Build a Claude API integration with the model catalog, charge categories and operational checks in view. This guide connects Anthropic’s developer documentation to the next practical step.
What Anthropic offers through the API
Anthropic exposes Claude through a native Messages API. Its developer surface also includes model discovery, token counting, asynchronous message batches and reusable files. The response is organized into content blocks, so a caller should inspect each block’s type instead of assuming every successful response is a plain string. Official documentation.
For your first integration, write down the work Claude must complete before choosing a model family. A document assistant needs evidence selection and faithful attribution; a coding assistant needs executable changes and useful failure explanations; a support workflow needs predictable escalation. Treat these as separate evaluation tasks. A single appealing demonstration is a poor substitute for checking the awkward cases your application actually receives.
The official catalog distinguishes families such as Fable, Opus, Sonnet and Haiku and publishes their direct API identifiers. It also describes supported inputs and tools. Those descriptions are useful starting points, but our recommendation is to choose with your own representative tasks rather than turn a family name into a universal quality ranking. Official documentation.
Keep the first prototype deliberately narrow. Send a short text request, print only text blocks, and record the returned usage alongside your own success judgment. Next introduce the document, image or tool definition that your real workflow requires. Changing the model, prompt structure and application logic together makes regressions harder to explain. Keep a small saved set of prompts and expected properties so each change has a clear comparison.
Anthropic maintains official client libraries, including Python and TypeScript. The native request shape uses Messages conventions; this site’s starter example therefore uses the Anthropic SDK rather than silently treating Claude as an OpenAI Chat Completions endpoint. Other hosting platforms have their own access and billing arrangements, so record the platform with the model identifier in your application inventory. Official documentation.
A useful adoption decision includes ownership as well as response quality. Decide who controls the workspace, who can revoke a development credential, and who receives a billing alert. Give your application a clear fallback when a response is unavailable or cannot be validated. A production workflow should still make sense when the model asks for a tool, reaches an output boundary, or produces an answer that needs review.
Read this hub as a route map. Use Pricing to understand the charge categories, Models to inspect available identifiers, and Rate limits to plan throughput. The key guide covers the developer-console path; the tutorial connects that credential to a small reproducible script. If you already have a failing request, start with Errors and preserve its diagnostic details before editing the prompt. This sequence keeps account setup, request behavior and evaluation decisions understandable as your integration grows.
Pricing at a glance
| Summary | Verified value |
|---|---|
| Lowest input price model | Claude Haiku 4.5 |
| Input price | $1 per 1M tokens |
| Output price | $5 per 1M tokens |
| Free access | No universal ongoing free inference allowance was established in the last successful check. |
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The pricing reference separates ordinary input, generated output and cache operations. Select the category that matches the request path you will actually use. Official documentation.
Read Anthropic pricing before setting a workload budget.
Models available
| Model | Official identifier | Modalities | Context tokens | Input USD / 1M | Output USD / 1M | Status |
|---|---|---|---|---|---|---|
| Claude Fable 5.1 | claude-fable-5-1 | text, image | 1,000,000 | $10 | $50 | Active |
| Claude Haiku 4.5 | claude-haiku-4-5-20251001 | text, image | 200,000 | $1 | $5 | Active |
| Claude Opus 5 | claude-opus-5 | text, image | 1,000,000 | $5 | $25 | Active |
| Claude Sonnet 5 | claude-sonnet-5 | text, image | 1,000,000 | $2 | $10 | Active |
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Open the Claude models guide for family selection and lifecycle checks.
Free tier and how to get a key
The official billing documentation was checked. No universal ongoing free inference allowance was established by that source. Promotional or account-specific credits require a check in your account. Read the official terms ↗
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Check the account offer rather than assume a permanent free allowance. Follow the Anthropic key guide and free-tier checks.
Rate limits and tiers
Plan for account capacity before adding parallel workers. The Claude rate-limit guide separates spend controls from request throughput.
Service status
Start in 5 minutes
Use the Claude Python tutorial to load a key from your environment and inspect content blocks.
client.messages.create(model="claude-opus-5", max_tokens=256, messages=[{"role":"user","content":"Hello"}])
Recent changes
- Anthropic · Claude Haiku 4.5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Sonnet 5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Opus 5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Fable 5.1 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Haiku 4.5 — ValueNot previously recorded → Tier: published default · Metric: RPM · Value: 1000 · Notes: Input and output token limits are separate in the official table; account settings prevail.Source ↗
- Anthropic · Claude Haiku 4.5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Sonnet 5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
- Anthropic · Claude Opus 5 — MetadataRecord updated; consult the linked source for details. → Record updated; consult the linked source for details.Source ↗
Use the AI API cost calculator to turn the model and workload you are considering into an estimate.
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Frequently asked questions
Which endpoint should a new Claude integration use?
Where are the current Claude model identifiers?
Can I compare cached and uncached requests?
Does a successful key test prove production capacity?
What should I retain when a request fails?
Sources
- Claude API overview ↗
- Get started with Claude ↗
- Models overview ↗
- Claude pricing ↗
- Rate limits ↗
- API errors ↗
- Prompt caching ↗
- Batch processing ↗
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