> ai-task-hub

AI task hub for image analysis, background removal, speech-to-text, text-to-speech, markdown conversion, and async execute/poll/presentation orchestration. Use when users need hosted AI outcomes while host runtime manages identity, credits, payment, and risk control.

fetch
$curl "https://skillshub.wtf/LeoYeAI/openclaw-master-skills/ai-task-hub?format=md"
SKILL.mdai-task-hub

AI Task Hub

Formerly skill-hub-gateway.

Public package boundary:

  • Only orchestrates portal.skill.execute, portal.skill.poll, and portal.skill.presentation.
  • Does not exchange api_key or userToken inside this package.
  • Does not handle recharge or payment flows inside this package.
  • Assumes host runtime injects short-lived task tokens and attachment URLs.

Chinese documentation: SKILL.zh-CN.md

When to Use This Skill

Use this skill when the user asks to:

  • detect people, faces, hands, keypoints, or tags from images
  • remove backgrounds or generate cutout/matting results for products or portraits
  • transcribe uploaded audio into text (speech to text, audio transcription)
  • generate speech from text input (text to speech, voice generation)
  • convert uploaded files into markdown (document to markdown)
  • start async jobs and check status later (poll, check job status)
  • fetch rendered visual outputs such as overlay, mask, and cutout
  • run embedding or reranking tasks for retrieval workflows

Common Requests

Example requests that should trigger this skill:

  • "Detect faces in this image and return bounding boxes."
  • "Tag this image and summarize the main objects."
  • "Remove the background from this product photo."
  • "Create a clean cutout from this portrait image."
  • "Transcribe this meeting audio into text."
  • "Generate speech from this paragraph."
  • "Convert this PDF file into markdown."
  • "Start this job now and let me poll the run status later."
  • "Fetch overlay and mask files for run_456."
  • "Generate embeddings for this text list and rerank the candidates."

Search-Friendly Capability Aliases

  • vision aliases: face detection, human detection, person detection, image tagging
  • background aliases: remove background, background removal, cutout, matting, product-cutout
  • asr aliases: speech to text, audio transcription, transcribe audio
  • tts aliases: text to speech, voice generation, speech synthesis
  • markdown_convert aliases: document to markdown, file to markdown, markdown conversion
  • poll aliases: check job status, poll long-running task, async run status
  • presentation aliases: rendered output, overlay, mask, cutout files
  • embeddings/reranker aliases: vectorization, semantic vectors, relevance reranking

Runtime Contract

Default API base URL: https://gateway-api.binaryworks.app

Action to endpoint mapping:

  • portal.skill.execute -> POST /agent/skill/execute
  • portal.skill.poll -> GET /agent/skill/runs/:run_id
  • portal.skill.presentation -> GET /agent/skill/runs/:run_id/presentation

Auth Contract (Host-Managed)

Every request must include:

  • X-Agent-Task-Token: <jwt_or_paseto>

Recommended token claims:

  • sub (user_id)
  • agent_uid
  • conversation_id
  • scope (execute|poll|presentation)
  • exp
  • jti

CLI argument order for scripts/skill.mjs:

  • [agent_task_token] <action> <payload_json> [base_url]
  • If token arg is omitted, script reads AGENT_TASK_TOKEN from environment.
  • Host runtime should refresh and inject short-lived AGENT_TASK_TOKEN automatically to avoid user-facing auth friction.

Payload Contract

  • portal.skill.execute: payload requires capability and input.
  • payload.request_id is optional and passed through.
  • portal.skill.poll and portal.skill.presentation: payload requires run_id.
  • portal.skill.presentation supports include_files (defaults to true).

Attachment normalization:

  • Prefer explicit image_url / audio_url / file_url.
  • attachment.url is mapped to target media field by capability.
  • Local file_path is disabled in the published package.
  • Host must upload chat attachments first, then pass URL fields.
  • Example host upload endpoint: /api/blob/upload-file.

Error Contract

  • Preserve gateway envelope: request_id, data, error.
  • Preserve POINTS_INSUFFICIENT and pass through error.details.recharge_url.

Bundled Files

  • scripts/skill.mjs
  • scripts/agent-task-auth.mjs
  • scripts/base-url.mjs
  • scripts/attachment-normalize.mjs
  • scripts/telemetry.mjs (compatibility shim)
  • references/capabilities.json
  • references/openapi.json
  • SKILL.zh-CN.md

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first seenMar 23, 2026
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┌ repo

LeoYeAI/openclaw-master-skills
by LeoYeAI
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