# Send India Location Normalizer RE-India 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": "india-location-normalizer",
    "name": "India Location Normalizer RE-India",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/vishalgojha/india-location-normalizer",
    "canonicalUrl": "https://clawhub.ai/vishalgojha/india-location-normalizer",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/india-location-normalizer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=india-location-normalizer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "agents/openai.yaml",
      "references/india-location-aliases-v1.json",
      "references/location-normalizer-input.schema.json",
      "references/location-normalizer-output.schema.json"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "india-location-normalizer",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-01T22:38:49.617Z",
      "expiresAt": "2026-05-08T22:38:49.617Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=india-location-normalizer",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=india-location-normalizer",
        "contentDisposition": "attachment; filename=\"india-location-normalizer-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "india-location-normalizer"
      },
      "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/india-location-normalizer"
    },
    "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/india-location-normalizer",
    "downloadUrl": "https://openagent3.xyz/downloads/india-location-normalizer",
    "agentUrl": "https://openagent3.xyz/skills/india-location-normalizer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/india-location-normalizer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/india-location-normalizer/agent.md"
  }
}
```
## Documentation

### India Location Normalizer

Resolve messy India locality aliases into canonical location fields without side effects.

### Quick Triggers

Normalize Mumbai/Pune location aliases from extracted leads.
Map PCMC and Hinjewadi variants to canonical localities.
Resolve Mumbai shorthand like Scruz, Khar, Andheri W, Turner Road, Carter Road.
Standardize locality names before scoring or storage.

### Recommended Chain

message-parser -> lead-extractor -> india-location-normalizer -> sentiment-priority-scorer

Target KPI for production tuning: improve canonical Mumbai/Pune locality resolution versus extractor-only baseline.

### Execute Workflow

Accept lead-location payload from Supervisor.
Validate input against references/location-normalizer-input.schema.json.
Use references/india-location-aliases-v1.json as the authoritative lookup map.
Match in this order:

exact alias match (case-insensitive)
token-normalized alias match (trim punctuation, collapse spaces)
conservative fuzzy match only when clearly unambiguous


Return one normalized location record per input lead with:

city
locality_canonical
micro_market
matched_alias
confidence
unresolved_flag


Validate output against references/location-normalizer-output.schema.json.

### Enforce Boundaries

Never parse raw chat exports.
Never extract non-location entities.
Never write to Google Sheets, databases, or files.
Never send messages or trigger external channels.
Never auto-resolve low-confidence ambiguous aliases.

### Handle Ambiguity

If multiple localities match equally, set unresolved_flag: true.
If no confident match exists, preserve input in matched_alias and mark unresolved.
Prefer false-negative over false-positive for city/locality assignment.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: vishalgojha
- Version: 1.0.1
## 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: 2026-05-01T22:38:49.617Z
- Expires at: 2026-05-08T22:38:49.617Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/india-location-normalizer)
- [Send to Agent page](https://openagent3.xyz/skills/india-location-normalizer/agent)
- [JSON manifest](https://openagent3.xyz/skills/india-location-normalizer/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/india-location-normalizer/agent.md)
- [Download page](https://openagent3.xyz/downloads/india-location-normalizer)