership checks apply. | account | authenticated |
| Create feature flags. Backend account permissions and ownership checks apply. | admin | feature-flags:write |
| Create webhook subscriptions. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Create webhooks. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Create webhooks test. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Delete access grants id. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Delete access policies id. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Delete feature flags id. Backend account permissions and ownership checks apply. | admin | feature-flags:write |
| Delete webhook subscriptions id. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Delete webhooks id. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Get access grants id. Backend account permissions and ownership checks apply. | admin | access-control:read |
| Get access policies id. Backend account permissions and ownership checks apply. | admin | access-control:read |
| Access Detail | account | authenticated |
| Get feature flags evaluate. Backend account permissions and ownership checks apply. | admin | feature-flags:read |
| Get feature flags id. Backend account permissions and ownership checks apply. | admin | feature-flags:read |
| Get feature flags scorecard. Backend account permissions and ownership checks apply. | admin | feature-flags:read |
| Get webhook subscriptions id. Backend account permissions and ownership checks apply. | workspace | webhooks:read |
| Get webhooks headers name. Backend account permissions and ownership checks apply. | workspace | webhooks:reveal |
| Get webhooks id. Backend account permissions and ownership checks apply. | workspace | webhooks:read |
| List access grants. Backend account permissions and ownership checks apply. | admin | access-control:read |
| List access policies. Backend account permissions and ownership checks apply. | admin | access-control:read |
| Access List | account | authenticated |
| List feature flags. Backend account permissions and ownership checks apply. | admin | feature-flags:read |
| List webhook subscriptions. Backend account permissions and ownership checks apply. | workspace | webhooks:read |
| List webhooks. Backend account permissions and ownership checks apply. | workspace | webhooks:read |
| List webhooks events. Backend account permissions and ownership checks apply. | workspace | webhooks:read |
| Update access grants id. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Update access policies id. Backend account permissions and ownership checks apply. | admin | access-control:write |
| Update feature flags id. Backend account permissions and ownership checks apply. | admin | feature-flags:write |
| Update webhook subscriptions id. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
| Update webhooks id. Backend account permissions and ownership checks apply. | workspace | webhooks:write |
Payment authorization
Tool | Description | Audience | Required permissions |
| X402 Confirm | account | authenticated |
| X402 Revoke | account | authenticated |
| Create x402 payment authorization revoke setup. Backend account permissions and ownership checks apply. | account | coin:write |
| Create x402 transaction prepare. Backend account permissions and ownership checks apply. | account | coin:write |
| Create x402 transaction status. Backend account permissions and ownership checks apply. | account | coin:write |
| Create x402 transaction submit. Backend account permissions and ownership checks apply. | account | coin:write |
| X402 Disable | account | authenticated |
| X402 Enable | account | authenticated |
| X402 Current | account | authenticated |
| X402 Setup | account | authenticated |
Administration & risk
Tool | Description | Audience | Required permissions |
| Create configuration providers. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
| Create configuration providers capabilities. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
| Create distribution cases compensate. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create distribution cases revert compensation. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create distribution risk bans. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create distribution risk bans revoke. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create distribution risk bypasses. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create distribution risk bypasses revoke. Backend account permissions and ownership checks apply. | admin | distribution-risk:write |
| Create payment risk holds release. Backend account permissions and ownership checks apply. | admin | orders:refund:any |
| Delete configuration capabilities capability id. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
| Delete configuration providers pid. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
| Get admin users analytics. Backend account permissions and ownership checks apply. | admin | users:read:any |
| Get configuration capabilities checks. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get configuration domains. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get configuration models model. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get configuration providers checks. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get configuration providers pid. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get configuration summary. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| Get distribution cases compensation preview. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| Get distribution cases id. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| Get distribution risk bans id. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| Get distribution risk bypasses id. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| List administrative model routing and health cards, including status, active provider, latency, check statistics and provider coverage. Supports q, status and provider filters. | admin | provider-routing:read |
| List configuration providers. Backend account permissions and ownership checks apply. | admin | provider-routing:read |
| List distribution risk bans. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| List distribution risk bypasses. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| List distribution risk histories. Backend account permissions and ownership checks apply. | admin | distribution-risk:read |
| Update configuration capabilities capability id. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
| Update configuration providers pid. Backend account permissions and ownership checks apply. | admin | provider-routing:write |
Files & utilities
Tool | Description | Audience | Required permissions |
| Create files. Backend account permissions and ownership checks apply. | account | authenticated |
Calling a write/admin tool without confirm=true returns a redacted
dry-run preview and performs no HTTP request.
Find failed invoices
Use acedatacloud_list_invoices(status="Failed") to find caller-owned invoices whose issuance failed. Read the returned failure_reason before deciding whether to apply again or contact support. Failed is a read filter, not an administrator status-update option.
Bank-transfer payments
For a caller-owned order, first call acedatacloud_get_orders_payment_options(id=...) to read the available transfer routes and amount thresholds. Both personal and business accounts can use BankTransfer without business verification, but domestic CNY and international USD transfers require an order amount of at least USD 300. Use the CNY amount displayed at payment time; availability also depends on collection-channel configuration and package eligibility.
Review the order, amount, and payment route, then call acedatacloud_pay_order(order_id=..., pay_way="BankTransfer", confirm=true) only after confirmation. Bank transfers require the authenticated order owner and are not available anonymously.
Invoice red-flush and reapplication
Call acedatacloud_get_order_invoice(order_id=...) to read the active invoice. An automatic red-flush request leaves the invoice Issued; red_state tracks progress. Submission is not completion: do not apply again while confirmation, red-invoice issuance, or archiving is pending. Only after the red invoice is issued and archived does the original become Voided and the order become eligible for reapplication. Use acedatacloud_list_invoices(order_id=...) for invoice history.
Failed or uncertain red-flush results require finance review and do not release the invoice restriction early. Manually issued invoices must first be voided or red-flushed in the tax/invoicing system, then confirmed by finance on the platform.
Website homepage presentation
For a website section, pass presentation={"open_external": false} to acedatacloud_create_site_home_sections or acedatacloud_update_site_home_sections_id to disable external opening; use true to enable it. Read the current section first and review the write preview before calling again with confirm=true. Website sections still render in an iframe; open_external is not supported for Markdown or HTML sections.
Omitting presentation uses Backend defaults on creation and preserves current options on PATCH. PATCH merges supplied presentation keys, so an empty object does not clear existing options. Read back the section with acedatacloud_get_site_home_sections_id; visible sections also return presentation through acedatacloud_list_site_home_sections_public without account credentials.
Check x402 ACE buyback and burn
When the policy is enabled, eligible Base mainnet Circle USDC and Solana mainnet USDC receipts allocate exactly 3% of the received amount to buying and burning ACE without an extra wallet charge. There is no fixed per-operation or daily USDC buyback cap; available funds, market quotes and chain finality can still affect completion time. Recharge is counted once; later API calls using those Credits are not counted again. Historical discounted orders and old-policy orders are not automatically included.
Call acedatacloud_get_order(order_id=...) and inspect ace_burn. settlement_network and settlement_transaction identify the original payment, while execution_network identifies execution on Solana. Pending or Processing is not proof of a burn; only Completed indicates verified final proof, including public swap_signature and burn_signature transaction identifiers. A Base payment awaiting finality can delay the buyback without blocking already credited Credits. A null ace_burn is not evidence of a completed burn. Wallet/payment signatures and authorization payloads remain confidential.
Diagnose x402 order failures
Read acedatacloud_get_order or acedatacloud_list_orders and inspect metadata.x402.last_error / metadata.x402.errors. They preserve the public code, stage, retryable, charged, and params, with public explanation in reason and event time in timestamp. Re-reading the order preserves specific codes such as insufficient_token_balance (insufficient USDC on the selected network) and invalid_signature rather than replacing them with payment_failed.
Treat charged as three-state: explicit false means rejection before settlement; a missing field means the charge state is unknown, not that no charge occurred. A Failed order cannot be retried in place; resolve the wallet issue and create a new order. For support, share only the order ID and public error code, never full payment signatures, wallet signatures, authorization payloads, or raw facilitator/RPC diagnostics.
Related MCP server: Dify Management MCP
Connect to the account MCP
This is the management MCP at https://mcp.acedata.cloud/mcp. It uses a platform token, not the per-service ACEDATACLOUD_API_TOKEN used by generation MCPs. Choose one route:
Route | Use it when | Credential |
Hosted OAuth | Your MCP client supports remote OAuth | Add the URL only, sign in, and review the actual account permissions on the consent screen. DCR registers the client, not an API key. |
Hosted platform token | Your client cannot complete OAuth or needs an explicit management credential | Send |
Local stdio | Your client launches local MCP processes | Install |
Hosted OAuth reuses or creates a durable platform token. Review the consent screen for the account capabilities being requested; the account's current backend permissions still govern individual tools, and OAuth consent does not grant administrator access. Sensitive writes require their documented confirmation steps. Platform tokens are returned in full only when created; keep them private. Platform token documentation.
Hosted OAuth clients
Claude / Claude Desktop chat: Add a remote custom connector in
Customize → Connectors → Add custom connector, enterhttps://mcp.acedata.cloud/mcp, select sign-in, and choose Register automatically if Claude asks how to register its OAuth client. Review consent. The Desktop local JSON file is a separate local-process mechanism. Claude connector guide.Claude Code:
claude mcp add --transport http --scope user acedatacloud https://mcp.acedata.cloud/mcp, thenclaude mcp login acedatacloud. Check/mcp. Claude Code guide.Cursor: Add
https://mcp.acedata.cloud/mcpas a remote MCP server and finish browser sign-in. Personal config is~/.cursor/mcp.json; project config is<project>/.cursor/mcp.json. Cursor guide.VS Code / Copilot: Run MCP: Add Server, select HTTP, enter the URL, finish sign-in, and check MCP: List Servers. The VS Code workspace format is
<project>/.vscode/mcp.json; its newer portable format is<project>/.mcp.json. VS Code guide.Codex:
codex mcp add acedatacloud --url https://mcp.acedata.cloud/mcp, thencodex mcp login acedatacloud. User settings live in~/.codex/config.toml. Official Codex guide.
Cursor URL-only example:
{"mcpServers":{"acedatacloud":{"url":"https://mcp.acedata.cloud/mcp"}}}VS Code-specific workspace example:
{"servers":{"acedatacloud":{"type":"http","url":"https://mcp.acedata.cloud/mcp"}}}Explicit platform token
Sign in or register at Ace Data Cloud → Account Tokens.
Click Create and copy the token with the copy button. It starts with
platform-; it is an account-management credential, separate from an application's generation API key.Paste only the token into this account MCP's credential field, or set
ACEDATACLOUD_PLATFORM_TOKENfor local stdio. AddBeareronly when configuring an HTTPAuthorizationheader yourself.Keep it private and remove it from Account Tokens to revoke access when no longer needed. For a client that supports hosted OAuth, you can instead use the browser sign-in flow described in this guide.
For Claude Code, the shell expands the token when adding the server, so protect the saved user config:
export ACEDATACLOUD_PLATFORM_TOKEN='YOUR_PLATFORM_TOKEN'
claude mcp add --transport http --scope user acedatacloud https://mcp.acedata.cloud/mcp \
--header "Authorization: Bearer $ACEDATACLOUD_PLATFORM_TOKEN"For a shared Claude Code project config, merge only the variable reference into <project>/.mcp.json; each user sets the environment variable independently:
{
"mcpServers": {
"acedatacloud": {
"type": "http",
"url": "https://mcp.acedata.cloud/mcp",
"headers": {"Authorization": "Bearer ${ACEDATACLOUD_PLATFORM_TOKEN}"}
}
}
}Cursor uses ${env:ACEDATACLOUD_PLATFORM_TOKEN} in ~/.cursor/mcp.json or an uncommitted project config. In VS Code, MCP: Open User Configuration supports a masked ${input:platform-token} value in the headers entry; keep that input in the user/workspace format rather than portable .mcp.json. Cursor config · VS Code config.
Local stdio
python -m pip install mcp-acedatacloud
export ACEDATACLOUD_PLATFORM_TOKEN='YOUR_PLATFORM_TOKEN'
mcp-acedatacloudClaude Desktop's local-process config is opened from its developer settings (~/Library/Application Support/Claude/claude_desktop_config.json on macOS):
{
"mcpServers": {
"acedatacloud": {
"command": "uvx",
"args": ["mcp-acedatacloud"],
"env": {"ACEDATACLOUD_PLATFORM_TOKEN": "YOUR_PLATFORM_TOKEN"}
}
}
}Keep the user-level file private. uvx requires uv on PATH. This is a local MCP process and is separate from Claude's remote connector.
Verify permissions
A healthy MCP connection and tool list show that the client discovered the server. Start with a read such as acedatacloud_get_user_info or acedatacloud_get_balance to verify your account context. Catalog tools can be public reads; seeing them does not prove your platform token can perform account writes. Follow the confirmation flow for mutations and reread the result. For 401, check the token type or OAuth session; for 403, check the account's actual permission grant. Amounts are in Credits, not USD.
Example prompts
"Draft a Chinese product blog in Markdown, show it for review, then save it."
"Save an unpublished video blog using my uploaded HTTPS video URL, then submit it for peer review."
"Submit blog draft
<id>for review, then as a different account approve or reject it with a comment.""Publish the peer-approved blog draft
<id>from a non-reviewer account.""Schedule blog
<id>for 2026-10-10T09:00:00+08:00.""How many credits do I have left?"
"What did I spend on Suno in the last 7 days?"
"List my API keys and show which ones have a spend cap."
"Create a new API key on application
<id>named ci." → previews, then run with confirm."Top up application
<id>with package<id>and give me the Stripe pay link."
Configuration
Variable | Default | Description |
| — | Required. Platform token. |
|
| Management API base. |
|
| Request timeout (seconds). |
|
| Logging level. |
Development
pip install -e ".[dev,test,http]"
pytest -m "not integration" # unit tests
ruff check . # lint
mypy core tools # type-check
mcp-acedatacloud --transport http --port 8000Notes
Amounts (
remaining_amount,used_amount, totals) are in Credits, not USD.The compatibility tool
acedatacloud_get_configreturnsfeaturesand an IP-detected lowercaseregion(ornullwhen unknown). It does not acceptcountryorregionoverrides.featuresoverrides remain subject to Backend permissions; a frontend region selection is local display state, not a server-region override.For public contact-only Dataset services,
acedatacloud_get_pricingreturnspricing_modeand anyreference_quotefrom the public service catalog. Keep the quote's currency, amount range, unit andstatus="reference"; these are indicative quotes, not Credit billing rules or purchasable Usage packages. Contact the platform to confirm the scope and final price. No quote is invented when metadata has none.Newly created credential/platform tokens are returned in full only once — store them immediately.
Credential rotation = delete + recreate (no in-place rotate endpoint).
Blog drafts default to
content_type="article"and require Markdowncontent. For video posts, setcontent_type="video"and an uploaded HTTPSvideo_url; Markdown is optional and can be cleared withcontent="". Public listing accepts acontent_typefilter. Video/type changes revoke approval just like source edits; submit the saved version for peer review before publication.Blog editorial tools use
blog:read,blog:write, andblog:publishpermissions. Direct grants and permission groups work without making the account a superuser.Blog categories are
product-updates,tech-sharing(the draft default),product-recommendations, andindustry-insights, or an existing administrator-defined slug. Legacy aliasesproduct,engineering,model-news, andcomparisonare still accepted and normalized by the Backend.Category changes revoke draft approval. The category migration also pauses scheduled posts whose category changed; reread the draft and obtain fresh peer approval before publishing or rescheduling it.
Blog publication requires a submitted draft approved by a different account with
blog:readandblog:publish. Rejection requires a reason; approval may include a comment. The publisher must also differ from the reviewer. Readreview_versionbefore review; content edits revoke approval, and withdrawal returns a published post to draft.Hosted OAuth resolves the signed-in account's canonical permissions dynamically. The consent page displays the actual scopes; accounts without blog grants receive none. Reconnect OAuth to review newly granted permissions. Existing durable platform tokens follow current account permissions, including revocations, on each request.
Announcement tools require the corresponding account permission.
New recharge-card allocations accept only
ribbon,blossom,dawnandconfetticover themes; omittheme_idto use the Backend default (ribbon). Creation rejects legacy theme IDs; existing cards retain their original covers.
Management API coverage
The checked-in route ledger in contracts/management_surface.json covers the
current Platform management API. Every business operation maps to a native typed
tool; callbacks, internal/device protocols, website asset delivery and methods
rejected by the backend have explicit exclusion reasons. Existing account tools
retain their subject-scoped queries. Administrative tools use the backend's
canonical permission names and ownership checks.
Hosted tools/list is filtered using the current platform credential's effective
permissions from /platform-tokens/me/. Deploy the Backend subject response and
the Auth consent changes before this MCP. File upload inputs and binary outputs
are Base64 artifacts bounded to 2 MiB; signed download links are returned directly.
For acedatacloud_create_files, provide filename and content_base64, review
the preview, then repeat with confirm=true to upload. The result's file_url
is publicly accessible: do not upload confidential material. Backend chooses a
unique uploads/<uuid> path and preserves a safe filename extension. Supply
content_type matching the actual bytes; if omitted or application/octet-stream,
Backend infers it from the filename. Neither the extension nor MIME inference
converts the file. The returned mime is the stored MIME type. Reuse the returned
file_url for other APIs rather than constructing a URL or treating CDN hosting
as a permanent archive. The MCP's 2 MiB limit still applies even though Backend
accepts larger files.
Discovery and compatibility
The default ACEDATACLOUD_TOOL_PROFILE=curated advertises task-oriented tools
instead of duplicate generated REST aliases, redundant PUT variants and web-client
helpers (rendering, read receipts, telemetry and protocol plumbing). It keeps
personal-account, site, editorial and administrative business workflows. The
usage guide lists only tools visible to the current credential.
Each advertised API tool also carries acedatacloud/category and
acedatacloud/audience metadata in its MCP _meta field.
Active legacy names, arguments and routes remain callable for existing integrations;
hidden aliases are not redirected to another implementation. Retired ACE snapshot
operations are removed from both profiles and cannot be called. Set
ACEDATACLOUD_TOOL_PROFILE=full explicitly for compatibility discovery or
diagnostics. This restores discovery only: permissions, ownership checks,
secret redaction and confirm=true requirements still apply.
Cross-account collection tools stay discoverable only with the matching
:any permission. Personal-account tools continue to scope queries to the
authenticated subject. An unrelated administrative permission never promotes
an account query into a cross-account query.
To refresh the generated surface with the Backend runtime and then the MCP runtime:
<backend-python> scripts/export_platform_management.py --backend <PlatformBackend> --output /tmp/platform-routes.json
python scripts/compile_platform_management.py --input /tmp/platform-routes.json --backend <PlatformBackend>Both scripts live at the monorepo root. The exporter uses synthetic configuration and does not read a production .env or execute endpoint handlers.
Documentation
License
MIT — see LICENSE.
Available Tools
28 toolsacedatacloud_get_apis_idCInspect
Get apis id. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden, and it does disclose two real behavioral facts: account permission/ownership checks are enforced and only "public" permission is required. It does not state that the operation is read-only, nor describe pagination or error behavior for a tool whose schema exposes limit/offset.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short, front-loaded sentences with no padding. Length is appropriate, though the first sentence is a null-information restatement of the name rather than an earning opener.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be described, but the description leaves the tool's actual subject matter vague and says nothing about the two optional pagination parameters. For a get-by-id tool with three parameters and no annotations, this is under-specified.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% across three parameters. The description mentions neither the required id nor the limit/offset pagination parameters, so it fails to compensate for the schema gap. The only hint is the word "id" embedded in the title-like phrase.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get apis id" is essentially the tool name restated in broken grammar, so it barely states what the tool returns. The agent can infer it fetches a single API record by id (as opposed to the sibling acedatacloud_list_apis), but the description itself adds nothing on the resource or its contents.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description gives a permission prerequisite ("Required permissions: public", backend account/ownership checks), which is useful context, but never says when to use this tool versus siblings such as acedatacloud_get_api_spec, acedatacloud_get_apis_usage, or acedatacloud_list_apis.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_api_specAInspect
Get one API endpoint's OpenAPI spec (definition) plus its method, stage
and billing cost, looked up by path. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| path | Yes | API path, e.g. '/suno/audios' or '/midjourney/imagine'. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description adds critical behavioral context: 'No token required' indicating no authentication needed. It also describes the return fields (definition, method, stage, cost). Missing details like rate limits or error handling, but sufficient for basic transparency.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two concise sentences with no unnecessary words. Front-loaded with key action and outputs. Perfectly sized for the tool's simplicity.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a simple lookup tool with an output schema, the description covers purpose, parameter, basic behavior, and authentication. Lacks details on error conditions or rate limits, but adequate for effective use.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with one parameter 'path' and a clear example. The description adds meaning by explaining what the tool returns (definition, method, stage, cost), complementing the schema's parameter description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Get', the resource 'one API endpoint's OpenAPI spec', and includes the specific outputs (definition, method, stage, billing cost). It distinguishes from sibling tool 'acedatacloud_list_apis' which lists APIs, not a single spec.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description does not provide explicit when or when-not to use this tool versus alternatives. It implies use for retrieving a specific API endpoint spec by path, but no comparative guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_apis_usageCInspect
Get apis usage. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It does disclose that backend account permission and ownership checks apply and that the required permission is 'public', which is genuinely useful auth context. However, it says nothing about read-only nature, pagination behavior, or what the usage data represents.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short sentences, front-loaded with the action, no filler. The structure is efficient, though the sentence fragments are somewhat clipped.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need not be explained, but with 0% schema description coverage, no annotations, and an unexplained required id, the definition is too thin for an agent to invoke this tool confidently.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% and the description adds no parameter meaning at all. The required 'id' parameter is not explained (id of what?), and 'limit'/'offset' are only given placeholder descriptions in the schema. The description does nothing to compensate for the coverage gap.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a verb+resource ('Get apis usage'), but it is essentially a restatement of the tool name and does not distinguish this tool from siblings such as acedatacloud_get_usage_guide or acedatacloud_get_apis_id. An agent cannot tell from the description what 'apis usage' means concretely or how it differs from adjacent tools.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No when-to-use guidance, no exclusions, and no mention of the alternative acedatacloud_get_usage_guide which sounds nearly identical. The only context given is a permission note, which is not usage guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_blog_postAInspect
Read a published article or video with localized source fields.
| Name | Required | Description | Default |
|---|---|---|---|
| lang | No | Requested translation language. | |
| slug | Yes | Public blog slug. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It adds two useful behavioral facts: that only 'published' content is returned (not drafts), and that source fields are 'localized'. It does not cover auth requirements, error behavior, or fallback when a translation is unavailable.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
A single tight sentence with no filler, and the core action is front-loaded. It is perhaps slightly too terse to route the agent between sibling read tools, but nothing wastes space.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be described, and all parameters are documented in the schema. For a simple read-by-slug tool the description is nearly complete, missing only guidance on missing/unpublished slugs and localization fallback.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, with 'lang' documented as requested translation language and 'slug' as the public blog slug. The phrase 'localized source fields' loosely signals the lang parameter's effect, but adds no format, default, or fallback detail beyond the schema. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb ('Read') and resource ('published article or video'), which maps clearly to a single blog post fetch. It implicitly contrasts with the list sibling (list_blog_posts) by describing a single item, but never names the sibling explicitly.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The 'published' framing implies this is for retrieving an individual live post by slug, which naturally distinguishes it from list_blog_posts. However, there is no explicit when-to-use statement, no exclusions, and no mention of what happens for unpublished or missing slugs.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_coin_policies_idCInspect
Get coin policies id. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden, and it does add some value by stating that backend account permissions and ownership checks apply plus an access level ('public'). However it says nothing about pagination behavior for limit/offset or side effects, so it only partially compensates for the missing annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The text is very short and front-loads the operation, but the opening clause is a redundant restatement of the name and the phrasing is stilted. It is brief but not particularly well-structured.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need not be described, but three undocumented parameters, no usage context, and only a bare permission note leave the definition inadequate for a lookup tool with pagination options.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% across three parameters (id, limit, offset), and the description explains none of them. The required 'id' and the limiting/paging parameters are left entirely undocumented, so the description fails to compensate for the coverage gap.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'Get coin policies id' essentially restates the tool name rather than explaining what a 'coin policy' is or what retrieving its 'id' returns. It gives a verb and a resource but no meaningful scope or differentiation from sibling get_* tools.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this versus the many sibling lookup tools, nor any preconditions. The only contextual note is a permission requirement, which is not usage routing.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_datasets_idCInspect
Get datasets id. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It does add real behavioral context by disclosing that backend account permission and ownership checks apply and that 'public' permission is required, which is valuable. However, it says nothing about pagination behavior, what happens on missing/unauthorized ids, or the shape of the result.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is short and front-loaded, with no filler sentences, but the phrasing "Get datasets id" is awkward and redundant with the name, and the permission sentence is the only substantive content.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be explained, but the description leaves two documented pagination parameters unexplained and gives no usage context relative to list_datasets. For a resource-fetch tool with zero annotation coverage and 0% param coverage, it is under-specified.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, so the description must compensate for all three parameters. It only implicitly references the required 'id' and gives no meaning to 'limit' or 'offset', whose schema descriptions are placeholder tokens. The description adds no semantic value about any parameter.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get datasets id" essentially restates the tool name and is ambiguous: it is unclear whether it fetches a dataset by id or fetches the id field of a dataset. It never states it retrieves a single dataset resource, nor does it differentiate itself from the sibling list_datasets.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use or when-not-to-use guidance, and no mention of list_datasets as the alternative for browsing rather than fetching one dataset. The only routing hint is the required 'id' parameter.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_docAInspect
Fetch one documentation page's full content by its UUID. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| doc_id | Yes | Document UUID (from search results or list). |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It discloses that no token is required, which is a behavioral trait. However, it does not mention what happens if the UUID is invalid, response size, or any side effects. For a simple read operation, this is adequate but not comprehensive.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, no wasted words. The description is front-loaded with the action and resource, then adds the key usage note about authentication. Every sentence earns its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's simplicity (single parameter, output schema exists), the description is complete. It covers the purpose, identifier source, and authentication requirement. No additional context is needed for a basic fetch operation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema has 100% coverage with a description for the only parameter. The description adds context: 'Document UUID (from search results or list),' indicating where to obtain the ID. This adds value beyond the schema's simple type declaration.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action ('Fetch'), the resource ('documentation page'), and the identifier ('by its UUID'). It distinguishes from siblings like 'acedatacloud_list_docs' and 'acedatacloud_search_docs' by specifying full content retrieval for a single document.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides the crucial usage hint 'No token required,' indicating that authentication is not needed. This helps the agent decide when to use this tool over other tools that may require tokens. However, it does not explicitly specify when not to use it or mention alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_documents_openapi.jsonCInspect
Get documents openapi.json. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| lang | No | ||
| limit | No | ||
| offset | No | ||
| lookup_value | Yes |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It does disclose that backend permission and ownership checks apply and names the required permission, which is useful. However it says nothing about read-only semantics, pagination behavior implied by limit/offset, or the nature of the lookup, leaving most behavioral context unstated.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short sentences with no padding and the purpose stated first. However, the permission sentence is cryptic ("public" as a permission value) and the whole entry is under-specified rather than truly concise.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need no explanation, but for a 4-parameter tool with zero schema coverage, no annotations, and many similar siblings, the description omits the parameter guidance and sibling differentiation an agent needs to call it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% and four parameters (lang, limit, offset, lookup_value) are entirely unexplained in both schema and description. The description does not compensate at all for the coverage gap, so even the required lookup_value has no stated meaning or format.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get documents openapi.json" essentially restates the tool name without a clear verb+resource explanation of what a document actually is or what is returned. It does not distinguish this from siblings like acedatacloud_get_doc, acedatacloud_get_api_spec, or acedatacloud_search_docs.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use guidance and no mention of alternatives among the many doc/spec siblings. The agent gets only a permission note, not a condition that selects this tool over near-identical ones.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_integrations_idCInspect
Get integrations id. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It usefully states that backend account permissions and ownership checks apply and lists 'public' as the required permission, adding some behavioral context beyond structured fields. However, it omits other relevant traits such as read-only nature, idempotency, or error behavior.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is very short and front-loaded, with no wasted sentences. The first sentence is awkwardly phrased, but the overall brevity is appropriate for a simple get tool.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's simplicity and the presence of an output schema, the description still fails to state what resource is being fetched or what the 'id' parameter refers to. It also does not differentiate from sibling list or get tools, leaving the agent with insufficient context for correct selection.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, and the description does not mention any parameters. It provides no meaning for 'id', 'limit', or 'offset', leaving the placeholder schema descriptions as the only (non-informative) source.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'Get integrations id' essentially restates the tool name and does not clearly specify that it retrieves a single integration resource by ID. It fails to distinguish this tool from sibling acedatacloud_list_integrations or other get_* tools.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description mentions permissions and ownership checks but provides no guidance on when to use this tool versus alternatives such as acedatacloud_list_integrations. There are no explicit conditions or exclusions for its use.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_modelAInspect
Look up models by id/name (case-insensitive substring) with their credit pricing and capabilities. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| model | Yes | Model id or name, e.g. 'gpt-4.1', 'claude', 'veo'. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries full burden. It discloses the auth requirement (no token) and matching behavior (case-insensitive substring), but lacks details on error handling, rate limits, or what happens if model is not found.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences with no wasted words. First sentence covers action and return, second sentence covers auth. Highly efficient.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool has one parameter and an output schema (implied), the description is largely complete. It explains the lookup method, return content, and auth. Missing potential edge cases like 'not found' behavior, but overall adequate.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema already provides a description for the 'model' parameter. The tool description adds value by explaining the case-insensitive substring matching behavior, which goes beyond the schema's 'id or name' description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'look up' and resource 'models', specifies case-insensitive substring matching by id/name, and mentions the return of credit pricing and capabilities. This distinguishes it from sibling tools like acedatacloud_list_models.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides clear context for when to use (look up specific models) and explicitly states no token is required. However, it does not explicitly mention when not to use or suggest alternatives like list_models for browsing.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_pricingAInspect
Get billing unit, free amount and display cost rules. Public contact-only datasets also return pricing_mode and any reference_quote, not checkout prices. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| service | Yes | Service UUID or alias to price (e.g. 'suno'). |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden and does disclose meaningful traits: authentication is not required ('No token required') and the response shape varies by dataset type (contact-only datasets return pricing_mode and reference_quote instead of checkout prices). It omits rate limits or whether the call is purely read-only, but the behavioral disclosure is solid.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short sentences, front-loaded with what is returned, then the exception case, then the auth note. No filler, though the second sentence is slightly dense with unglossed field names.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be enumerated, yet the description still flags the conditional fields an agent should expect. Combined with the auth statement, it is adequate for a single-parameter lookup tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% and the single 'service' parameter is fully documented in the schema (UUID or alias). The description adds no syntax or format detail beyond that, so baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb+resource ('Get billing unit, free amount and display cost rules'), so an agent knows exactly what it retrieves. It does not name or contrast with siblings like acedatacloud_get_service or acedatacloud_get_public_usage_packages, so differentiation is left to inference.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Adds useful conditional context — public contact-only datasets behave differently and return pricing_mode/reference_quote rather than checkout prices. However, it never says when to pick this over adjacent pricing-related siblings, so usage is implied rather than directed.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_public_usage_packagesAInspect
Get one service's public Usage packages for Credit-to-USD pricing.
The pricing reader returns Credit cost rules, but not the package amount/price pairs. Package ladders can differ between services, so the generic model catalog's ladder must not be substituted for this service. Fail closed if the public service detail cannot be read.
| Name | Required | Description | Default |
|---|---|---|---|
| service | Yes | Service UUID or exact alias whose public Usage packages are needed. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden and does meaningful work: it discloses that ladders are service-specific, that substitution from the generic catalog is invalid, and that the caller should fail closed if the public service detail cannot be read. It omits auth requirements and rate limits, but the data-integrity and failure-mode guidance is substantive.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and its distinguishing constraint are front-loaded in the first sentence, and each following sentence adds a distinct constraint (what the pricing reader lacks, ladder non-portability, fail-closed). Slightly fragmented by line breaks but no filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be spelled out, and the description covers scope, the substitution hazard, and the failure behavior. For a single-parameter read tool this is close to complete, missing only peripheral details like error surface or caching.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% and the schema already defines 'service' as a UUID or exact alias, so the description's parameter-level contribution is limited to the implication that service selection determines which ladder is returned. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Names a specific verb and resource ('Get one service's public Usage packages') and scopes it to Credit-to-USD pricing, then explicitly contrasts it with the pricing reader, which returns cost rules but not package amount/price pairs. An agent can distinguish this from get_pricing and list_model_catalog without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It identifies the alternative source (the pricing reader) and the condition that selects this tool instead — needing package amount/price pairs — and warns against substituting the generic model catalog ladder. It stops short of a full when-not-to-use rubric, but the routing context is clear.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_recharge_cards_allocations_tokenCInspect
Get recharge cards allocations token. Backend account permissions and ownership checks apply. Required permissions: applications:read
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| token | Yes | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden, but it does disclose two useful behavioral facts: backend account permission and ownership checks apply, and it requires the applications:read permission. It omits whether the call is read-only, whether it paginates, and what side effects (if any) occur, so it is only partially adequate.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is three short, front-loaded sentences with no filler. It is appropriately sized, though its brevity reflects under-specification rather than tight editing.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be explained, but the input parameters are entirely undocumented and the purpose is opaque. For a four-parameter tool with zero annotations, the description is significantly incomplete.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% across four parameters (id, token, limit, offset), and the description adds no meaning for any of them. The agent cannot tell what id identifies, what token is for, or how limit/offset behave, so the description fully fails to compensate for the coverage gap.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get recharge cards allocations token" essentially restates the tool name verbatim, so the agent learns almost nothing about what a "recharge cards allocations token" actually is or returns. The only added signal is the permissions line, which is behavioral rather than purpose. This is close to a tautology.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no statement of when to use this tool versus the many sibling get/list tools, nor any prerequisite or exclusion beyond an API permission string. An agent is left to infer the scenario entirely.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_serviceAInspect
Get one service's full detail: title, description, type, unit, free_amount
and its display pricing (cost). No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| service | Yes | Service UUID or alias (e.g. 'suno', 'midjourney'). |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It adds value by stating 'No token required' and listing returned fields, but does not explicitly disclose read-only nature, error handling, or rate limits. It partially compensates but leaves gaps.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single, efficient sentence that lists all key aspects. No redundant words, front-loaded with the purpose. Perfectly concise for the information needed.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the presence of an output schema (not shown), the description need not explain return values. It covers the essential input and behavior (no token required). It could mention what happens if the service is not found, but overall it is fairly complete for a simple get tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with a clear parameter description. The description does not add significant extra meaning beyond the schema; it says 'Get one service's full detail' but doesn't elaborate on the parameter format. Baseline score of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Get', specifies the resource 'one service', and lists the exact details returned (title, description, type, unit, free_amount, cost). This differentiates it from sibling tools like acedatacloud_list_services (list multiple) and acedatacloud_get_pricing (focused on pricing).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description implies use for retrieving full details of a single service, but lacks explicit guidance on when to use this versus alternatives like list_services. It mentions 'No token required' which hints at public access, but no when-not or exclusions are provided.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_services_apisCInspect
Get services apis. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No | ||
| ordering | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries full burden, but it does disclose two useful behavioral facts: backend account permission scoping and ownership checks, plus the required permission level. It says nothing about pagination behavior though the schema exposes limit/offset, nor about response shape.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short sentences, front-loaded with the action and following with the permission constraint. Nearly no waste, though the phrasing is terse to the point of being under-specified rather than genuinely concise.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be described, but the description leaves the required id parameter's meaning, the pagination parameters, and the distinction from sibling list/get tools entirely unexplained. Inadequate for a 4-parameter tool with 0% schema documentation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% and the placeholder descriptions (e.g. "acedatacloud_get_services_apis_limit") convey nothing. With 4 parameters — including a required id whose relationship to the resource is undefined — the description adds no semantics at all, so it fails to compensate for the coverage gap.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get services apis" identifies a resource relationship but is close to a restatement of the tool name, with no verb-level detail about what is being retrieved or scoped. It does not clearly distinguish itself from siblings like acedatacloud_list_apis or acedatacloud_get_services_proxies. Purpose is inferable but vague.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description states a permission requirement ("public") but gives no guidance on when to use this tool instead of list_apis, get_services_proxies, or the other service/API siblings. No preconditions or exclusions are offered.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_services_proxiesCInspect
Get services proxies. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| id | Yes | ||
| limit | No | ||
| offset | No | ||
| ordering | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full disclosure burden. It signals that auth/ownership checks gate the call, which is genuinely useful, but says nothing about pagination behavior (despite limit/offset params), result shape, or what a "proxy" record contains.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short sentences with the resource statement front-loaded and zero padding, but the brevity reflects under-specification rather than density — the space saved is information the agent needed.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need not be described, but the vague purpose, undocumented parameters, absent annotations, and missing sibling differentiation leave the definition inadequate for a paged list-style endpoint.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% and the description mentions none of the four parameters. The required `id` is undocumented (service id? proxy id?), and limit/offset/ordering are entirely unexplained in both schema and description, so the caller must guess.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
"Get services proxies" essentially restates the tool name with a verb+resource pairing but adds no scope, no notion of what a "proxy" is here, and no differentiation from the close sibling acedatacloud_get_services_apis. An agent cannot tell what this retrieves beyond the bare resource name.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description states permission prerequisites ("Backend account permissions and ownership checks apply. Required permissions: public") but gives no when-to-use guidance, no distinction from acedatacloud_get_services_apis or acedatacloud_get_service, and no exclusions. Prerequisites are not usage guidelines.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_get_usage_guideAInspect
Get a guide for using the AceDataCloud platform management tools.
Explains the available tools, the write-confirmation model, and the authentication requirements.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries full burden. It discloses that the tool returns a guide explaining the platform, write-confirmation model, and authentication. While it doesn't explicitly state it is read-only, the description makes the behavior clear.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is two sentences: first states the purpose, second details the content. Extremely concise, front-loaded, and no wasted words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given no parameters and an output schema, the description is complete. It explains what the guide covers, which is sufficient for an agent to decide when to invoke this tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
There are no parameters, so the schema is fully covered. The description does not need to add parameter-specific information, and it provides context for what the tool returns.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states it 'gets a guide' for using the platform, specifying it covers available tools, write-confirmation model, and authentication. This distinguishes it from sibling tools that perform specific operations like create, list, or delete.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description implies the guide is meant to understand the platform before using other tools, but it does not explicitly state when to use it or when not to, nor does it mention alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_announcementsAInspect
List published platform announcements (newest first).
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max announcements to return. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries full burden. It states basic behavior (list, sorted newest first) but lacks details on pagination, authentication requirements, rate limits, or whether announcements are cached. Adequate but not thorough.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Single sentence with no filler. Immediately states purpose and ordering. Every word earns its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a simple list tool with one optional parameter and an output schema, the description is mostly complete. It clarifies ordering and that announcements are 'published'. Could mention the sorting field (e.g., by date) but current phrasing is sufficient.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema covers the single 'limit' parameter with a clear description. The tool description adds ordering info ('newest first') which is about output, not parameter semantics. No additional parameter context beyond schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Description clearly states 'List published platform announcements (newest first)', specifying the action, resource, and ordering. It differentiates from sibling list tools like acedatacloud_list_models or acedatacloud_list_orders by focusing on announcements.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No explicit guidance on when to use this tool versus alternatives. The description implies usage for retrieving announcements, but does not mention scenarios where siblings would be preferred (e.g., using acedatacloud_get_doc for specific documents).
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_apisAInspect
List API endpoints, optionally scoped to one service and/or stage.
Each item carries the path, method, stage and billing cost. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max APIs to return. | |
| stage | No | Optional publication stage filter: Alpha/Beta/Production. | |
| service | No | Optional service UUID or alias to filter the APIs by. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the burden. It discloses that no token is required and mentions the optional filters, but lacks details on pagination, rate limits, or other behavioral traits such as whether it returns all results or is paginated. The output schema likely covers return format, so this is adequate but not outstanding.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence followed by a short clarification, front-loaded with the main purpose. Every word is necessary and no filler is present. It is appropriately sized and structured for efficient reading.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the existence of an output schema, the description need not explain return values. It covers purpose, optional scoping, and authentication requirement. It is mostly complete for a list tool, though it could mention the default limit or ordering, but those are in the schema.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so baseline is 3. The description briefly mentions optional scoping by service and stage, which aligns with parameters, but adds little extra meaning beyond the schema descriptions. It does not elaborate on limit or provide additional context.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'List' and resource 'API endpoints', specifies optional scoping by service and stage, and notes what each item carries (path, method, stage, cost). This distinguishes it from sibling list_* tools that list other entities.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides clear context on when to use the tool (listing APIs with optional filters) and mentions 'No token required.' However, it does not explicitly exclude scenarios where alternatives like list_services might be better, though the purpose is sufficiently distinct.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_blog_postsBInspect
List published articles or videos. No account or blog permission required.
| Name | Required | Description | Default |
|---|---|---|---|
| lang | No | Requested translation language. | |
| limit | No | ||
| offset | No | ||
| category | No | ||
| content_type | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It discloses one meaningful behavioral trait – this is a public endpoint requiring no account or blog permission – which is genuinely useful. But it omits pagination behavior, default ordering, whether unpublished/draft content is included, and how the lang translation parameter affects results.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short sentences, front-loading the scope statement before the access note. Nothing is wasted, though the terseness comes at the cost of the missing parameter guidance noted elsewhere.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need not be explained, but for a five-parameter, zero-required listing tool with low schema coverage, the description leaves the agent guessing about pagination, category filtering, and translation behavior. It is under-specified for the tool's complexity.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is only 20%, so the description must compensate and does not. 'articles or videos' loosely maps to content_type, but lang, limit, offset, and category filtering/pagination semantics are never mentioned, leaving four of five parameters with no descriptive support beyond bare schema fields.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb+resource ('List published articles or videos'), which clearly separates it from the get_blog_post sibling that fetches a single post. It does not distinguish itself from other list-style siblings such as list_showcases or list_announcements, so it stops short of a 5.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
'No account or blog permission required' gives one useful usage condition (public, auth-free access), which is real guidance. However, there is no explicit when-to-use vs get_blog_post, no mention of when to prefer list_blog_posts over sibling list tools, and no exclusions.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_datasetsAInspect
List downloadable datasets (title, price, download/preview URLs). No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max datasets to return. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description adds 'No token required' which is helpful for understanding access constraints. However, it does not disclose other behavioral traits such as rate limits, ordering, or whether it is read-only.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence that efficiently conveys purpose, output contents, and authentication requirement without any redundant words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's low complexity (one optional parameter, output schema present), the description adequately covers the essential information. The mention of output fields compensates for the lack of output schema details in the prompt.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema covers the single parameter ('limit') with a description. The tool description does not provide additional meaning or usage details for this parameter beyond what the schema already states.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action ('List'), the resource ('downloadable datasets'), and the key output fields ('title, price, download/preview URLs'). It also notes 'No token required', distinguishing it from sibling tools that may require authentication.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this tool versus alternatives like acedatacloud_list_model_catalog. The description does not specify conditions or exclusions, leaving the agent without decision context.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_docsAInspect
Browse documentation pages (newest/ranked), optionally filtered by doc_type,
tag and private. For content-relevance search prefer
acedatacloud_search_docs. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| tag | No | Optional tag filter, e.g. 'application'. Matches docs carrying this tag. | |
| limit | No | Max documents to return. | |
| offset | No | Pagination offset. | |
| private | No | Filter by privacy: False = public only, True = private only, unset = all. | |
| doc_type | No | Optional document type filter, e.g. 'Text'. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations provided, but the description adds the behavioral note 'No token required'. It also mentions sorting (newest/ranked) which isn't in schema. Could elaborate on the ranking default.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, front-loaded with purpose, and concise alternative. No unnecessary words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Output schema exists, so return values aren't needed. Description covers the main purpose, filters, and alternative. Could mention pagination but not required.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, and the description reiterates the filters but adds no new semantics beyond 'optionally filtered'. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Browse' and the resource 'documentation pages', includes sorting (newest/ranked) and optional filters, and distinguishes from the sibling tool for search.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use this tool vs the sibling tool 'acedatacloud_search_docs' for content-relevance search, providing clear guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_integrationsAInspect
List third-party integrations (title, options, stage). No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max integrations to return. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries full burden but only adds 'No token required.' It omits details like read-only nature, pagination, or rate limits.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Single sentence conveying purpose and key constraint; no wasted words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With one optional parameter and an existing output schema, the description is sufficient. Lacks pagination details but overall adequate.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema has 100% description coverage for the limit parameter. The description adds the fields returned ({title, options, stage}) and the no-token requirement, complementing the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Description clearly states it lists third-party integrations and specifies the fields returned (title, options, stage), distinguishing it from sibling list tools like list_apis or list_models.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description notes 'No token required,' implying public access, but lacks explicit guidance on when to use this tool versus siblings or context about prerequisites.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_model_catalogAInspect
List the model catalog with provider, modality and per-model credit pricing.
Returns the modality counts plus matching models. No token required.
| Name | Required | Description | Default |
|---|---|---|---|
| modality | No | Filter by modality: chat/video/image/music/search/embedding. | |
| provider | No | Filter by provider substring, e.g. 'OpenAI', 'Anthropic'. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description discloses that no token is required (auth-free read) and states the return includes modality counts and models. This is helpful behavioral context, though pagination or limits are not mentioned.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, front-loaded with purpose, no redundant information. Every sentence adds value.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given output schema exists, simple tool with 2 optional parameters, the description covers purpose, output, and auth. Missing pagination details but still adequate for a list endpoint.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, and the schema already describes both parameters. The description adds 'per-model credit pricing' hinting at output but does not enhance parameter understanding beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Description clearly states the tool lists the model catalog with provider, modality, and per-model credit pricing. It distinguishes from siblings like acedatacloud_list_models by noting it returns modality counts plus matching models.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Description mentions 'No token required,' which is useful authentication guidance, but does not specify when to use this tool versus similar tools like acedatacloud_list_models. Lacks explicit when-to-use or alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_servicesAInspect
List the services available on the AceDataCloud platform.
A *service* is a product (e.g. ``suno``, ``midjourney``) you can subscribe to.
``search`` finds one by alias/title (client-side); ``service_type``, ``tag`` and
``private`` are applied server-side. Returns count + items.
| Name | Required | Description | Default |
|---|---|---|---|
| tag | No | Filter by tag, e.g. 'application'. | |
| limit | No | Max services to return when not searching. | |
| search | No | Optional case-insensitive substring to match against service alias or title. | |
| private | No | Filter by privacy: False = public only, True = private only, unset = all. | |
| service_type | No | Filter by type: Api/Proxy/Integration/Dataset/Introduction/Agent. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden. It discloses that 'search' is applied client-side while 'service_type', 'tag', and 'private' are server-side, adding behavioral insight beyond the input schema. It also mentions the return format (count + items). This is transparent for a read-only listing tool.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description consists of three concise sentences. The first sentence states the purpose immediately, the second defines the key term, and the third summarizes filtering and output. No wasted words, and the structure is well-organized.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the 5 optional parameters and the presence of an output schema, the description is mostly complete. It explains the core functionality, defines terms, and covers filtering behavior. A minor gap is the lack of explicit pagination mention, but the 'limit' parameter and output schema compensate.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3. The description adds value by distinguishing client-side ('search') from server-side filtering, which is not evident from the schema alone. This extra context helps the agent understand how parameters interact.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses the specific verb 'List' and resource 'services', clearly stating the tool's purpose. It defines what a 'service' is with concrete examples, and distinguishes the tool from sibling list tools by specifying the resource type. The description also explains the filtering behavior, further clarifying its function.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description does not explicitly state when to use this tool versus alternative list tools (e.g., acedatacloud_list_apis). However, the resource name 'services' implies its domain, and the filtering options provide context for usage. More explicit guidance on alternatives would improve clarity.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_showcasesCInspect
List showcases. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| offset | No | ||
| service | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden; it does add useful behavioral context by disclosing that backend account permission and ownership checks apply and that "public" permission is required. It stops short of describing pagination behavior, return shape, or the accepted values for the service filter, which for a no-annotation read tool leaves gaps.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short sentences with the core purpose front-loaded and no filler. It is tight, though the terseness partly reflects under-specification rather than genuinely earned brevity.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need no explanation, but the description leaves the parameters entirely unaddressed at 0% schema coverage and gives no indication of what a showcase is or when to use this versus sibling list tools. For a filtered-list tool it is too thin.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0% — all three parameters carry placeholder descriptions like "acedatacloud_list_showcases_limit" with no real meaning. The description adds nothing about limit, offset, or service, so the service filter in particular is left completely undocumented; pagination semantics of limit/offset can only be guessed from convention.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a clear verb+resource ("List showcases"), so the basic purpose is unambiguous. However, it offers no differentiation from the many sibling list tools (list_apis, list_datasets, list_integrations, etc.), leaving the agent to infer what a "showcase" is and when this list is the right one.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no guidance on when to use this tool versus the other list_* siblings, and no context about what a showcase represents. The only conditional context is the permissions note, which does not help selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_list_site_home_sections_publicCInspect
List site home sections public. Backend account permissions and ownership checks apply. Required permissions: public
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| offset | No |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations are absent, so the description carries the full behavioral burden. It mentions 'backend account permissions and ownership checks apply' and 'Required permissions: public', which is modest but real auth context; however it says nothing about pagination behavior for limit/offset, ordering, or response shape, leaving major gaps for a list operation with no annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three short lines, front-loaded with the operation and followed by the permission constraint. No wasted prose, though it is under-specified rather than genuinely concise.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be described, which relieves some burden. But with zero annotation coverage and zero parameter description coverage, the description should say more about pagination and the meaning of 'public' to be complete for an agent.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, so the description must compensate, but it never mentions limit or offset. The schema titles are auto-generated placeholders (e.g. 'acedatacloud_list_site_home_sections_public_limit'), so the agent must infer pagination semantics entirely on its own. This falls below the baseline appropriate for the coverage gap.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The name and description restate the same operation ('List site home sections public'), delivering the verb and resource but adding no differentiating detail about what a 'site home section' is or how this differs from other list_* siblings. It is minimally viable but essentially tautological beyond the resource name.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No when-to-use guidance is given. The only qualifier, 'public', is unexplained, so an agent cannot tell when this variant is appropriate versus non-public alternatives or other listing tools.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
acedatacloud_search_docsAInspect
Full-text search the AceDataCloud documentation. Returns matching docs with alias, title, snippet and url. No token required.
This is content-relevance search over *public* docs only; it does not accept
structural filters. To filter by tag / type / privacy, use
``acedatacloud_list_docs`` (e.g. ``tag='application'``, ``private=False``).
| Name | Required | Description | Default |
|---|---|---|---|
| lang | No | Optional language code, e.g. 'en', 'zh-cn', 'ja'. | |
| limit | No | Max results to return (server caps at 30). | |
| query | Yes | Search text, e.g. 'suno lyrics' or 'midjourney imagine'. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Discloses 'No token required' and 'public docs only,' but no annotations exist so description carries full burden. Missing details on pagination or empty results, but adequate for a search tool.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two concise sentences plus one for guidance. No wasted words, front-loaded with key info.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given output schema exists and schema coverage is 100%, description fully explains search scope, return fields, and when to use alternative. No gaps.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema has 100% coverage with descriptions for all 3 parameters. Description adds no extra parameter meaning; baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Description clearly states 'Full-text search the AceDataCloud documentation' with a specific verb and resource. It distinguishes from sibling acedatacloud_list_docs by noting it does not accept structural filters.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly tells when to use this tool: 'This is content-relevance search over *public* docs only; it does not accept structural filters.' Then directs to sibling tool for filtering with examples.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
2 tool updates
v0.1.8- Added
acedatacloud_get_public_usage_packages - Changed
acedatacloud_list_blog_posts1 field changed- added
Input schema / properties / content_typeAdded value: +{ + "anyOf": [ + { + "enum": [ + "article", + "video" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "title": "Content Type" +}
1 tool update
v0.1.7- Changed
acedatacloud_list_blog_posts2 fields changed- changed
Input schema / properties / category / anyOfPrevious value: -[ - { - "enum": [ - "model-news", - "engineering", - "comparison", - "product" - ], - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "description": "Existing blog category slug: product-updates, tech-sharing (default), product-recommendations, industry-insights, or an administrator-defined category. Legacy aliases product, engineering, model-news and comparison remain accepted.", + "maxLength": 32, + "type": "string" + }, + { + "type": "null" + } +] - removed
Input schema / properties / category / descriptionRemoved value: -"Optional category filter."
133 tool updates
v0.1.5- Removed
acedatacloud_apply_invoice - Removed
acedatacloud_cancel_access_request - Removed
acedatacloud_cancel_invoice - Removed
acedatacloud_check_frame_ancestor - Removed
acedatacloud_check_site_domain - Removed
acedatacloud_confirm_auto_recharge_setup - Removed
acedatacloud_confirm_wallet_challenge - Removed
acedatacloud_confirm_x402_authorization - Removed
acedatacloud_confirm_x402_revocation - Removed
acedatacloud_control_deployment - Removed
acedatacloud_create_access_request - Removed
acedatacloud_create_announcement - Removed
acedatacloud_create_application - Removed
acedatacloud_create_auto_recharge - Removed
acedatacloud_create_credential - Removed
acedatacloud_create_order - Removed
acedatacloud_create_platform_token - Removed
acedatacloud_create_site_banner - Removed
acedatacloud_create_site_capability_override - Removed
acedatacloud_create_site_document_override - Removed
acedatacloud_create_site_domain - Removed
acedatacloud_create_site_service_override - Removed
acedatacloud_create_wallet_challenge - Removed
acedatacloud_delete_auto_recharge - Removed
acedatacloud_delete_credential - Removed
acedatacloud_delete_platform_token - Removed
acedatacloud_delete_site_banner - Removed
acedatacloud_delete_site_capability_override - Removed
acedatacloud_delete_site_document_override - Removed
acedatacloud_delete_site_domain - Removed
acedatacloud_delete_site_service_override - Removed
acedatacloud_deploy_application - Removed
acedatacloud_disable_auto_recharge - Removed
acedatacloud_disable_translation - Removed
acedatacloud_disable_x402_authorization - Removed
acedatacloud_enable_translation - Removed
acedatacloud_enable_x402_authorization - Removed
acedatacloud_export_orders - Removed
acedatacloud_export_usage - Removed
acedatacloud_get_access_request - Added
acedatacloud_get_apis_id - Added
acedatacloud_get_apis_usage - Removed
acedatacloud_get_application - Removed
acedatacloud_get_auto_recharge - Removed
acedatacloud_get_balance - Added
acedatacloud_get_blog_post - Added
acedatacloud_get_coin_policies_id - Removed
acedatacloud_get_credential - Added
acedatacloud_get_datasets_id - Removed
acedatacloud_get_deployment_events - Removed
acedatacloud_get_deployment_logs - Removed
acedatacloud_get_deployment_status - Removed
acedatacloud_get_distribution_rank - Removed
acedatacloud_get_distribution_trend - Added
acedatacloud_get_documents_openapi.json - Added
acedatacloud_get_integrations_id - Removed
acedatacloud_get_invoice - Removed
acedatacloud_get_invoice_download - Removed
acedatacloud_get_order - Removed
acedatacloud_get_order_invoice - Removed
acedatacloud_get_order_summary - Removed
acedatacloud_get_platform_distribution_rank - Removed
acedatacloud_get_proxy_usage - Added
acedatacloud_get_recharge_cards_allocations_token - Added
acedatacloud_get_services_apis - Added
acedatacloud_get_services_proxies - Removed
acedatacloud_get_site - Removed
acedatacloud_get_site_banner - Removed
acedatacloud_get_site_capability_override - Removed
acedatacloud_get_site_document_override - Removed
acedatacloud_get_site_domain - Removed
acedatacloud_get_site_service_override - Removed
acedatacloud_get_survey - Removed
acedatacloud_get_survey_response - Removed
acedatacloud_get_translation_capabilities - Removed
acedatacloud_get_usage - Removed
acedatacloud_get_user_info - Removed
acedatacloud_get_wallet_summary - Removed
acedatacloud_get_x402_authorization - Removed
acedatacloud_initialize_distribution - Removed
acedatacloud_initialize_site - Removed
acedatacloud_list_access_requests - Removed
acedatacloud_list_applications - Removed
acedatacloud_list_auto_recharges - Removed
acedatacloud_list_billing_profiles - Added
acedatacloud_list_blog_posts - Removed
acedatacloud_list_coin_info - Removed
acedatacloud_list_credentials - Removed
acedatacloud_list_distribution_levels - Removed
acedatacloud_list_distributions - Removed
acedatacloud_list_email_preferences - Removed
acedatacloud_list_invoices - Removed
acedatacloud_list_models - Removed
acedatacloud_list_orders - Removed
acedatacloud_list_platform_tokens - Removed
acedatacloud_list_proxy_usage - Added
acedatacloud_list_showcases - Removed
acedatacloud_list_site_banners - Removed
acedatacloud_list_site_capability_overrides - Removed
acedatacloud_list_site_document_overrides - Removed
acedatacloud_list_site_domains - Added
acedatacloud_list_site_home_sections_public - Removed
acedatacloud_list_site_service_overrides - Removed
acedatacloud_list_sites - Removed
acedatacloud_list_surveys - Removed
acedatacloud_list_usage - Removed
acedatacloud_list_usage_status_codes - Removed
acedatacloud_pay_order - Removed
acedatacloud_preview_invoice - Removed
acedatacloud_quote_auto_recharge - Removed
acedatacloud_refresh_coin_info - Removed
acedatacloud_refresh_order - Removed
acedatacloud_report_content - Removed
acedatacloud_rotate_credential - Removed
acedatacloud_save_deployment_config - Removed
acedatacloud_set_site_menu_translation - Removed
acedatacloud_setup_auto_recharge - Removed
acedatacloud_setup_x402_authorization - Removed
acedatacloud_submit_survey - Removed
acedatacloud_teardown_deployment - Removed
acedatacloud_update_application_balance_policy - Removed
acedatacloud_update_auto_recharge - Removed
acedatacloud_update_credential - Removed
acedatacloud_update_email_preference - Removed
acedatacloud_update_site - Removed
acedatacloud_update_site_banner - Removed
acedatacloud_update_site_capability_override - Removed
acedatacloud_update_site_document_override - Removed
acedatacloud_update_site_domain - Removed
acedatacloud_update_site_service_override - Removed
acedatacloud_usage_summary - Removed
acedatacloud_verify_apple_order - Removed
acedatacloud_verify_site_domain
116 tool updates
v0.1.3- Added
acedatacloud_apply_invoice - Added
acedatacloud_cancel_access_request - Added
acedatacloud_cancel_invoice - Added
acedatacloud_check_frame_ancestor - Added
acedatacloud_check_site_domain - Added
acedatacloud_confirm_auto_recharge_setup - Added
acedatacloud_confirm_wallet_challenge - Added
acedatacloud_confirm_x402_authorization - Added
acedatacloud_confirm_x402_revocation - Added
acedatacloud_control_deployment - Added
acedatacloud_create_access_request - Added
acedatacloud_create_application - Added
acedatacloud_create_auto_recharge - Changed
acedatacloud_create_credential10 fields changed- added
Input schema / properties / allowed_api_idsAdded value: +{ + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional API UUID allowlist; empty means unrestricted.", + "title": "Allowed Api Ids" +} - changed
Input schema / properties / application_id / descriptionPrevious value: -"UUID of the application (subscription) to attach the key to. Required."New value: +"Application UUID." - changed
Input schema / properties / confirm / descriptionPrevious value: -"Must be true to actually create the key."New value: +"Must be true to create the credential." - changed
Input schema / properties / expired_at / descriptionPrevious value: -"Optional ISO-8601 expiry, e.g. '2026-12-31T00:00:00Z'."New value: +"Optional ISO-8601 expiry." - added
Input schema / properties / for_user_idAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "User ID to authorize; application owners only.", + "title": "For User Id" +} - added
Input schema / properties / hostAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional host restriction.", + "title": "Host" +} - changed
Input schema / properties / limited_amount / anyOfPrevious value: -[ - { - "type": "number" - }, - { - "type": "null" - } -]New value: +[ + { + "minimum": 0, + "type": "number" + }, + { + "type": "null" + } +] - changed
Input schema / properties / limited_amount / descriptionPrevious value: -"Optional spend cap for this key, in Credits."New value: +"Optional spend cap in Credits." - added
Input schema / properties / metadataAdded value: +{ + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional credential metadata.", + "title": "Metadata" +} - changed
Input schema / properties / name / descriptionPrevious value: -"Optional human-readable name for the key."New value: +"Optional human-readable name."
- Changed
acedatacloud_create_order15 fields changed- added
Input schema / properties / application_id / anyOfAdded value: +[ + { + "type": "string" + }, + { + "type": "null" + } +] - added
Input schema / properties / application_id / defaultAdded value: +null - changed
Input schema / properties / application_id / descriptionPrevious value: -"UUID of the application to recharge. Required."New value: +"Single application UUID." - removed
Input schema / properties / application_id / typeRemoved value: -"string" - added
Input schema / properties / application_idsAdded value: +{ + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Batch application UUIDs.", + "title": "Application Ids" +} - changed
Input schema / properties / confirm / descriptionPrevious value: -"Must be true to actually create the order."New value: +"Must be true to create the order." - added
Input schema / properties / descriptionAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional order description.", + "title": "Description" +} - added
Input schema / properties / metadataAdded value: +{ + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional order metadata.", + "title": "Metadata" +} - added
Input schema / properties / package_id / anyOfAdded value: +[ + { + "type": "string" + }, + { + "type": "null" + } +] - added
Input schema / properties / package_id / defaultAdded value: +null - changed
Input schema / properties / package_id / descriptionPrevious value: -"UUID of the package (quota bundle) to buy. Required."New value: +"Single package UUID." - removed
Input schema / properties / package_id / typeRemoved value: -"string" - added
Input schema / properties / package_idsAdded value: +{ + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Batch package UUIDs in matching order.", + "title": "Package Ids" +} - added
Input schema / properties / scopeAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional order scope.", + "title": "Scope" +} - removed
Input schema / requiredRemoved value: -[ - "application_id", - "package_id" -]
- Added
acedatacloud_create_site_banner - Added
acedatacloud_create_site_capability_override - Added
acedatacloud_create_site_document_override - Added
acedatacloud_create_site_domain - Added
acedatacloud_create_site_service_override - Added
acedatacloud_create_wallet_challenge - Added
acedatacloud_delete_auto_recharge - Changed
acedatacloud_delete_credential2 fields changed- changed
Input schema / properties / confirm / descriptionPrevious value: -"Must be true to actually delete the key."New value: +"Must be true to revoke the credential." - changed
Input schema / properties / credential_id / descriptionPrevious value: -"UUID of the credential to delete. Required."New value: +"Credential UUID."
- Added
acedatacloud_delete_site_banner - Added
acedatacloud_delete_site_capability_override - Added
acedatacloud_delete_site_document_override - Added
acedatacloud_delete_site_domain - Added
acedatacloud_delete_site_service_override - Added
acedatacloud_deploy_application - Added
acedatacloud_disable_auto_recharge - Added
acedatacloud_disable_translation - Added
acedatacloud_disable_x402_authorization - Added
acedatacloud_enable_translation - Added
acedatacloud_enable_x402_authorization - Added
acedatacloud_export_orders - Added
acedatacloud_export_usage - Added
acedatacloud_get_access_request - Added
acedatacloud_get_application - Added
acedatacloud_get_auto_recharge - Added
acedatacloud_get_credential - Added
acedatacloud_get_deployment_events - Added
acedatacloud_get_deployment_logs - Added
acedatacloud_get_deployment_status - Added
acedatacloud_get_distribution_rank - Added
acedatacloud_get_distribution_trend - Added
acedatacloud_get_invoice - Added
acedatacloud_get_invoice_download - Removed
acedatacloud_get_material - Added
acedatacloud_get_order - Added
acedatacloud_get_order_invoice - Added
acedatacloud_get_order_summary - Added
acedatacloud_get_platform_distribution_rank - Added
acedatacloud_get_proxy_usage - Added
acedatacloud_get_site - Added
acedatacloud_get_site_banner - Added
acedatacloud_get_site_capability_override - Added
acedatacloud_get_site_document_override - Added
acedatacloud_get_site_domain - Added
acedatacloud_get_site_service_override - Added
acedatacloud_get_survey - Added
acedatacloud_get_survey_response - Added
acedatacloud_get_translation_capabilities - Added
acedatacloud_get_usage - Added
acedatacloud_get_user_info - Added
acedatacloud_get_wallet_summary - Added
acedatacloud_get_x402_authorization - Added
acedatacloud_initialize_distribution - Added
acedatacloud_initialize_site - Added
acedatacloud_list_access_requests - Changed
acedatacloud_list_applications8 fields changed- added
Input schema / properties / affiliationAdded value: +{ + "anyOf": [ + { + "items": { + "enum": [ + "owner", + "granted" + ], + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter applications owned by or granted to the caller.", + "title": "Affiliation" +} - added
Input schema / properties / application_typeAdded value: +{ + "anyOf": [ + { + "enum": [ + "Usage", + "Period" + ], + "type": "string" + }, + { + "items": { + "enum": [ + "Usage", + "Period" + ], + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by Usage or Period application type.", + "title": "Application Type" +} - added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Pagination offset.", + "minimum": 0, + "title": "Offset", + "type": "integer" +} - added
Input schema / properties / orderingAdded value: +{ + "anyOf": [ + { + "enum": [ + "created_at", + "-created_at" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Order by creation time.", + "title": "Ordering" +} - changed
Input schema / properties / scope / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "enum": [ + "Individual", + "Global" + ], + "type": "string" + }, + { + "items": { + "enum": [ + "Individual", + "Global" + ], + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / scope / descriptionPrevious value: -"Filter by scope: 'Individual' or 'Global'."New value: +"Filter by Individual or Global scope." - changed
Input schema / properties / service_id / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / service_id / descriptionPrevious value: -"Filter by service UUID."New value: +"Filter by one or more service UUIDs."
- Added
acedatacloud_list_auto_recharges - Added
acedatacloud_list_billing_profiles - Added
acedatacloud_list_coin_info - Changed
acedatacloud_list_credentials6 fields changed- changed
Input schema / properties / application_id / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / application_id / descriptionPrevious value: -"Filter by application UUID."New value: +"Filter by one or more application UUIDs." - added
Input schema / properties / grantedAdded value: +{ + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter owner-issued grants (true) or owner-held credentials (false).", + "title": "Granted" +} - added
Input schema / properties / hostAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by one or more credential hosts.", + "title": "Host" +} - added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Pagination offset.", + "minimum": 0, + "title": "Offset", + "type": "integer" +} - added
Input schema / properties / orderingAdded value: +{ + "anyOf": [ + { + "enum": [ + "created_at", + "-created_at" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Order by creation time.", + "title": "Ordering" +}
- Added
acedatacloud_list_distribution_levels - Added
acedatacloud_list_email_preferences - Added
acedatacloud_list_invoices - Changed
acedatacloud_list_orders8 fields changed- added
Input schema / properties / created_at_fromAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "ISO-8601 lower creation bound.", + "title": "Created At From" +} - added
Input schema / properties / created_at_toAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "ISO-8601 upper creation bound.", + "title": "Created At To" +} - added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Pagination offset.", + "minimum": 0, + "title": "Offset", + "type": "integer" +} - added
Input schema / properties / orderingAdded value: +{ + "anyOf": [ + { + "enum": [ + "created_at", + "-created_at" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Order by creation time.", + "title": "Ordering" +} - changed
Input schema / properties / pay_way / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "enum": [ + "WechatPay", + "AliPay", + "Stripe", + "Card", + "X402", + "PayPal", + "AppleIAP", + "Reward", + "BankTransfer" + ], + "type": "string" + }, + { + "items": { + "enum": [ + "WechatPay", + "AliPay", + "Stripe", + "Card", + "X402", + "PayPal", + "AppleIAP", + "Reward", + "BankTransfer" + ], + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / pay_way / descriptionPrevious value: -"Filter by pay_way: WechatPay/AliPay/Stripe/X402/PayPal/Reward."New value: +"Filter by one or more payment methods." - changed
Input schema / properties / state / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "enum": [ + "Pending", + "Paid", + "Finished", + "Expired", + "Failed", + "Refunded" + ], + "type": "string" + }, + { + "items": { + "enum": [ + "Pending", + "Paid", + "Finished", + "Expired", + "Failed", + "Refunded" + ], + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / state / descriptionPrevious value: -"Filter by state: Pending/Paid/Finished/Expired/Failed/Refunded."New value: +"Filter by one or more states."
- Added
acedatacloud_list_proxy_usage - Removed
acedatacloud_list_publish_channels - Added
acedatacloud_list_site_banners - Added
acedatacloud_list_site_capability_overrides - Added
acedatacloud_list_site_document_overrides - Added
acedatacloud_list_site_domains - Added
acedatacloud_list_site_service_overrides - Added
acedatacloud_list_sites - Added
acedatacloud_list_surveys - Changed
acedatacloud_list_usage13 fields changed- changed
Input schema / properties / api_id / anyOfPrevious value: -[ - { - "type": "string" - }, - { - "type": "null" - } -]New value: +[ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / api_id / descriptionPrevious value: -"Filter by API UUID."New value: +"API UUID filters." - added
Input schema / properties / application_idAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Application UUID filters.", + "title": "Application Id" +} - added
Input schema / properties / created_at_fromAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "ISO-8601 lower time bound.", + "title": "Created At From" +} - added
Input schema / properties / created_at_toAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "ISO-8601 upper time bound.", + "title": "Created At To" +} - added
Input schema / properties / credential_idAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Credential UUID filters.", + "title": "Credential Id" +} - changed
Input schema / properties / days / descriptionPrevious value: -"Only records newer than N days."New value: +"Compatibility shortcut: records newer than N days." - changed
Input schema / properties / limit / descriptionPrevious value: -"Max records to return."New value: +"Max records." - added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Pagination offset.", + "minimum": 0, + "title": "Offset", + "type": "integer" +} - added
Input schema / properties / orderingAdded value: +{ + "anyOf": [ + { + "enum": [ + "-created_at", + "-updated_at" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Usage ordering.", + "title": "Ordering" +} - added
Input schema / properties / perspectiveAdded value: +{ + "default": "both", + "description": "Billing, actor, or union perspective.", + "enum": [ + "billing", + "actor", + "both" + ], + "title": "Perspective", + "type": "string" +} - changed
Input schema / properties / status_code / anyOfPrevious value: -[ - { - "type": "integer" - }, - { - "type": "null" - } -]New value: +[ + { + "type": "integer" + }, + { + "items": { + "type": "integer" + }, + "type": "array" + }, + { + "type": "null" + } +] - changed
Input schema / properties / status_code / descriptionPrevious value: -"Filter by HTTP status code, e.g. 200."New value: +"HTTP status filters."
- Added
acedatacloud_list_usage_status_codes - Changed
acedatacloud_pay_order5 fields changed- changed
Input schema / properties / confirm / descriptionPrevious value: -"Must be true to create the payment session."New value: +"Must be true to create payment state." - changed
Input schema / properties / order_id / descriptionPrevious value: -"UUID of the order to pay. Required."New value: +"Order UUID." - changed
Input schema / properties / pay_way / descriptionPrevious value: -"Payment method: WechatPay/AliPay/Stripe/X402/PayPal/Reward."New value: +"Payment method." - added
Input schema / properties / pay_way / enumAdded value: +[ + "WechatPay", + "AliPay", + "Stripe", + "Card", + "X402", + "PayPal", + "AppleIAP", + "Reward", + "BankTransfer" +] - added
Input schema / properties / surfaceAdded value: +{ + "default": "pc", + "description": "Client surface affecting hosted payment flow.", + "enum": [ + "pc", + "wap", + "android", + "ios" + ], + "title": "Surface", + "type": "string" +}
- Removed
acedatacloud_pick_random_materials - Added
acedatacloud_preview_invoice - Added
acedatacloud_quote_auto_recharge - Added
acedatacloud_refresh_coin_info - Added
acedatacloud_refresh_order - Added
acedatacloud_report_content - Added
acedatacloud_rotate_credential - Added
acedatacloud_save_deployment_config - Removed
acedatacloud_search_materials - Added
acedatacloud_set_site_menu_translation - Added
acedatacloud_setup_auto_recharge - Added
acedatacloud_setup_x402_authorization - Added
acedatacloud_submit_survey - Added
acedatacloud_teardown_deployment - Added
acedatacloud_update_application_balance_policy - Added
acedatacloud_update_auto_recharge - Added
acedatacloud_update_credential - Added
acedatacloud_update_email_preference - Added
acedatacloud_update_site - Added
acedatacloud_update_site_banner - Added
acedatacloud_update_site_capability_override - Added
acedatacloud_update_site_document_override - Added
acedatacloud_update_site_domain - Added
acedatacloud_update_site_service_override - Added
acedatacloud_verify_apple_order - Added
acedatacloud_verify_site_domain
8 tool updates
v0.1.2- Added
acedatacloud_get_material - Changed
acedatacloud_list_apis1 field changed- added
Input schema / properties / stageAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional publication stage filter: Alpha/Beta/Production.", + "title": "Stage" +}
- Changed
acedatacloud_list_docs3 fields changed- added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Pagination offset.", + "minimum": 0, + "title": "Offset", + "type": "integer" +} - added
Input schema / properties / privateAdded value: +{ + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by privacy: False = public only, True = private only, unset = all.", + "title": "Private" +} - added
Input schema / properties / tagAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Optional tag filter, e.g. 'application'. Matches docs carrying this tag.", + "title": "Tag" +}
- Added
acedatacloud_list_publish_channels - Changed
acedatacloud_list_services3 fields changed- added
Input schema / properties / privateAdded value: +{ + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by privacy: False = public only, True = private only, unset = all.", + "title": "Private" +} - added
Input schema / properties / service_typeAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by type: Api/Proxy/Integration/Dataset/Introduction/Agent.", + "title": "Service Type" +} - added
Input schema / properties / tagAdded value: +{ + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Filter by tag, e.g. 'application'.", + "title": "Tag" +}
- Added
acedatacloud_pick_random_materials - Changed
acedatacloud_search_docs1 field changed- added
Input schema / properties / limitAdded value: +{ + "default": 10, + "description": "Max results to return (server caps at 30).", + "maximum": 30, + "minimum": 1, + "title": "Limit", + "type": "integer" +}
- Added
acedatacloud_search_materials
48 tool updates
v0.1.1- Added
acedatacloud_create_announcement - Added
acedatacloud_create_credential - Added
acedatacloud_create_order - Added
acedatacloud_create_platform_token - Added
acedatacloud_delete_credential - Added
acedatacloud_delete_platform_token - Added
acedatacloud_get_api_spec - Added
acedatacloud_get_balance - Added
acedatacloud_get_doc - Added
acedatacloud_get_model - Added
acedatacloud_get_pricing - Added
acedatacloud_get_service - Added
acedatacloud_get_usage_guide - Added
acedatacloud_list_announcements - Added
acedatacloud_list_apis - Added
acedatacloud_list_applications - Added
acedatacloud_list_credentials - Added
acedatacloud_list_datasets - Added
acedatacloud_list_distributions - Added
acedatacloud_list_docs - Added
acedatacloud_list_integrations - Added
acedatacloud_list_model_catalog - Added
acedatacloud_list_models - Added
acedatacloud_list_orders - Added
acedatacloud_list_platform_tokens - Added
acedatacloud_list_services - Added
acedatacloud_list_usage - Added
acedatacloud_pay_order - Added
acedatacloud_search_docs - Added
acedatacloud_usage_summary - Removed
platform_create_announcement - Removed
platform_create_credential - Removed
platform_create_order - Removed
platform_create_platform_token - Removed
platform_delete_credential - Removed
platform_delete_platform_token - Removed
platform_get_balance - Removed
platform_get_usage_guide - Removed
platform_list_announcements - Removed
platform_list_applications - Removed
platform_list_credentials - Removed
platform_list_models - Removed
platform_list_orders - Removed
platform_list_platform_tokens - Removed
platform_list_services - Removed
platform_list_usage - Removed
platform_pay_order - Removed
platform_usage_summary
18 tool updates
v0.1.0- First observed
platform_create_announcement - First observed
platform_create_credential - First observed
platform_create_order - First observed
platform_create_platform_token - First observed
platform_delete_credential - First observed
platform_delete_platform_token - First observed
platform_get_balance - First observed
platform_get_usage_guide - First observed
platform_list_announcements - First observed
platform_list_applications - First observed
platform_list_credentials - First observed
platform_list_models - First observed
platform_list_orders - First observed
platform_list_platform_tokens - First observed
platform_list_services - First observed
platform_list_usage - First observed
platform_pay_order - First observed
platform_usage_summary
TDQS
Scored across 28 tools
Several tools overlap heavily around APIs, docs, services, datasets, and integrations: for example, list_apis vs get_services_apis vs get_apis_id vs get_api_spec, or list_docs vs search_docs vs get_doc vs get_documents_openapi.json. Multiple autogenerated-looking get_*_id tools have vague descriptions that do not clearly distinguish them from their list_* counterparts. This creates real misselection risk.
All tools use the acedatacloud_ prefix and snake_case, which is consistent, but the noun patterns are uneven and sometimes awkward. Names like get_apis_id, get_services_apis, list_site_home_sections_public, and get_documents_openapi.json break from a clean verb_noun convention. The set remains readable but not fully predictable.
With 28 tools, the set is heavy for the apparent scope and includes several autogenerated or low-value endpoints that feel redundant. The count exceeds the typical well-scoped range and likely burdens tool selection. A leaner surface focused on core platform resources would be more appropriate.
The server covers many read-oriented platform areas: services, APIs, pricing, docs, blog posts, datasets, integrations, models, announcements, and showcases. However, it lacks clear write/update/delete lifecycle coverage despite references to a write-confirmation model, and some resources only have odd partial access points. Notable gaps remain for an agent trying to manage the platform end-to-end.
Maintenance
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