# Send Sentiment Priority Scorer to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "sentiment-priority-scorer",
    "name": "Sentiment Priority Scorer",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/vishalgojha/sentiment-priority-scorer",
    "canonicalUrl": "https://clawhub.ai/vishalgojha/sentiment-priority-scorer",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/sentiment-priority-scorer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sentiment-priority-scorer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "agents/openai.yaml",
      "references/sentiment-priority-input.schema.json",
      "references/sentiment-priority-output.schema.json"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "sentiment-priority-scorer",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-03T15:26:40.253Z",
      "expiresAt": "2026-05-10T15:26:40.253Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sentiment-priority-scorer",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sentiment-priority-scorer",
        "contentDisposition": "attachment; filename=\"sentiment-priority-scorer-1.0.2.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "sentiment-priority-scorer"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/sentiment-priority-scorer"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "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/sentiment-priority-scorer",
    "downloadUrl": "https://openagent3.xyz/downloads/sentiment-priority-scorer",
    "agentUrl": "https://openagent3.xyz/skills/sentiment-priority-scorer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/sentiment-priority-scorer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/sentiment-priority-scorer/agent.md"
  }
}
```
## Documentation

### Sentiment Priority Scorer

Produce deterministic priority scores for leads without mutating any state.

### Quick Triggers

Rank leads by urgency and tone for callback priority.
Classify leads into P1/P2/P3 queue.
Score follow-up priority from normalized lead records.

### Recommended Chain

india-location-normalizer -> sentiment-priority-scorer -> summary-generator

### Execute Workflow

Accept input from Supervisor containing normalized leads.
Validate input with references/sentiment-priority-input.schema.json.
Score each lead with:

sentiment_score in range [-1, 1]
intent_score in range [0, 1]
recency_score in range [0, 1]
mapped urgency_score from lead urgency (high=1.0, medium=0.6, low=0.3)


Use record_type to avoid over-prioritizing generic bulk inventory:

buyer_requirement: apply +0.10 intent lift (hard demand signal)
inventory_listing: no lift unless high-action cues are present


Boost intent_score when high-action cues exist in listing text:

immediately, keys at office, one day notice, possession, inspection any time


Compute priority_score on a 0-100 scale:

priority_score = 100 * (0.40*urgency_score + 0.30*intent_score + 0.20*recency_score + 0.10*sentiment_risk)
sentiment_risk = max(0, -sentiment_score)


Assign buckets:

P1 for priority_score >= 75
P2 for priority_score >= 50 and < 75
P3 for < 50


Produce plain-language evidence tokens that explain the score, including record-type evidence.
Validate output with references/sentiment-priority-output.schema.json.

### Enforce Boundaries

Never write to Google Sheets, databases, or files.
Never send messages or trigger outbound channels.
Never create reminders or execute actions.
Never bypass Supervisor routing or approvals.
Never replace upstream urgency; only derive scoring fields.

### Handle Errors

Reject schema-invalid inputs.
Return field-level reasons when scoring cannot be computed.
Fail closed if required scoring features are missing.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: vishalgojha
- Version: 1.0.2
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-03T15:26:40.253Z
- Expires at: 2026-05-10T15:26:40.253Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/sentiment-priority-scorer)
- [Send to Agent page](https://openagent3.xyz/skills/sentiment-priority-scorer/agent)
- [JSON manifest](https://openagent3.xyz/skills/sentiment-priority-scorer/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/sentiment-priority-scorer/agent.md)
- [Download page](https://openagent3.xyz/downloads/sentiment-priority-scorer)