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Diagnostic: returns ok=false with reasons instead of erroring when endpoints are down.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{}},"title":"Ping AIHubMix","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"ping","displayName":"Ping AIHubMix"},{"name":"models-list","description":"Search the live AIHubMix model catalog with pricing (USD per 1K tokens), context window, modalities and features. All filters are optional and combined with AND. Public data, no API key needed.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{"type":{"enum":["llm","image_generation","video","tts","stt","embedding","rerank"],"type":"string"},"limit":{"type":"integer","maximum":100,"minimum":1},"offset":{"type":"integer","minimum":0},"search":{"type":"string"},"sort_by":{"enum":["model_ratio","context_length","coding","order"],"type":"string"},"features":{"type":"string"},"modalities":{"type":"string"},"sort_order":{"enum":["asc","desc"],"type":"string"}},"additionalProperties":false},"title":"List / search AIHubMix models","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"models-list","displayName":"List / search AIHubMix models"},{"name":"model-get","description":"Fetch full details for a single model by exact model_id (pricing, full description, capabilities). Returns close-match suggestions when the id is unknown. Public data, no API key needed.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["model_id"],"properties":{"model_id":{"type":"string","maxLength":120,"minLength":1}},"additionalProperties":false},"title":"Get one AIHubMix model","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"model-get","displayName":"Get one AIHubMix model"},{"name":"credits-get","description":"Account balance for the calling API key: total quota, used and remaining (USD), plus key expiry. Requires an API key.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{}},"title":"Get AIHubMix credits","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"credits-get","displayName":"Get AIHubMix credits"},{"name":"chat-send","description":"Send one non-streaming chat message to any AIHubMix model and get the reply with token usage and latency. Intended for quick model testing/comparison from the editor. Requires an API key and CONSUMES CREDITS.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["model"],"properties":{"model":{"type":"string","maxLength":120,"minLength":1},"prompt":{"type":"string","maxLength":8000,"minLength":1},"system":{"type":"string","maxLength":16000},"messages":{"type":"array","items":{"type":"object","required":["role","content"],"properties":{"role":{"enum":["user","assistant","system"],"type":"string"},"content":{"type":"string","maxLength":16000}},"additionalProperties":false},"maxItems":50,"minItems":1},"max_tokens":{"type":"integer","maximum":8192,"minimum":1},"temperature":{"type":"number","maximum":2,"minimum":0}},"additionalProperties":false},"title":"Send a test chat message","logicalName":"chat-send","displayName":"Send a test chat message","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"image-generate","description":"Generate image(s) across 23 models / 8 families. Text-to-image and image-to-image (pass input_reference). Models: nano-banana-pro/nano-banana-2 (Gemini native: aspect_ratio, size 1K/2K/4K, google_search); gpt-image-1.5/gpt-image-1/gpt-image-1-mini/dall-e-3 (OpenAI: size, n, quality, background, output_format); imagen-4.0-ultra/imagen-4.0/imagen-4.0-fast/imagen-3.0 (aspect_ratio, n); flux-2-pro/flux-2-flex (aspect_ratio, seed); ideogram-v3 (rendering_speed, aspect_ratio); seedream-5.0-lite/seedre","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["model","prompt"],"properties":{"n":{"type":"integer","maximum":12,"minimum":1},"seed":{"type":"integer"},"size":{"type":"string"},"model":{"enum":["nano-banana-pro","nano-banana-2","gpt-image-1.5","gpt-image-1","gpt-image-1-mini","dall-e-3","imagen-4.0-ultra","imagen-4.0","imagen-4.0-fast","imagen-3.0","flux-2-pro","flux-2-flex","ideogram-v3","seedream-5.0-lite","seedream-4.5","seedream-4.0","wan2.7-image-pro","wan2.7-image","wan2.6-image","qwen-image-2.0-pro","qwen-image-2.0","qwen-image-max","qwen-image","openai/gpt-image-1","opanai/gpt-image-1","bfl/FLUX.1-Kontext-pro","google/imagen-4.0-ultra-generate-preview-06-06","google/imagen-4.0-generate-preview-06-06","ideogram/V3"],"type":"string"},"prompt":{"type":"string","maxLength":32000,"minLength":1},"quality":{"enum":["low","medium","high","auto"],"type":"string"},"watermark":{"type":"boolean"},"background":{"enum":["transparent","opaque","auto"],"type":"string"},"moderation":{"enum":["auto","low"],"type":"string"},"aspect_ratio":{"type":"string"},"google_search":{"type":"boolean"},"output_format":{"enum":["png","jpeg","webp"],"type":"string"},"prompt_extend":{"type":"boolean"},"thinking_mode":{"type":"boolean"},"input_fidelity":{"enum":["low","high"],"type":"string"},"input_reference":{"type":"string","format":"uri"},"negative_prompt":{"type":"string"},"rendering_speed":{"enum":["QUALITY","SPEED"],"type":"string"},"response_format":{"enum":["url","base64_json"],"type":"string"},"safety_tolerance":{"enum":["0","1","2","3","4","5","6"],"type":"string"}},"additionalProperties":false},"title":"Generate images","logicalName":"image-generate","displayName":"Generate images","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"video-generate","description":"Generate a video (submits a task then polls until ready — can take several minutes). Models: seedance-2.0 / seedance-2.0-fast (ByteDance SeeDance, 4-15s, resolution 480p/720p/1080p, aspect_ratio, watermark, seed, camera_fixed, generate_audio, image-to-video); sora-2 / sora-2-pro (OpenAI Sora, 4/8/12s, size 720x1280…1792x1024, image-to-video); wan-2.7 / wan-2.6 / wan-2.5 (Alibaba Wan, size WxH, image-to-video); jimeng-3.0-pro / jimeng-3.0 (ByteDance Jimeng, 5/10s, image-to-video). 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Follow up with docs-get to read a page. Public data, no API key needed.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["query"],"properties":{"lang":{"enum":["cn","en","de","es"],"type":"string"},"limit":{"type":"integer","maximum":25,"minimum":1},"query":{"type":"string","maxLength":300,"minLength":1},"search_content":{"type":"boolean"}},"additionalProperties":false},"title":"Search AIHubMix docs","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"docs-search","displayName":"Search AIHubMix docs"},{"name":"docs-get","description":"Fetch one documentation page from docs.aihubmix.com as markdown (use URLs returned by docs-search). 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Requires an Access Key (AIHUBMIX_ACCESS_KEY or the X-Aihubmix-Access-Key header).","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{}},"title":"Get AIHubMix account profile","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"account-get","displayName":"Get AIHubMix account profile"},{"name":"keys-list","description":"List the account's API keys with status, remaining/used quota (USD), expiry and model/IP restrictions. Key values are masked (last 4 chars only). Requires an Access Key (AIHUBMIX_ACCESS_KEY or the X-Aihubmix-Access-Key header).","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{"num":{"type":"integer","maximum":500,"minimum":1}},"additionalProperties":false},"title":"List AIHubMix API keys","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"keys-list","displayName":"List AIHubMix API keys"},{"name":"account-models","description":"Models usable by THIS account's group (may differ from the public catalog in models-list). Requires an Access Key (AIHUBMIX_ACCESS_KEY or the X-Aihubmix-Access-Key header).","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{}},"title":"List models available to this account","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"account-models","displayName":"List models available to this account"}],"toolSource":"directory_preview","agentAction":"both","installLinks":[{"id":"cursor","label":"Cursor","href":"cursor://anysphere.cursor-deeplink/mcp/install?name=Inferera&config=eyJ1cmwiOiAiaHR0cHM6Ly9tY3AuaW5mZXJlcmEuY29tL21jcCJ9"},{"id":"vscode","label":"VS Code","href":"vscode:mcp/install?%7B%22name%22%3A%22Inferera%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.inferera.com%2Fmcp%22%7D"},{"id":"vscode-insiders","label":"VS Code Insiders","href":"vscode-insiders:mcp/install?%7B%22name%22%3A%22Inferera%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.inferera.com%2Fmcp%22%7D"},{"id":"claude-web","label":"Claude.ai","href":"https://claude.ai/customize/connectors?modal=add-custom-connector&connectorName=Inferera&connectorUrl=https%3A%2F%2Fmcp.inferera.com%2Fmcp"},{"id":"codex","label":"Codex","copyText":"codex mcp add \"Inferera\" --url \"https://mcp.inferera.com/mcp\""},{"id":"chatgpt","label":"ChatGPT","href":"https://www.mcpbundles.com/docs/integrations/chatgpt"}],"catalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/inferera-mcp-e2d4c1b05b","callUrl":"https://www.mcpbundles.com/api/directory/v1/servers/inferera-mcp-e2d4c1b05b/tools/{tool}","mcpServerUrl":"https://mcp.inferera.com/mcp","liveCatalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/inferera-mcp-e2d4c1b05b?live=1"}