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Or, for the model with the same capabilities and no access approval requirement: Claude Developer Platform · in the page about-claude/models/migration-guide …`role: "system"` in `messages` with a 400 error. If you maintain code paths that rebuild the full message history to update instructions, you can simplify them and preserve [prompt cache](https://plat… optimizing-for-cost-and-intelligence Claude Developer Platform · in the page about-claude/models/optimizing-for-cost-and-intelligence …equest no one is waiting on through a batch, and keep the interactive path for the rest. Batching is the second-largest free lever after caching for unattended agent work: evaluation runs, backfills,… commerce-agents Claude Developer Platform · in the page about-claude/use-case-guides/commerce-agents …the conversation: a button in the merchant portal on the Messages API path, a confirmation prompt in the Agent SDK console, or an [always-ask permission policy](https://platform.claude.com/docs/en/man… overview Claude Developer Platform · in the page about-claude/use-case-guides/overview …nd Claude Managed Agents. </Card> </CardGroup> ## Choosing a build path The three paths for building with Claude differ in how much control you keep and how much of the implementation you offload… Create an instance of the Claude API client Claude Developer Platform · in the page about-claude/use-case-guides/ticket-routing …ance and accuracy:** You can create different prompts for each parent path, allowing for more targeted and context-specific classification. This can lead to improved accuracy and more nuanced handling… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/best-practices …onal flags. ```` **Analogy:** Think of Claude as a robot exploring a path: * **Narrow bridge with cliffs on both sides:** There's only one safe way forward. Provide specific guardrails and exact ins… claude-api-skill Claude Developer Platform · in the page agents-and-tools/agent-skills/claude-api-skill …ling before reading response content and setting up a [fallback retry path](https://platform.claude.com/docs/en/build-with-claude/refusals-and-fallback) when the target is Claude Fable 5.1, Claude Fab… enterprise Claude Developer Platform · in the page agents-and-tools/agent-skills/enterprise …osed in Git history and context window | | Filesystem access scope | Paths outside the Skill directory, broad glob patterns, path traversal (`../`) | Medium: may access unintend… quickstart Claude Developer Platform · in the page agents-and-tools/agent-skills/quickstart …-n "$file_id" ]]; then # Download the file and save it output_path="${TMPDIR:-/tmp}/renewable_energy.pptx" curl --fail-with-body -sS "https://api.anthropic.com/v1/files/$file_id/content" \… mcp-connector Claude Developer Platform · in the page agents-and-tools/mcp-connector …in a message resource = await mcp_client.read_resource(uri="file:///path/to/doc.txt") response = await client.beta.messages.create( model="claude-opus-5-5", max_tokens=1024, mess… concepts Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/concepts …e, and Helm container name), `mcp-gateway` (container-internal config path `/etc/mcp-gateway/config.yaml` and Helm `gateway.config.*` values prefix) | | **cloudflared** | Cloudflare's open-sou… console Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/console …> <Step title="Record the deployment identifiers"> Both deploy paths need: * The **tunnel ID** (`tnl_...`), shown on the tunnel detail page. * The **tunnel domain** (`abcd1234.tunnel.a… Edit docker-compose.yaml: increment the integer in the setup service's Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-compose …quirements. <Tabs> <Tab title="With programmatic access"> This path requires the host to have an OIDC identity provider (such as a cloud VM metadata server or SPIFFE). If it doesn't, use the **… deploy-helm Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-helm …o_server.py"] volumeMounts: - { name: src, mountPath: /app } ports: - { containerPort: 9000 } volumes: - name: src configMap: { name… overview Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/overview …om/docs/en/agents-and-tools/mcp-tunnels/quickstart"> The shortest path to a working tunnel: Docker Compose with a sample MCP server. </Card> <Card title="Deploy with Helm" icon="stack" href="… quickstart Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/quickstart …edential-provisioning) credential provisioning, which is the shortest path for local testing. For production deployments, see [Deploy with Helm](https://platform.claude.com/docs/en/agents-and-tools/mc… reference Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/reference …tes` keys are bare subdomains | | `tls.cert_file` | Path to the server TLS certificate.… troubleshooting Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/troubleshooting …IDR outside RFC1918; if `kubectl get svc kubernetes -n default -o jsonpath='{.spec.clusterIP}'` returns an address outside the private ranges, look up your cluster's Service CIDR and add it. If the a… bash-tool Claude Developer Platform · in the page agents-and-tools/tool-use/bash-tool …ocess management: `ps aux | grep python` * Environment setup: `export PATH=$PATH:/new/path && echo $PATH` ## Limitations * **No interactive commands:** The session can't run `vim`, `less`, password… browser-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-tool …input, including the tab titles and URLs, and each download's `url`, `path`, and `error`, that you report in a [`browser_state`](https://platform.claude.com/docs/en/agents-and-tools/tool-use/browser-u… build-a-tool-using-agent Claude Developer Platform · in the page agents-and-tools/tool-use/build-a-tool-using-agent …/ Build a request that exceeds the tool's attendee limit so the error path runs. var emails = string.Join(", ", Enumerable.Range(0, 15).Select(i => $"user{i}@example.com")); List<MessageParam> me… code-execution-tool Claude Developer Platform · in the page agents-and-tools/tool-use/code-execution-tool …thropic() # Upload a file file_object = client.files.upload(file=Path("data.csv")) # Use the file_id with code execution response = client.messages.create( model="claude-opus-5-5",… memory-tool Claude Developer Platform · in the page agents-and-tools/tool-use/memory-tool …ocs/en/agents-and-tools/tool-use/handle-tool-calls)). The `/memories` path is a prefix that your handler maps onto real storage, such as a per-user directory or keys in a database. Memory lives entire… Process results programmatically Claude Developer Platform · in the page agents-and-tools/tool-use/programmatic-tool-calling …don't check remaining ``` ### Conditional tool selection ```python path = "/tmp/example.txt" file_info = json.loads(await get_file_info({"path": path})) if file_info["size"] < 10000: content =… server-tools Claude Developer Platform · in the page agents-and-tools/tool-use/server-tools …A turn with only client `tool_use` blocks takes the same continuation path, and a turn with only server tool calls needs no client `tool_result` blocks from you: its result blocks are normally already… text-editor-tool Claude Developer Platform · in the page agents-and-tools/tool-use/text-editor-tool …view command and return results"> * Extract the file or directory path from Claude's tool use request * Read the file's contents or list the directory contents * If a `max_characters` para… web-fetch-tool Claude Developer Platform · in the page agents-and-tools/tool-use/web-fetch-tool …nt toolset, where each listed domain must be a plain hostname with no path; see [Restrict web search and web fetch domains](https://platform.claude.com/docs/en/managed-agents/tools#restrict-web-search… web-search-tool Claude Developer Platform · in the page agents-and-tools/tool-use/web-search-tool …he API returns a 400 error. Entries are bare domains with an optional path, for example `example.com` or `example.com/blog`, without a scheme. For the full domain filtering rules, see [Domain filteri… Beta Claude Developer Platform · in the page api/beta …about a specific model or resolve a model alias to a model ID. #### Path parameters - `model_id: string` Model identifier or alias. #### Headers - `"anthropic-beta": optional array of Anthropi… Agents Claude Developer Platform · in the page api/beta/agents …ntry is a plain hostname like "docs.example.com" (no scheme, port, or path). At most 64 entries; an empty list is rejected (omit the field instead). Cannot be combined with blocked_domains. -… Archive Agent Claude Developer Platform · in the page api/beta/agents/archive …ve Agent **POST** `/v1/agents/{agent_id}/archive` Archive Agent ## Path parameters - `agent_id: string` Unique identifier of the agent to archive. ## Headers - `"anthropic-beta": optional arr… Create Agent Claude Developer Platform · in the page api/beta/agents/create …ntry is a plain hostname like "docs.example.com" (no scheme, port, or path). At most 64 entries; an empty list is rejected (omit the field instead). Cannot be combined with blocked_domains. -… Get Agent Claude Developer Platform · in the page api/beta/agents/retrieve …ieve --- # Get Agent **GET** `/v1/agents/{agent_id}` Get Agent ## Path parameters - `agent_id: string` Unique identifier of the agent to retrieve. ## Query parameters - `version: optional nu… Update Agent Claude Developer Platform · in the page api/beta/agents/update …- # Update Agent **POST** `/v1/agents/{agent_id}` Update Agent ## Path parameters - `agent_id: string` Unique identifier of the agent to update. ## Headers - `"anthropic-beta": optional arra… Versions Claude Developer Platform · in the page api/beta/agents/versions …s **GET** `/v1/agents/{agent_id}/versions` List Agent Versions ### Path parameters - `agent_id: string` Agent ID to list versions for. ### Query parameters - `limit: optional number` Maxim… List Agent Versions Claude Developer Platform · in the page api/beta/agents/versions/list …ns **GET** `/v1/agents/{agent_id}/versions` List Agent Versions ## Path parameters - `agent_id: string` Agent ID to list versions for. ## Query parameters - `limit: optional number` Maximu… Deployment Runs Claude Developer Platform · in the page api/beta/deployment_runs …** `/v1/deployment_runs/{deployment_run_id}` Get Deployment Run ### Path parameters - `deployment_run_id: string` Unique identifier of the deployment run. ### Headers - `"anthropic-beta": opti… Get Deployment Run Claude Developer Platform · in the page api/beta/deployment_runs/retrieve …T** `/v1/deployment_runs/{deployment_run_id}` Get Deployment Run ## Path parameters - `deployment_run_id: string` Unique identifier of the deployment run. ## Headers - `"anthropic-beta": optio… Deployments Claude Developer Platform · in the page api/beta/deployments …HA to check out. minLength: 7, maxLength: 64 - `mount_path: optional string or null` Mount path in the container. Defaults to `/workspace/<repo-name>`. minLength: 1, maxL… Archive Deployment Claude Developer Platform · in the page api/beta/deployments/archive …T** `/v1/deployments/{deployment_id}/archive` Archive Deployment ## Path parameters - `deployment_id: string` Unique identifier of the deployment to archive. ## Headers - `"anthropic-beta": op… Create Deployment Claude Developer Platform · in the page api/beta/deployments/create …HA to check out. minLength: 7, maxLength: 64 - `mount_path: optional string or null` Mount path in the container. Defaults to `/workspace/<repo-name>`. minLength: 1, maxL… List Deployments Claude Developer Platform · in the page api/beta/deployments/list …o check out. minLength: 7, maxLength: 64 - `mount_path: optional string or null` Mount path in the container. Defaults to `/workspace/<repo-name>`. - `BetaManagedAgen… Pause Deployment Claude Developer Platform · in the page api/beta/deployments/pause …*POST** `/v1/deployments/{deployment_id}/pause` Pause Deployment ## Path parameters - `deployment_id: string` Unique identifier of the deployment to pause. ## Headers - `"anthropic-beta": opti… Get Deployment Claude Developer Platform · in the page api/beta/deployments/retrieve …oyment **GET** `/v1/deployments/{deployment_id}` Get Deployment ## Path parameters - `deployment_id: string` Unique identifier of the deployment. ## Headers - `"anthropic-beta": optional arra… Run Deployment Now Claude Developer Platform · in the page api/beta/deployments/run …*POST** `/v1/deployments/{deployment_id}/run` Run Deployment Now ## Path parameters - `deployment_id: string` Unique identifier of the deployment to run. ## Headers - `"anthropic-beta": option… Unpause Deployment Claude Developer Platform · in the page api/beta/deployments/unpause …T** `/v1/deployments/{deployment_id}/unpause` Unpause Deployment ## Path parameters - `deployment_id: string` Unique identifier of the deployment to unpause. ## Headers - `"anthropic-beta": op… Update Deployment Claude Developer Platform · in the page api/beta/deployments/update …nt **POST** `/v1/deployments/{deployment_id}` Update Deployment ## Path parameters - `deployment_id: string` Unique identifier of the deployment to update. ## Headers - `"anthropic-beta": opt… Dreams Claude Developer Platform · in the page api/beta/dreams …ck-progress) for how to poll a dream and what each status means. ### Path parameters - `dream_id: string` The ID of the dream to get (`drm_...`). ### Headers - `"anthropic-beta": optional array… Archive a Dream Claude Developer Platform · in the page api/beta/dreams/archive …nts/dreams#archive-a-dream) to learn more about archiving dreams. ## Path parameters - `dream_id: string` The ID of the dream to archive (`drm_...`). ## Headers - `"anthropic-beta": optional ar… Cancel a Dream Claude Developer Platform · in the page api/beta/dreams/cancel …ents/dreams#cancel-a-dream) to learn more about canceling dreams. ## Path parameters - `dream_id: string` The ID of the dream to cancel (`drm_...`). ## Headers - `"anthropic-beta": optional arr…
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