# Send Each Sense to your agent
Use the source page and any available docs to guide the install because the item currently does not return a direct package file.
## Fast path
- Open the source page via Open source listing.
- If you can obtain the package, extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the source page and extracted files.
## Suggested prompts
### New install

```text
I tried to install a skill package from Yavira, but the item currently does not return a direct package file. Inspect the source page and any extracted docs, then tell me what you can confirm and any manual steps still required.
```
### Upgrade existing

```text
I tried to upgrade a skill package from Yavira, but the item currently does not return a direct package file. Compare the source page and any extracted docs with my current installation, then summarize what changed and what manual follow-up I still need.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "each-sense",
    "name": "Each Sense",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/eftalyurtseven/each-sense",
    "canonicalUrl": "https://clawhub.ai/eftalyurtseven/each-sense",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/each-sense",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=each-sense",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "references/SSE-EVENTS.md"
    ],
    "downloadMode": "manual_only",
    "sourceHealth": {
      "source": "tencent",
      "slug": "each-sense",
      "status": "source_issue",
      "reason": "not_found",
      "recommendedAction": "review_source",
      "checkedAt": "2026-05-01T06:14:40.302Z",
      "expiresAt": "2026-05-02T06:14:40.302Z",
      "httpStatus": 404,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=each-sense",
      "contentType": "text/plain",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=each-sense",
        "contentDisposition": null,
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "each-sense"
      },
      "scope": "item",
      "summary": "Known item issue.",
      "detail": "This item's current download entry is known to bounce back to a listing or homepage instead of returning a package file.",
      "primaryActionLabel": "Open source listing",
      "primaryActionHref": "https://clawhub.ai/eftalyurtseven/each-sense"
    },
    "validation": {
      "installChecklist": [
        "Open the source listing and confirm there is a real package or setup artifact available.",
        "Review SKILL.md before asking your agent to continue.",
        "Treat this source as manual setup until the upstream download flow is fixed."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/each-sense",
    "downloadUrl": "https://openagent3.xyz/downloads/each-sense",
    "agentUrl": "https://openagent3.xyz/skills/each-sense/agent",
    "manifestUrl": "https://openagent3.xyz/skills/each-sense/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/each-sense/agent.md"
  }
}
```
## Documentation

### each::sense - Intelligent Layer for Generative Media

each::sense is a unified AI agent that can generate images, videos, build workflows, search the web, and hold conversational interactions. It uses Claude as the orchestrator with access to 200+ AI models.

Use each::sense when the user needs:

Marketing assets and ad creatives
Product images and e-commerce visuals
Video content (ads, UGC, social media)
Any creative content generation
Multi-step workflows combining multiple AI models

### Authentication

Header: X-API-Key: <your-api-key>

Get your API key at eachlabs.ai → API Keys.

Set the EACHLABS_API_KEY environment variable.

### Base URL

https://sense.eachlabs.run

### Quick Start

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Generate a portrait of a woman with golden hour lighting",
    "mode": "max"
  }'

The endpoint returns Server-Sent Events (SSE) with real-time progress and the final generated output.

### Request Schema

{
  "message": "string (required) - User's request",
  "session_id": "string (optional) - Session ID for conversation history and multi-turn chats",
  "mode": "string (optional, default: 'max') - Quality mode: 'max' or 'eco'",
  "behavior": "string (optional, default: 'agent') - Behavior: 'agent', 'plan', or 'ask'",
  "model": "string (optional, default: 'auto') - Model slug or 'auto' for AI selection",
  "image_urls": "array[string] (optional) - Image URLs for editing/processing",
  "workflow_id": "string (optional) - Enables workflow building mode",
  "version_id": "string (optional) - Required with workflow_id",
  "web_search": "boolean (optional, default: true) - Enable/disable web search",
  "enable_safety_checker": "boolean (optional, default: true) - Set to false to allow NSFW content generation"
}

### Parameter Details

ParameterTypeDefaultDescriptionmessagestringrequiredNatural language requestsession_idstringnullSession ID for conversation history. Use to continue previous chats, handle clarifications, and iteratively refine outputsmodestring"max"max = best quality, eco = fastest/cheapestbehaviorstring"agent"agent = auto-execute, plan = explain first, ask = clarify firstmodelstring"auto"Specific model slug or "auto" for AI selectionimage_urlsarraynullURLs of images to process/editworkflow_idstringnullEnables workflow building modeversion_idstringnullWorkflow version, required with workflow_idweb_searchbooleantrueAllow web search for informationenable_safety_checkerbooleantrueSet to false to allow NSFW content generation

### Modes

Agents can ask users to choose between quality and speed/cost before generating content:

"Do you want fast & cheap, or high quality?"
"Quick draft or premium output?"

### MAX Mode (Default)

Uses the highest quality models available. Best for final outputs, client-facing work, and when quality matters most.

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{"message": "Create a product shot", "mode": "max"}'

### ECO Mode

Uses fast, cost-effective models. Best for prototyping, drafts, and high-volume generation.

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{"message": "Create a product shot", "mode": "eco"}'

### Agent (Default)

Automatically executes the request, selecting the best model and generating output.

{"message": "Generate a sunset video", "behavior": "agent"}

### Plan

Explains what it will do before executing. Good for complex requests where you want to review the approach.

{"message": "Create a marketing video for my bakery", "behavior": "plan"}

### Ask

Always asks clarifying questions before proceeding. Good when you want maximum control.

{"message": "Generate a portrait", "behavior": "ask"}

### Session Management

Use session_id to maintain conversation history and context across multiple requests. This enables:

Multi-turn conversations: Follow-up on previous requests without repeating context
Iterative refinement: Ask for modifications to previously generated content
Clarification flows: Respond to clarification_needed events and continue the conversation
Context awareness: The AI remembers previous generations, preferences, and instructions

### How It Works

Provide any unique string as session_id in your requests. All requests with the same session_id share conversation history.

# Use any unique string as session_id
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Generate a portrait",
    "session_id": "my-chat-session-123"
  }'

### Example: Iterative Generation

# First request - generate initial image
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Generate a logo for a coffee shop called Brew Lab",
    "session_id": "logo-project-001"
  }'

# Follow-up - modify the result (same session_id)
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Make it more minimalist and change the color to dark green",
    "session_id": "logo-project-001"
  }'

# Another follow-up - request variation (same session_id)
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Create 3 variations of this logo",
    "session_id": "logo-project-001"
  }'

### Example: Handling Clarifications

# Ambiguous request - AI will ask for clarification
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Edit this image",
    "session_id": "edit-task-001",
    "image_urls": ["https://example.com/photo.jpg"]
  }'
# Response: clarification_needed event asking what edit to make

# Respond to clarification (same session_id)
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Remove the background and make it transparent",
    "session_id": "edit-task-001",
    "image_urls": ["https://example.com/photo.jpg"]
  }'

### Session Persistence

Sessions are persisted and can be resumed at any time
Each session maintains full conversation history
Use sessions to build chat-like experiences with each::sense
You control the session ID - use any unique string for related requests

### 1. Image Generation

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Generate a professional headshot of a business executive, studio lighting",
    "mode": "max"
  }'

### 2. Video Generation

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Create a 5 second video of a sunset over the ocean",
    "mode": "max"
  }'

### 3. Image Editing (with uploaded image)

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Remove the background from this image",
    "image_urls": ["https://example.com/my-photo.jpg"]
  }'

### 4. Image-to-Video Animation

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Animate this image with gentle camera movement",
    "image_urls": ["https://example.com/landscape.jpg"]
  }'

### 5. Direct Model Execution (skip AI selection)

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "A cyberpunk city at night with neon lights",
    "model": "flux-2-max"
  }'

### 6. Product Photography

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Generate a product shot of a coffee mug on a wooden table with morning light",
    "mode": "max"
  }'

### 7. Marketing Assets

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Create a social media ad for a fitness app, show someone working out with energetic vibes",
    "mode": "max"
  }'

### 8. Multi-Turn Conversation

# First request with a session_id
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Edit this image",
    "session_id": "user-123-chat",
    "image_urls": ["https://example.com/photo.jpg"]
  }'

# Response includes clarification_needed asking what edit to make
# Follow-up with same session_id
curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Remove the background",
    "session_id": "user-123-chat",
    "image_urls": ["https://example.com/photo.jpg"]
  }'

### 9. Complex Workflow (UGC Video)

curl -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{
    "message": "Create a 30 second UGC video with a consistent presenter explaining why fitness is important. The presenter is a 30-year-old fit woman with brown hair in workout clothes, gym background.",
    "mode": "max"
  }'

### SSE Response Format

The endpoint returns Server-Sent Events (SSE) with Content-Type: text/event-stream.

Each event has the format:

data: {"type": "event_type", ...fields}\\n\\n

Stream ends with:

data: [DONE]\\n\\n

### Event Types

EventDescriptionthinking_deltaAI reasoning in real-timestatusCurrent operation being executedtext_responseText content (explanations, answers)generation_responseGenerated media URLclarification_neededAI needs more informationweb_search_queryWeb search being executedweb_search_citationsCitations from search resultsworkflow_createdNew workflow was createdworkflow_fetchedExisting workflow was loadedworkflow_builtWorkflow definition constructedworkflow_updatedWorkflow pushed to APIexecution_startedWorkflow execution beganexecution_progressProgress update during executionexecution_completedWorkflow execution finishedtool_callDetails of tool being calledmessageInformational messagecompleteFinal event with summaryerrorAn error occurred

### Key Event Examples

generation_response

Generated media URL (the primary output):

{
  "type": "generation_response",
  "url": "https://storage.eachlabs.ai/outputs/abc123.png",
  "generations": ["https://storage.eachlabs.ai/outputs/abc123.png"],
  "total": 1,
  "model": "nano-banana-pro"
}

clarification_needed

AI needs more information:

{
  "type": "clarification_needed",
  "question": "What type of edit would you like to make to this image?",
  "options": ["Remove the background", "Apply a style transfer", "Upscale to higher resolution"],
  "context": "I can see your image but need to know the specific edit you want."
}

complete

Final event with summary:

{
  "type": "complete",
  "task_id": "chat_1708345678901",
  "status": "ok",
  "generations": ["https://storage.eachlabs.ai/outputs/abc123.png"],
  "model": "nano-banana-pro"
}

error

An error occurred:

{
  "type": "error",
  "message": "Failed to generate image: Invalid aspect ratio"
}

### Model Aliases

Common shorthand names that are automatically resolved:

AliasResolves Toflux maxflux-2-maxflux proflux-2-progpt imagegpt-image-1-5nano banana pronano-banana-proseedreamseedream-4-5gemini imagengemini-imagen-4kling 3kling-3-0veoveo3-1-text-to-video-fastsorasora-2hailuohailuo-2-3

### HTTP Errors

CodeResponseCause401{"detail": "API key is required."}Missing or invalid API key500{"detail": "Error message"}Internal server error503{"detail": "ChatAgent not available"}Service temporarily unavailable

### Streaming Errors

{"type": "error", "message": "Failed to execute model: Invalid parameters"}

Error MessageCauseSolutionFailed to create prediction: HTTP 422Insufficient account balanceTop up at eachlabs.aiFailed to execute model: Invalid parametersMissing/invalid inputsCheck model parametersModel not foundInvalid model slugUse "auto" or valid slugWorkflow execution timed outExceeded 1 hour limitSplit into smaller workflows

### Timeouts

Client timeout recommendation: Set your HTTP client timeout to minimum 10 minutes. Complex use cases may require running multiple AI models sequentially (e.g., 10+ model executions for UGC videos), which can take several minutes to complete.

# curl example with 10 minute timeout
curl --max-time 600 -X POST https://sense.eachlabs.run/chat \\
  -H "Content-Type: application/json" \\
  -H "X-API-Key: $EACHLABS_API_KEY" \\
  -H "Accept: text/event-stream" \\
  -d '{"message": "Create a complex UGC video..."}'

Platform limits:

Streaming connections timeout after 1 hour of inactivity
Workflow executions timeout after 1 hour

### Rate Limits

Depends on your EachLabs API key tier

### Best Practices

Use session_id for multi-turn conversations to maintain context
Use ECO mode for prototyping and cost-sensitive applications
Use specific model when you know exactly what you want (faster execution)
Handle clarification events - respond with requested information in the same session
Provide clear prompts - be specific about style, mood, and composition
Monitor SSE events - use thinking_delta for progress, generation_response for output
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: eftalyurtseven
- Version: 1.0.0
## Source health
- Status: source_issue
- Known item issue.
- This item's current download entry is known to bounce back to a listing or homepage instead of returning a package file.
- Health scope: item
- Reason: not_found
- Checked at: 2026-05-01T06:14:40.302Z
- Expires at: 2026-05-02T06:14:40.302Z
- Recommended action: Open source listing
## Links
- [Detail page](https://openagent3.xyz/skills/each-sense)
- [Send to Agent page](https://openagent3.xyz/skills/each-sense/agent)
- [JSON manifest](https://openagent3.xyz/skills/each-sense/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/each-sense/agent.md)
- [Download page](https://openagent3.xyz/downloads/each-sense)