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AI Task Hub Agent Skill

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.

1.2k tokens
context cost
SKILL.md, read when the skill is used
11
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
2 168
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/LeoYeAI/agent-master-skills --skill ai-task-hub

What comes with it

62 078 bytes besides the instruction
.clawhub/origin.json
SKILL.zh-CN.md
_meta.json
references/capabilities.json
references/openapi.json
scripts/agent-task-auth.mjs
scripts/attachment-normalize.mjs
scripts/base-url.mjs
scripts/skill.mjs
scripts/telemetry.mjs

The instruction itself

9 sections, as written by the author

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

How to use it

Copy the folder

Take leoyeai/ai-task-hub from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.