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openai-sdk Claude Developer Platform · title cli-sdks-libraries/libraries/openai-sdk Observability with OpenTelemetry Claude Code CLI · title agent-sdk/observability Opening external links from MCP Apps Claude Documentation · title connectors/building/mcp-apps/external-links Configure a custom OpenTelemetry collector Claude Documentation · title office-agents/opentelemetry SEP-414: Document OpenTelemetry Trace Context Propagation Conventions Model Context Protocol · title seps/414-request-meta glossary Claude Developer Platform · in the page about-claude/glossary …## MCP (Model Context Protocol) Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to LLMs. Like a USB-C port for AI applications, MCP provides a un… Or, for the model with the same capabilities and no access approval requirement: Claude Developer Platform · in the page about-claude/models/migration-guide …ually means shorter answers on simple lookups and much longer ones on open-ended analysis. If your product depends on a certain style or verbosity of output, you may need to tune your prompts. For… optimizing-for-cost-and-intelligence Claude Developer Platform · in the page about-claude/models/optimizing-for-cost-and-intelligence …3 to 4, 2026, costed from per-request billing records. 2. **GDPval:** OpenAI, "GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks," 2025. Knowledge-work deliverables gra… commerce-agents Claude Developer Platform · in the page about-claude/use-case-guides/commerce-agents …ng agent and a merchant agent on Claude using Claude for commerce, an open-source blueprint with working implementations on the Messages API, the Claude Agent SDK, and Claude Managed Agents. --- This… customer-support-chat Claude Developer Platform · in the page about-claude/use-case-guides/customer-support-chat …uman-like than chats with other LLMs. * You often receive complex and open-ended queries: Claude can handle a wide range of topics and inquiries without generating canned responses or requiring extens… overview Claude Developer Platform · in the page about-claude/use-case-guides/overview …ides/commerce-agents"> Build shopping and merchant agents from an open-source blueprint that runs on the Messages API, the Claude Agent SDK, and Claude Managed Agents. </Card> </CardGroup> ## C… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/best-practices …er for text extraction: ```python import pdfplumber with pdfplumber.open("file.pdf") as pdf: text = pdf.pages[0].extract_text() ``` ```` **Bad example: Too verbose** (approximately 150 tokens):… claude-api-skill Claude Developer Platform · in the page agents-and-tools/agent-skills/claude-api-skill …ocs/en/agents-and-tools/agent-skills/claude-api-skill description: An open-source Agent Skill that provides Claude with up-to-date API reference material, SDK documentation, and best practices for bui… enterprise Claude Developer Platform · in the page agents-and-tools/agent-skills/enterprise …<CardGroup cols={2}> <Card title="Agent Skills overview" icon="book-open" href="https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview"> Architecture and platform details <… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/overview …extract text from PDFs: ```python import pdfplumber with pdfplumber.open("document.pdf") as pdf: text = pdf.pages[0].extract_text() ``` For advanced form filling, see [FORMS.md](FORMS.md). ````… mcp-connector Claude Developer Platform · in the page agents-and-tools/mcp-connector …to a tool's described capability, either explicitly ("search Jira for open bugs") or implicitly ("what's blocking the release?" with a Jira server attached). Claude does **not** call an MCP tool for… concepts Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/concepts …y.config.*` values prefix) | | **cloudflared** | Cloudflare's open-source tunnel connector. Initiates the outbound-only connections from your network to the tunnel edge and carries encrypted t… console Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/console …tunnel stack as secrets. ## Create a tunnel <Steps> <Step title="Open the MCP tunnels page"> In the Console sidebar, go to **Manage > MCP tunnels**. Tunnels are workspace-scoped; the new tunn… 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 …Docker and Docker Compose** installed. The manual flow also requires `openssl` (1.1.1 or later). * **Outbound network connectivity** from the host to `api.anthropic.com` (443 TCP) and the [tunnel edg… deploy-helm Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-helm …lm` and `kubectl`. The **Without programmatic access** tab also uses `openssl` (1.1.1 or later). * **Outbound network connectivity** from the cluster to `api.anthropic.com` (443 TCP) and the [tunnel… overview Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/overview …connect Claude to MCP servers running in your private network without opening inbound ports or exposing services to the public internet. --- MCP tunnels let you connect Claude to Model Context Protoc… quickstart Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/quickstart …e.com/docs/en/agents-and-tools/mcp-tunnels/console#prerequisites). * [OpenSSL](https://openssl-library.org/source/) 1.1.1 or later. Preinstalled on macOS and most Linux distributions; on Windows, inst… troubleshooting Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/troubleshooting …have at least one active certificate. | Register a CA certificate, or open the session in the workspace the tunnel was created in.… bash-tool Claude Developer Platform · in the page agents-and-tools/tool-use/bash-tool …def __init__(self): self.process = subprocess.Popen( ["/bin/bash"], stdin=subprocess.PIPE, stdout=subprocess.PIPE,… browser-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-tool …essages": [ { "role": "user", "content": "Open example.com/docs and tell me how to get started." } ] }' ``` ```bash CLI ant messages create <<'YAML… code-execution-tool Claude Developer Platform · in the page agents-and-tools/tool-use/code-execution-tool …await client.Files.Upload(new FileUploadParams { File = File.OpenRead("data.csv") }); // Use the file_id with code execution var parameters = new MessageCreateParams { Model =… computer-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/computer-use-tool …-5-5", "content": [ { "type": "text", "text": "I'll open the web browser to find a picture of a cat." }, { "type": "tool_use", "id": "toolu_01WkoTUvSHDzTBu2xnGk8E… define-tools Claude Developer Platform · in the page agents-and-tools/tool-use/define-tools …means. The poor description is too brief and leaves Claude with many open questions about the tool's behavior and usage. <Tip> For deeper guidance on tool design (consolidation, naming, and respon… memory-tool Claude Developer Platform · in the page agents-and-tools/tool-use/memory-tool …ript the project needs. 2. **Subsequent sessions:** Each new session opens by reading those memory files. This restores the project state without re-exploring the code base or retracing earlier decis… server-tools Claude Developer Platform · in the page agents-and-tools/tool-use/server-tools …NU/Linux" } ] } ``` The API attaches your results to the still-open assistant turn, runs the deferred server tool (for paused code execution, resumes it), and then lets Claude continue. For a s… text-editor-tool Claude Developer Platform · in the page agents-and-tools/tool-use/text-editor-tool …h}.backup" if os.path.exists(file_path): with open(file_path, "r") as src, open(backup_path, "w") as dst: dst.write(src.read()) ``` ```typescript… web-fetch-tool Claude Developer Platform · in the page agents-and-tools/tool-use/web-fetch-tool …earch-and-fetch)) Claude does **not** fetch for general-knowledge or open-ended questions that don't reference a specific page. "Summarize this article: `<url>`" triggers a fetch. "What are best prac… Beta Claude Developer Platform · in the page api/beta …r a browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Messages Claude Developer Platform · in the page api/beta/messages …r a browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Batches Claude Developer Platform · in the page api/beta/messages/batches …browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Create a Message Batch Claude Developer Platform · in the page api/beta/messages/batches/create …browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Count tokens in a Message Claude Developer Platform · in the page api/beta/messages/count_tokens …r a browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Create a Message Claude Developer Platform · in the page api/beta/messages/create …r a browser toolset member call — the full inventory of open tabs, which tab is active, and any side effects (tabs opened, download state changes) the call produced.… Analytics Claude Developer Platform · in the page api/beta/organization/analytics …conversations_viewed_count: number` Number of times the user opened a shared conversation in a project - `thinking_message_count: number` Number of messages that used extended… Artifacts Claude Developer Platform · in the page api/beta/organization/analytics/artifacts …e Code / Cowork artifact is shared once anyone beyond its creator may open it: named members, the whole organization, or anyone with the link). - `published_artifacts_created_count: number`… Get Artifact Activity Claude Developer Platform · in the page api/beta/organization/analytics/artifacts/list …e Code / Cowork artifact is shared once anyone beyond its creator may open it: named members, the whole organization, or anyone with the link). - `published_artifacts_created_count: number`… Users Claude Developer Platform · in the page api/beta/organization/analytics/users …conversations_viewed_count: number` Number of times the user opened a shared conversation in a project - `thinking_message_count: number` Number of messages that used extended… List User Activity Claude Developer Platform · in the page api/beta/organization/analytics/users/list …conversations_viewed_count: number` Number of times the user opened a shared conversation in a project - `thinking_message_count: number` Number of messages that used extended… Events Claude Developer Platform · in the page api/beta/sessions/events …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… List Events Claude Developer Platform · in the page api/beta/sessions/events/list …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… Stream Events Claude Developer Platform · in the page api/beta/sessions/events/stream …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… Threads Claude Developer Platform · in the page api/beta/sessions/threads …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… Events Claude Developer Platform · in the page api/beta/sessions/threads/events …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… List Session Thread Events Claude Developer Platform · in the page api/beta/sessions/threads/events/list …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The… Stream Session Thread Events Claude Developer Platform · in the page api/beta/sessions/threads/events/stream …produced evaluated_permission, and under auto carries the judgement. Open union: clients must tolerate unknown variants. - `BetaManagedAgentsAgentToolEvaluationAlwaysAllow object` The…
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