AI Task Hub

Formerly skill-hub-gateway.

Public package boundary:

• - Only orchestrates portal.skill.execute, portal.skill.poll, portal.skill.presentation, portal.account.connect, portal.account.balance, and portal.account.ledger.
• Does not exchange api_key or userToken inside this package.
• Does not handle recharge or payment flows inside this package.
• Optional env hints PUBLIC_BRIDGE_ENTRY_HOST and AI_TASK_HUB_ENTRY_HOST are only host-side entry_host fallbacks, not API secrets, auth tokens, or billing credentials.
• Prefers attachment URLs, and when host runtime explicitly exposes attachment bytes for the current request, forwards only that explicit attachment material through the public bridge before execution.
• When the published skill is invoked directly by a third-party agent runtime, it uses POST /agent/public-bridge/invoke.
• published skill persistence = disabled.
• continuity owner = host_or_private_wrapper.

Data Handling Boundary

• - Only forwards attachment bytes that the host runtime explicitly provides for the current request.
• Off-host media transfer is limited to the gateway-controlled host https://gateway-api.binaryworks.app.
• Public upload handoff is limited to POST /agent/public-bridge/upload-file for the same request flow.
• Does not read local paths, scan the local filesystem, or guess files outside explicit host-provided attachment material.
• Does not persist uploaded bytes or credentials to local disk, and does not write skill/config state.
• Host/runtime should obtain user consent before forwarding media and should avoid sending sensitive or regulated data unless the user explicitly approved that transfer.

Read This First

• - Do not mix connector lifecycle commands with published skill actions.
• INLINECODE16 / status / invoke / logout are connector lifecycle commands for host/runtime installation state.
• INLINECODE20 / portal.skill.execute / portal.skill.poll / portal.skill.presentation / portal.account.balance / portal.account.ledger are the published skill actions.
• Do not treat portal.skill.execute -> portal.skill.poll -> portal.skill.presentation as the default path for every capability. Default behavior must follow the capability delivery mode.
• Public capability inventory below lists only enabled capabilities intentionally advertised to agents. Disabled or internal-only routes may still exist in backend code but are not part of the advertised package surface.

Two Operational Surfaces

• - Connector lifecycle commands:

- connect: start or resume browser authorization for one connector installation - status: read whether the connector installation already has continuity - invoke: call one published skill action through the connector runtime - logout: clear continuity for that connector installation

• - Published skill actions:

- portal.account.connect: explicit account bind or connection-status check - portal.skill.execute: submit a capability run - portal.skill.poll: poll a submitted run - portal.skill.presentation: fetch rendered outputs for a run - portal.account.balance: read current points balance - portal.account.ledger: read points ledger rows

Public Capability Inventory (Enabled And Available)

• - Image analysis:

- human_detect - image_tagging - face-detect - body-keypoints-2d - face-emotion-recognition

• - Background removal / cutout / mask:

- person-instance-segmentation - person-semantic-segmentation - concert-cutout - full-body-matting - head-matting - product-cutout

• - Audio:

- asr - tts_report

• - Document:

- markdown_convert

• - Retrieval:

- embeddings - reranker

• - Generation:

- image-generation

• - Video:

- INLINECODE55

Delivery Mode Guidance

• - INLINECODE56

- Default host behavior: prefer a result-first entrypoint and return the final result in the same interaction. - Typical capabilities: tts_report, image analysis, retrieval. - Default product path: use result-first host flow; portal.skill.execute is usually enough.

• - INLINECODE59

- Default host behavior: prefer a result-first entrypoint with short internal waiting, then fall back to poll only if the short wait does not complete. - Typical capabilities: image-generation. - Default product path: start with result-first host flow; only use portal.skill.poll when the short wait does not complete.

• - INLINECODE62

- Default host behavior: keep presentation or rendered files as part of the formal result surface. - Typical capabilities: segmentation, matting, cutout. - Default product path: portal.skill.execute -> portal.skill.poll, then portal.skill.presentation when files or rendered outputs are needed.

• - INLINECODE67

- Default host behavior: treat the capability as an explicit async job and do not promise single-turn completion. - Typical capabilities: asr, markdown_convert, video-face-generation. - Default product path: portal.skill.execute with later portal.skill.poll; use portal.skill.presentation only when that capability later exposes a rendered result surface.

Minimal Architecture Rules

• - Default path stays connector-first. Do not invent a host-specific continuity or identity model beside connector/runtime.
• Default path stays result-first. Do not teach every capability as execute -> poll -> presentation.
• INLINECODE75 and portal.skill.presentation are follow-up surfaces, not universal default steps.
• Published skill keeps compatibility and asset-delivery surfaces, but it does not own long-lived continuity.
• Do not ask end users for manual URLs, JSON field names, local paths, or internal bridge details unless they explicitly ask for debugging.

Non-Recommended Patterns

• - Do not bypass connector/runtime as the default host product path when hosted connector or local bootstrap is available.
• Do not describe raw published skill actions as if they were the primary UX for every capability.
• Do not add host-specific auth, continuity, or capability-routing rules outside the existing connector/runtime and gateway contracts.
• Do not expose debugging payload structure, bridge layering, or upload choreography to end users unless troubleshooting is explicitly requested.

Official Host Integration

• - Current built-in host integrations for mobileclaw, openclaw, codex, and claude require the AI Task Hub connector/runtime to own continuity from the first call.
• Future public hosts should follow the same connector/runtime continuity contract instead of inventing a host-specific identity model.
• For remote URL / OAuth / connection-record style hosts, use the hosted connector runtime: POST /agent/hosted-connector/install, POST /agent/hosted-connector/connect, POST /agent/hosted-connector/invoke, POST /agent/hosted-connector/status, POST /agent/hosted-connector/logout.
• For local command-only hosts, use the shared connector/runtime bootstrap outside this published package.
• INLINECODE86 is the underlying transport used by that connector/runtime, and also the compatibility fallback when a host bypasses the connector during debugging or manual integration.
• Trusted host runtime that can safely hold bridge assertion secret may still use POST /agent/skill/bridge/invoke.
• published skill persistence remains disabled even when connector/runtime is present; long-lived continuity belongs in host or connector state, not in this package.

User-Facing Response Policy

• - When users upload images, audio, documents, or video and ask for a capability, prefer executing immediately only when the host runtime has already supplied an explicit attachment object or explicit attachment bytes for that request.
• Do not explain image_url, attachment.url, storage URLs, bridge layers, host uploads, input normalization, or controlled media domain details to end users unless they explicitly ask for technical debugging.
• Do not ask end users to provide manual URLs, JSON field names, or upload-chain instructions; those are internal host-to-skill mechanics.
• If the runtime supports attachment handling, limit processing to the explicit attachment object supplied for the current request and keep the upload/URL handoff scoped to execute/poll/presentation for that same request.
• Only when execution actually fails and the user must intervene should you mention missing processable files, incomplete authorization, or retry guidance, using user-oriented language without exposing internal layering.

Chinese documentation: INLINECODE90

When to Use This Skill

Use this skill when the user asks to:

• - detect faces, human presence, body keypoints, image tags, or facial emotion from images
• generate person/product segmentation, mask, cutout, or matting outputs that this public package explicitly exposes
• 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 INLINECODE100
• run embedding or reranking tasks for retrieval workflows
• check current account points balance or recent points ledger rows

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."
• "Check my current points balance."
• "Show my recent points ledger from 2026-03-01 to 2026-03-15."

Search-Friendly Capability Aliases

• - vision aliases: face detection, human detection, person detection, image tagging
• INLINECODE102 aliases: remove background, background removal, cutout, matting, product-cutout
• INLINECODE103 aliases: speech to text, audio transcription, transcribe audio
• INLINECODE104 aliases: text to speech, voice generation, speech synthesis
• INLINECODE105 aliases: document to markdown, file to markdown, markdown conversion
• INLINECODE106 aliases: check job status, poll long-running task, async run status
• INLINECODE107 aliases: rendered output, overlay, mask, cutout files
• INLINECODE108 aliases: points balance, credits balance, remaining points
• INLINECODE109 aliases: points ledger, credits history, points statement
• INLINECODE110 aliases: vectorization, semantic vectors, relevance reranking

Public discovery boundary for visual capabilities:

• - This published skill only advertises visual capabilities whose backing services are currently enabled for public delivery.
• Disabled or internally retained legacy routes are intentionally omitted from discovery references and capability manifests even if related backend code still exists.

Runtime Contract

Default API base URL: https://gateway-api.binaryworks.app
Published package policy: outbound base URL is locked to the default API base URL to reduce token exfiltration risk.

Action to endpoint mapping:

• - portal.skill.execute -> INLINECODE113
• INLINECODE114 -> INLINECODE115
• INLINECODE116 -> INLINECODE117
• INLINECODE118 -> POST /agent/public-bridge/invoke (explicit connect/status check only)
• INLINECODE120 -> INLINECODE121
• INLINECODE122 -> INLINECODE123

Install Mechanism & Runtime Requirements

• - This skill is instruction-first and does not define a remote installer flow.
• Runtime execution is limited to bundled local scripts under scripts/*.mjs.
• Required runtime binary is node (as declared in metadata.openclaw.requires.bins).
• No remote download-to-exec install chain is used (curl|wget ... | sh|bash|python|node is not part of this package).

Auth Contract

Third-party agent entry mode (official host integrations should route through connector/runtime):

• - Officially supported host integrations should install or provision the connector/runtime and let it manage entry_user_key; do not ask end users to manage continuity manually.
• If a host bypasses connector/runtime and invokes the published skill directly, use POST /agent/public-bridge/invoke and persist the same entry_user_key outside this published skill package.
• Do not require end users to provide any credential.
• Use portal.account.connect when host/runtime wants an explicit browser-connect preflight instead of waiting for a protected action to fail.
• Connector/runtime remains required for the official host integration path even when browser authorization is not yet required.
• With TRIAL_ENABLED and available trial points, first-time calls may proceed without browser authorization.
• On first use without an existing binding, gateway can proceed without browser authorization when TRIAL_ENABLED and trial points are available; AUTHORIZATION_REQUIRED is returned only for conditional upgrade paths (for example trial exhausted or trial-disabled rollback).
• The returned authorization_url may include gateway_api_base_url; preserve it when completing browser authorization so /agent-auth/complete is posted back to the same API environment that created the auth session.
• Host/runtime should show authorization_url to the user, persist entry_user_key, then retry the same action with that same entry_user_key.
• Connector/runtime must preserve that same entry_user_key before and after browser authorization.
• When AUTHORIZATION_REQUIRED or portal.account.connect returns connector_install, treat it as the official npm connector/runtime guidance for hosts that have not yet provisioned the supported continuity layer.
• INLINECODE144 refers to the official connector package outside this published skill package.
• That connector is the required continuity owner for officially supported host integrations, even though account authorization may still be deferred until trial exhaustion or policy upgrade.
• For OpenClaw/MobileClaw-style local hosts, follow the connector guide referenced by connector_install.guide_url, then continue the same browser authorization_url flow with the same entry_user_key.
• If gateway later returns AUTHORIZATION_REQUIRED with details.likely_cause=ENTRY_USER_KEY_NOT_REUSED, details.recovery_action=REUSE_ENTRY_USER_KEY, and details.reauthorization_required=false, host should restore the previously persisted entry_user_key and retry without sending the user through browser authorization again.

Identifier format constraints used by gateway auth:

• - agent_uid must match ^agent_[a-z0-9][a-z0-9_-]{5,63}$.
• INLINECODE155 must match ^[A-Za-z0-9._:-]{8,128}$.
• In deployed bridge mode, host may pass its own stable runtime agent identifier and the gateway bridge will canonicalize it server-side.

Host-side token bridge (outside published package):

• - To keep this package compliant and low-privilege, this published runtime does not issue or accept caller-managed task tokens.
• Preferred deployed bridge endpoint for third-party agent entry: connector/runtime should call POST /agent/public-bridge/invoke.
• Trusted host runtime that can safely hold bridge assertion secret may continue to use POST /agent/skill/bridge/invoke.
• These bridge endpoints are served by gateway runtime, not bundled into this published package, and do not require caller-managed credentials.
• published skill persistence = disabled; continuity must stay in host_or_private_wrapper, not inside this published package.
• Bridge request body should include action, agent_uid, conversation_id, and optional payload.
• INLINECODE164 should be a host-generated opaque session/install identifier, not a public chat ID, raw thread ID, or PII.
• Public bridge should resolve a stable external user binding when available; if the binding is missing and trial conditions are satisfied, first-time onboarding can continue without browser authorization, while conditional upgrade paths return a host-owned authorization URL plus entry_user_key.
• Cross-conversation account continuity requires reusing the same entry_user_key; public bridge intentionally does not accept owner overrides.
• Gateway bridge will canonicalize agent_uid, repair binding when missing, issue short-lived internal task token, and run the action server-side.
• INLINECODE168 through public bridge is write-capable and should send options.confirm_write=true after user confirmation; otherwise gateway may return ACTION_CONFIRMATION_REQUIRED.
• INLINECODE171, gateway_api_key, api_key, user_token, agent_task_token, owner_uid_hint, and install_channel overrides are rejected by the deployed bridge endpoint.
• Recommended host behavior: persist entry_user_key, normalize agent_uid, and re-run the same bridge action after authorization completes.

Host integration modes:

• - connector-managed interactive (recommended): connector/runtime calls POST /agent/public-bridge/invoke, surfaces the returned host-owned authorization URL to the user when needed, persists returned entry_user_key, and retries after authorization completes.
• INLINECODE183 (secondary): a trusted backend you control may call POST /agent/skill/bridge/invoke with its own bridge assertion secret.
• Published skill package itself does not open browser, persist credentials, or perform OAuth/token exchange flows.
• The authorization URL above is owned by deployed gateway/admin-web pages, not by this skill package runtime.
• Successful public bridge responses add data.agent_guidance.bridge_auth with continuity_owner=host_or_private_wrapper, published_skill_persistence=disabled, and the returned bridge_context.
• Public bridge failures that include entry context add error.details.bridge_auth so host/runtime can recover continuity outside the published skill package.

Compatibility and Debug Transport Reference

Default product path for official hosts remains connector-first and result-first.

Use the raw transport reference below only when:

• - a host is in compatibility mode and can preserve the same entry_user_key itself
• a trusted backend is integrating directly
• debugging requires checking the raw bridge contract

Preferred raw transport for third-party agent entry (normally owned by connector/runtime, and also usable as a compatibility fallback when a host can preserve continuity itself):

• - Deployed bridge API:

CODEBLOCK0

• - Send that body to POST /agent/public-bridge/invoke.
• INLINECODE192 must match the active host runtime. Current built-in examples are mobileclaw, openclaw, codex, claude; future lowercase host slugs can follow the same contract when connector/runtime is configured for them.
• Example mappings: MobileClaw -> mobileclaw, OpenClaw -> openclaw, Codex -> codex, Claude -> claude.
• If the host cannot pass entry_host explicitly, export PUBLIC_BRIDGE_ENTRY_HOST or AI_TASK_HUB_ENTRY_HOST, or install the package under the host-specific runtime path so host inference stays correct.
• This is the underlying production transport for connector-managed third-party integration.
• With TRIAL_ENABLED and available trial points, first-time onboarding can complete without browser authorization.
• On first use, gateway may return AUTHORIZATION_REQUIRED with authorization_url and entry_user_key only when conditional authorization upgrade is required (for example trial exhausted).
• Persist entry_user_key and retry with the same value after user authorization completes.
• Preserve any gateway_api_base_url embedded in the authorization flow so the completion request lands on the same gateway API environment.
• INLINECODE210 should be your host-defined stable runtime agent identifier.
• INLINECODE211 should be your host-generated opaque session/install identifier; it is not tied to Telegram or any single tool and does not determine account ownership.
• Use the same entry_user_key across conversations when those conversations should share one account.

Trusted host runtime secondary mode:

• - If you control the upstream backend and it can safely hold bridge assertion secret, use POST /agent/skill/bridge/invoke.
• This path is for trusted host runtime only, not OpenClaw / MobileClaw / Codex / Claude style third-party entry.

Action payload templates (same for public bridge and trusted host bridge mode):

• - INLINECODE214

{
  "capability": "human_detect",
  "input": { "image_url": "https://files.example.com/demo.png" },
  "request_id": "optional_request_id"
}

• - INLINECODE215

{ "run_id": "run_123" }

• - INLINECODE216

{ "run_id": "run_123", "channel": "web", "include_files": true }

• - INLINECODE217

{ "connect_mode": "browser", "auth_session_id": "optional_existing_auth_session" }

• - INLINECODE218

{}

• - INLINECODE219

CODEBLOCK6

Agent-side decision flow:

• - For official host integration, prefer connector install/connect/invoke/status/logout or the hosted connector lifecycle over direct published-skill invocation.
• Only bypass connector/runtime and call POST /agent/public-bridge/invoke directly when you are in a compatibility or debugging path and can preserve the same entry_user_key yourself.
• Default capability path must follow delivery mode, not a universal three-step recipe:

- instant_result: prefer result-first flow; use portal.skill.execute only when dropping to published skill actions. - aggregated_short_wait: prefer result-first flow; fall back to portal.skill.poll only if the short wait does not complete. - asset_delivery: use portal.skill.presentation only when the capability needs formal rendered assets. - long_running: keep explicit async expectations and use portal.skill.poll as the normal follow-up.

• - Explicit account linking: call portal.account.connect, surface the returned authorization_url when present, and keep reusing the same entry_user_key.
• Account query: call portal.account.balance or portal.account.ledger directly.
• Keep conversation_id as session context only; do not use it as the account key.
• For cross-conversation continuity in third-party entry mode, persist and reuse the same entry_user_key; do not pass owner_uid_hint to the public bridge endpoint.
• If AUTHORIZATION_REQUIRED is returned, show authorization_url, persist entry_user_key, then retry the same action after user authorization completes.
• If AUTHORIZATION_REQUIRED includes details.likely_cause=ENTRY_USER_KEY_NOT_REUSED, do not open a new auth flow yet; first restore the previously persisted entry_user_key and retry the same bridge call.
• Treat details.reauthorization_required=false as a recovery hint that browser re-login is unnecessary for this failure mode.
• If AUTH_UNAUTHORIZED + agent_uid claim format is invalid: use canonical agent_uid (agent_...) instead of a short host alias (assistant, planner).
• If SYSTEM_NOT_FOUND + agent binding not found: restart the same bridge flow once and let gateway repair binding.

Output parsing contract:

• - Always parse standard gateway envelope: request_id, data, error.
• Treat non-empty error as failure even when HTTP tooling hides status code.

Visualization Playbooks (Agent Guidance)

• - For successful visual actions (portal.skill.execute, portal.skill.poll, portal.skill.presentation), the script enriches responses with data.agent_guidance.visualization.playbook.
• Playbook mapping covers the visual capabilities currently exposed by this published skill (detection/classification/keypoints/segmentation/matting families).
• For image-generation, user delivery should be image-first: present the generated image itself and omit structured fields unless the user explicitly asks for source data or debugging details.
• Global rendering guardrail for all visual capabilities:
• Must use skill-native rendered assets first (overlay/mask/cutout/view_url) when available.
• Manual local drawing fallback is disabled by default (allow_manual_draw=false) to avoid inconsistent agent-side rendering.
• If rendered assets are missing, fallback is summary-only from structured output (raw/visual.spec), not local drawing.
• Example special rule:
• INLINECODE270 -> when both rendered assets and geometry are absent, playbook marks status=degraded and recommends fallback capability body-keypoints-2d.

Payload Contract

• - portal.skill.execute: payload requires capability and input.
• INLINECODE276 is optional and passed through.
• INLINECODE277 and portal.skill.presentation: payload requires run_id.
• INLINECODE280 supports include_files (defaults to true).
• INLINECODE283: payload may include connect_mode and optional auth_session_id when host/runtime is checking an existing browser bind.
• INLINECODE286: payload is optional and ignored.
• INLINECODE287: payload may include date_from + date_to (YYYY-MM-DD, must be provided together).

Attachment normalization:

• - Prefer explicit image_url / audio_url / file_url / video_url.
• INLINECODE295 is mapped to target media field by capability.
• When host runtime exposes attachment bytes, this published package forwards only that explicit attachment material through the public bridge and injects the returned URL before execute.
• There is no separate portal.upload action in this package; for third-party agent entry, callers should keep using portal.skill.execute, and the bundled runtime will only forward explicit attachment bytes already supplied by the host for the current request.
• If a host bypasses the bundled auto-upload helper and implements upload itself, use POST /agent/public-bridge/upload-file for third-party/public entry, not POST /agent/skill/bridge/upload-file.
• Local file_path handling is disabled in the published public skill.
• The runtime does not scan the local filesystem, guess file locations, expand directories/globs, or read local paths from payload.file_path, input.file_path, attachment.path, or attachment.file_path.
• Arbitrary unmanaged local filesystem access remains unsupported; hosts should provide bytes or a bridge-managed URL instead.
• Example host upload endpoint: /agent/public-bridge/upload-file.
• INLINECODE306 requires 2 uploaded files from the user before execution:

- source video -> input.video_url - merge face image -> input.merge_infos[0].merge_face_image.url

• - If either required file is missing, agent should ask the user to upload both files first.
• Prefer a short source video for testing or smoke runs because these video-generation jobs are asynchronous and slower than image-only tasks.
• Do not rely on a single attachment.url auto-mapping for Video Face Generation; host must pass both structured URL fields explicitly.

Error Contract

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

Bundled Files

• - INLINECODE316
• INLINECODE317
• INLINECODE318
• INLINECODE319
• INLINECODE320 (compatibility shim)
• INLINECODE321
• INLINECODE322
• INLINECODE323