{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"npm_npm-claude-chatgpt-mcp","slug":"npm-claude-chatgpt-mcp","name":"claude-chatgpt-mcp","type":"mcp","url":"https://www.npmjs.com/package/claude-chatgpt-mcp","page_url":"https://unfragile.ai/npm-claude-chatgpt-mcp","categories":["mcp-servers"],"tags":["mcp","claude","chatgpt","mac"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"npm_npm-claude-chatgpt-mcp__cap_0","uri":"capability://tool.use.integration.macos.chatgpt.desktop.app.automation.via.mcp.protocol","name":"macos chatgpt desktop app automation via mcp protocol","description":"Enables Claude to control and interact with the ChatGPT desktop application running on macOS by implementing the Model Context Protocol (MCP) as a bridge between Claude's tool-calling interface and native macOS automation APIs (likely AppleScript or accessibility frameworks). This allows Claude to send prompts to ChatGPT, retrieve responses, and manage conversation state without requiring direct API calls to OpenAI's servers, instead leveraging the already-authenticated desktop client.","intents":["I want Claude to delegate specific tasks to ChatGPT running locally on my Mac without switching applications","I need to chain Claude and ChatGPT reasoning together by having Claude invoke ChatGPT as a tool","I want to automate interactions with the ChatGPT desktop app from Claude without manual copy-paste workflows"],"best_for":["macOS users with both Claude (via Claude.app or API) and ChatGPT desktop app installed","developers building multi-LLM agent systems that need local model orchestration","teams wanting to leverage ChatGPT's capabilities as a callable tool within Claude workflows"],"limitations":["macOS-only — no Windows or Linux support due to reliance on macOS-specific automation APIs","Requires ChatGPT desktop app to be running and authenticated — cannot work with web-only ChatGPT access","No built-in error recovery if ChatGPT app crashes or becomes unresponsive during automation","Latency overhead from UI automation (AppleScript/accessibility) vs direct API calls — expect 500ms-2s per interaction","Limited to ChatGPT's UI capabilities — cannot access features not exposed through the desktop interface"],"requires":["macOS 10.13+ (for AppleScript/accessibility framework support)","ChatGPT desktop app installed and running","Claude API access or Claude.app installed","Node.js 16+ (for MCP server runtime)","Valid ChatGPT authentication session in the desktop app"],"input_types":["text prompts","conversation context","command strings for ChatGPT automation"],"output_types":["text responses from ChatGPT","conversation state/metadata","structured tool results for Claude's chain-of-thought"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-claude-chatgpt-mcp__cap_1","uri":"capability://tool.use.integration.claude.to.chatgpt.prompt.delegation.with.response.capture","name":"claude-to-chatgpt prompt delegation with response capture","description":"Implements a tool handler that accepts prompts from Claude, forwards them to the ChatGPT desktop app via macOS automation, waits for ChatGPT to generate a response, and captures the output back to Claude's context. The implementation likely uses AppleScript or macOS accessibility APIs to interact with ChatGPT's UI elements (text input field, send button, response area), with polling or event-based mechanisms to detect when ChatGPT has finished generating.","intents":["I want Claude to ask ChatGPT a question and get the answer back in Claude's conversation","I need to use ChatGPT as a specialized reasoning tool within a Claude-driven workflow","I want to compare Claude and ChatGPT responses on the same prompt without manual switching"],"best_for":["Researchers comparing LLM outputs across Claude and ChatGPT","Developers building hybrid reasoning systems that benefit from multiple model perspectives","Power users wanting seamless multi-LLM workflows on macOS"],"limitations":["Response capture is UI-dependent — ChatGPT interface changes may break automation","No timeout handling for long-running ChatGPT generations — may hang if response takes >5 minutes","Cannot access ChatGPT's advanced features (plugins, code interpreter) if not exposed in the UI","Single-threaded execution — cannot parallelize multiple ChatGPT queries","No support for streaming responses — waits for full response completion before returning to Claude"],"requires":["ChatGPT desktop app with visible UI (not headless)","macOS accessibility permissions granted to the MCP server process","Claude instance with tool-calling capability enabled"],"input_types":["text prompt (string)","optional conversation context"],"output_types":["text response (string)","response metadata (timestamp, token count if available)"],"categories":["tool-use-integration","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-claude-chatgpt-mcp__cap_2","uri":"capability://tool.use.integration.mcp.server.lifecycle.management.for.chatgpt.automation","name":"mcp server lifecycle management for chatgpt automation","description":"Provides the MCP server runtime that handles Claude's tool requests, translates them into macOS automation commands, manages the lifecycle of interactions with the ChatGPT desktop app, and returns results back through the MCP protocol. This includes server initialization, tool registration, request routing, error handling, and graceful shutdown. The server likely runs as a Node.js process that listens for MCP protocol messages from Claude.","intents":["I want to set up a persistent MCP server that Claude can call to automate ChatGPT","I need reliable error handling and recovery if the ChatGPT app becomes unresponsive","I want to configure which ChatGPT features are exposed as tools to Claude"],"best_for":["Developers setting up local MCP servers for Claude integration","Teams deploying multi-LLM orchestration infrastructure on macOS","Users wanting a long-running automation daemon for Claude-ChatGPT workflows"],"limitations":["No built-in process monitoring — if the MCP server crashes, Claude loses access to ChatGPT automation","No persistent state management — server restarts lose conversation history with ChatGPT","Single-instance only — cannot run multiple MCP servers for load balancing","No authentication/authorization — any Claude instance with access to the server can control ChatGPT","Requires manual server startup — no systemd/launchd integration out-of-the-box"],"requires":["Node.js 16+ with npm or yarn","MCP SDK for Node.js","macOS system with AppleScript/accessibility API support","Port availability (default likely 3000 or configurable)"],"input_types":["MCP protocol messages (JSON-RPC 2.0)","tool invocation requests from Claude"],"output_types":["MCP protocol responses","tool results as JSON"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-claude-chatgpt-mcp__cap_3","uri":"capability://memory.knowledge.conversation.context.preservation.across.claude.chatgpt.interactions","name":"conversation context preservation across claude-chatgpt interactions","description":"Maintains conversation state and context when delegating prompts from Claude to ChatGPT, ensuring that multi-turn interactions with ChatGPT remain coherent and that Claude can reference previous ChatGPT responses. This likely involves tracking conversation IDs or session state in the ChatGPT app, managing message history, and ensuring that follow-up prompts are sent to the correct conversation thread rather than starting new conversations.","intents":["I want to have a multi-turn conversation with ChatGPT through Claude without losing context","I need Claude to reference earlier ChatGPT responses when formulating follow-up questions","I want to maintain separate conversation threads with ChatGPT for different topics"],"best_for":["Users building complex reasoning chains that require multi-turn ChatGPT interactions","Workflows where Claude needs to iteratively refine ChatGPT's responses","Teams managing multiple parallel conversations with ChatGPT from Claude"],"limitations":["Context is stored in ChatGPT's UI state — not persisted to external storage, so server restart loses context","No explicit conversation ID management — relies on ChatGPT's internal conversation tracking","Limited to ChatGPT's conversation history limits (may lose context if conversation grows very long)","No support for branching conversations — cannot fork a conversation and explore multiple paths","Context size is bounded by ChatGPT's token limits — very long conversations may be truncated"],"requires":["ChatGPT desktop app with conversation history enabled","Mechanism to identify and track conversation IDs (likely via UI inspection)"],"input_types":["conversation ID or reference","follow-up prompt text"],"output_types":["conversation state metadata","response text with context awareness"],"categories":["memory-knowledge","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-claude-chatgpt-mcp__cap_4","uri":"capability://automation.workflow.macos.accessibility.api.integration.for.chatgpt.ui.control","name":"macos accessibility api integration for chatgpt ui control","description":"Leverages macOS accessibility frameworks (or AppleScript) to programmatically interact with ChatGPT's user interface elements — locating text input fields, clicking send buttons, reading response text, and detecting UI state changes. This involves querying the accessibility tree, simulating user interactions (keyboard/mouse events), and parsing UI elements to extract ChatGPT's responses. The implementation handles UI element identification, timing synchronization, and graceful degradation if UI elements change.","intents":["I want to automate typing prompts into ChatGPT and clicking send without manual interaction","I need to reliably extract ChatGPT's responses from the UI for processing","I want to detect when ChatGPT has finished generating a response before reading the output"],"best_for":["macOS developers building UI automation tools","Teams needing reliable ChatGPT automation without API access","Researchers studying LLM behavior through automated interaction"],"limitations":["Fragile to ChatGPT UI changes — any redesign of the interface may break automation","Requires accessibility permissions — users must manually grant access in System Preferences","Timing-dependent — must wait for UI elements to appear and responses to render, adding latency","Cannot interact with ChatGPT features not exposed in the UI (e.g., internal API endpoints)","No support for headless operation — ChatGPT window must be visible and focused","Accessibility API performance degrades with complex UI hierarchies — may timeout on slow machines"],"requires":["macOS 10.13+ with accessibility API support","Accessibility permissions granted to the MCP server process (System Preferences > Security & Privacy > Accessibility)","ChatGPT desktop app with standard UI layout"],"input_types":["UI element selectors (accessibility identifiers or XPath-like queries)","text to type","mouse/keyboard event specifications"],"output_types":["extracted text from UI elements","UI state information","success/failure status of automation actions"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-claude-chatgpt-mcp__cap_5","uri":"capability://automation.workflow.error.handling.and.fallback.for.chatgpt.unavailability","name":"error handling and fallback for chatgpt unavailability","description":"Implements error detection and recovery logic for scenarios where ChatGPT app is unresponsive, disconnected, or returns errors. Detects timeout conditions, network failures, authentication issues, and app crashes, then provides meaningful error messages to Claude or implements fallback strategies. Includes retry logic with exponential backoff and graceful degradation when ChatGPT is unavailable.","intents":["I want Claude to handle ChatGPT failures gracefully instead of hanging indefinitely","I need clear error messages when ChatGPT is unavailable so I can take action","I want automatic retry logic for transient failures without manual intervention"],"best_for":["production workflows requiring reliability and uptime","users who want graceful degradation when ChatGPT is unavailable","teams building resilient multi-model AI systems"],"limitations":["Cannot distinguish between ChatGPT API rate limits and actual errors — both appear as failures","Retry logic may amplify rate limiting if ChatGPT is throttled","No built-in fallback to alternative models — Claude must implement its own fallback logic","Timeout thresholds are fixed or require manual configuration — no adaptive timeout adjustment","Cannot recover from ChatGPT app crashes — requires manual restart"],"requires":["Timeout configuration (default or custom)","Retry policy definition (max attempts, backoff strategy)","Error logging or monitoring system"],"input_types":["error codes from ChatGPT app","timeout duration","retry parameters"],"output_types":["error messages with context","retry status","fallback responses"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":25,"verified":false,"data_access_risk":"moderate","permissions":["macOS 10.13+ (for AppleScript/accessibility framework support)","ChatGPT desktop app installed and running","Claude API access or Claude.app installed","Node.js 16+ (for MCP server runtime)","Valid ChatGPT authentication session in the desktop app","ChatGPT desktop app with visible UI (not headless)","macOS accessibility permissions granted to the MCP server process","Claude instance with tool-calling capability enabled","Node.js 16+ with npm or yarn","MCP SDK for Node.js"],"failure_modes":["macOS-only — no Windows or Linux support due to reliance on macOS-specific automation APIs","Requires ChatGPT desktop app to be running and authenticated — cannot work with web-only ChatGPT access","No built-in error recovery if ChatGPT app crashes or becomes unresponsive during automation","Latency overhead from UI automation (AppleScript/accessibility) vs direct API calls — expect 500ms-2s per interaction","Limited to ChatGPT's UI capabilities — cannot access features not exposed through the desktop interface","Response capture is UI-dependent — ChatGPT interface changes may break automation","No timeout handling for long-running ChatGPT generations — may hang if response takes >5 minutes","Cannot access ChatGPT's advanced features (plugins, code interpreter) if not exposed in the UI","Single-threaded execution — cannot parallelize multiple ChatGPT queries","No support for streaming responses — waits for full response completion before returning to Claude","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.22,"ecosystem":0.42,"match_graph":0.25,"freshness":0.52,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:23.903Z","last_scraped_at":"2026-05-03T14:24:09.734Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=npm-claude-chatgpt-mcp","compare_url":"https://unfragile.ai/compare?artifact=npm-claude-chatgpt-mcp"}},"signature":"V21RgnLTe3mvC7CM/lHNy1jJSoqzGdQ+4tPfGMBeAZYanxlArlTHVue/aRURc0Zklhe2oxIy+UqmYg/ibIY8Bw==","signedAt":"2026-06-22T01:41:30.375Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/npm-claude-chatgpt-mcp","artifact":"https://unfragile.ai/npm-claude-chatgpt-mcp","verify":"https://unfragile.ai/api/v1/verify?slug=npm-claude-chatgpt-mcp","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}