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Tool + model pairing

More OpenAI / Anthropic tools with Alibaba Model Studio API

Other programming tools that support OpenAI-compatible or Anthropic-compatible custom endpoints.

A tool can connect to Model Studio when it supports a custom OpenAI-compatible or Anthropic-compatible endpoint. Compatibility alone does not decide which billing key is permitted.

Choose the right access route

Choose the right access route

First classify the workload. Use a plan key only for an assigned user's interactive coding/agent tool. Use the general Model Studio API for applications, automation, backends, batch work, and shared services.

RecommendedChoose by workload before entering any credential

Token Plan (Team Edition)

Potential fit for an assigned user's supported interactive coding or agent tool, using the Token Plan dedicated endpoint and exact allowlist.

Coding Plan

Potential fit for one person's supported interactive programming tool, within the documented request quotas.

Pay-as-you-go Model Studio API

Required for application development, automation, direct API calls, batch processing, CI, and backend services.

Safe configuration pattern

Match protocol, workload, credential, and endpoint

The example is deliberately redacted. Replace placeholders only on your device and never paste a real API key into Nfero.

Before you start

  1. Confirm the tool allows a custom OpenAI or Anthropic base URL.
  2. Classify the workload as interactive assigned-user tooling or an API/application workflow.
  3. Choose the access route and obtain its matching key, endpoint, protocol, and exact supported model ID.
  4. Verify how the tool stores secrets before entering a production credential.

Safe configuration pattern

Protocol
OpenAI-compatible or Anthropic-compatible
  1. Choose OpenAI or Anthropic protocol based on the tool's supported custom-provider interface.
  2. Select the billing route permitted for the actual workload.
  3. Enter the key and base URL from that same route; never mix plan and general credentials.
  4. Test a small request, then check the intended plan quota or pay-as-you-go monitoring page.

Verify the connection

  • Confirm the tool sends requests to the configured custom base URL.
  • Confirm the model ID is on the exact allowlist for that route.
  • Check usage in the expected Alibaba console after the first request.
  • Remove the credential immediately if logs, exports, or screenshots expose it.

Model pairings

Recommended starting models

Use this tool to run interactive coding, reasoning, review, and documentation tasks with each model. Confirm final model availability and exact plan support in Alibaba Cloud before production use.

Text generationReasoningVisual understanding
Best pairing angle

Current versatile starting point when supported by the selected route.

Text generationReasoning
Best pairing angle

Long-context alternative for tool and repository workflows.

Common problems

Common problems

What you see

401 or invalid token

Likely cause

The key and endpoint are from different Alibaba access routes or regions.

What to do

Replace both from one plan or from the same general Model Studio region.

What you see

Works interactively but fails in automation

Likely cause

The plan credential is restricted to interactive coding/agent use.

What to do

Move the automated workflow to a general pay-as-you-go Model Studio API key.

Important restrictions

  • Plan compatibility applies to the use case, not merely to API protocol compatibility.
  • Never share assigned-user plan keys or embed any Alibaba key in browser code.
  • Use general Model Studio API access for production, automation, backend, batch, or shared-service workloads.