Build a Local-Language Service Appointment and Document Checklist Assistant

Assist citizens in scheduling municipal service appointments in their regional language. Prepare structured checklists of required certificates and proofs based on appointment type.

Gram Panchayat citizen kiosk operator

Ingest citizen inquiry transcripts requesting local public municipal appointments.

Identify requested public service category, jurisdictional taluk, and date preferences.

Compile an explicit list of required supporting documents in the target language.

Generate a structured appointment preparation slip with slot confirmation details.

Clean responsive interface rendering localized document preparation cards and appointment reservation summaries.

Synthesize municipal service catalogs and document requirement lists for mock taluk administrative offices. Starter examples below are synthetic. They are not downloaded records.

Bhashini documentation Adopts Bhashini language routing principles for NMT translation sequences and ISO-639 language parameter handling.

mastra-ai, pydantic. Mastra AI provides deterministic workflow state handling and schema verification for multi-step service appointment generation. Local or hosted LLM with strong vernacular Indian language translation and structured JSON output.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Generates mandatory document prerequisites for selected service types.

Includes localized instructional descriptions aligned with the ISO language tag.

Flags incomplete requests where taluk or service category is unspecified.

```json [ { "input": { "service_category": "RESIDENCE_CERTIFICATE", "applicant_name": "Ramesh Kumar", "preferred_lang": "hi", "taluk_id": "TALUK-NORTH-04" }, "expected_output": { "service_name_hi": "Niwas Praman Patra", "required_docs": [ "Electricity bill or rent agreement", "Ration card copy", "Passport-sized photograph" ], "slot_status": "PROVISIONALLY_SCHEDULED", "checklist_complete": true } }, { "input": { "service_category": "TRADE_LICENSE", "applicant_name": "S. Devi", "preferred_lang": "ta", "taluk_id": "" }, "expected_output": { "service_name_ta": "Vaniga Urimam", "required_docs": [ "Property tax receipt", "Establishment site blueprint" ], "slot_status": "BLOCKED_MISSING_TALUK", "checklist_complete": false } } ] ```

Does not collect national identity numbers or biometric credentials; uses placeholder mock resident names. Use mock external writes. Require human review before any real deployment.