Community recipe

Find benefit schemes for an eligibility inquiry

An applicant can miss relevant programmes when conditions and exclusions are scattered across policy pages.

Read original recipe

Proposed inputs

Name
Situation brief
Owner
Applicant
Minimum scope
Only relevant declared circumstances
Quality check
Do not request identity numbers, bank documents or facts about dependants for a fictional first check.

Access and setup — proposed or unknown

Proposed minimum: Use reviewed, dated policy copies.
Keep all external applications and account actions unavailable.
Compatibility unknowns: Unknown: current access, source validity and implementation maintenance.
External actions requiring approval: Transmitting sensitive circumstances, sharing documents or starting any external application.

Detailed steps and output format

At a glance

Suggested result: Proposed: Source-linked possibilities, missing facts and unresolved eligibility questions; no eligibility decision.Suggested; untested.
Tool: EntitledSource-named; check current access.
Suggested inputs: Situation briefProposed; access notes below.
Human review: Proposed: Obtain specific consent before transmitting sensitive circumstances; a qualified adviser or administering office verifies eligibility. No filing or commitment authority.Suggested boundaries; source approvals below.
Setup notes: Use reviewed, dated policy copies. Keep all external applications and account actions unavailable.Guide notes; proposed setup untested.
Cost: Workflow cost not established. Check current tool pricing, setup and human review costs before trying it.No measured cost or time added.
Content depth: Source-linked example · suggestions untestedDepth does not establish successful execution.

Check source evidence and limits ↓

Source-backed example. Practical decision guidance is proposed and untested; this is not a full implementation guide.

The problem

An applicant can miss relevant programmes when conditions and exclusions are scattered across policy pages.

Suggested task · untested

Proposed: Compare a limited situation brief with reviewed rules and list questions for the administering office.

What you could produce

Proposed: Source-linked possibilities, missing facts and unresolved eligibility questions; no eligibility decision.

Where these suggestions come from

Core problem: Our suggestion; no result reported by the source
Agent job: Our suggestion; no result reported by the source
Expected output: Our suggestion; no result reported by the source
Relevant job roles: Our suggestion; no result reported by the source
Benefit type: Our suggestion; no result reported by the source

Suggestions and their limits

Describes the proposed purpose and review output; measured benefit and successful delivery are not established.

Editorial synthesis based on the linked source. This framing does not add evidence of successful delivery or results.

Before you try it · suggestions untested

The public prototype is not verified policy advice. Version review and the fictional inquiry check are original safeguards, not established source behavior.

Read the attributed source evidence and original caveats below ↓

Why use this

An inquiry packet can keep an unanswered question visible rather than presenting an unsupported decision as settled.
A reviewer can establish who owns the final answer and which source version was considered before the applicant relies on it.

Why an agent / simpler alternative

Useful judgment: Surface missing facts and contradictory conditions.
Simpler alternative: Ask the administering office directly.
Unsuitable when: An authoritative eligibility decision is required.

Expected deliverable and review checks

Proposed artifact: Proposed: Source-linked possibilities, missing facts and unresolved eligibility questions; no eligibility decision.
Critical checks: Preserve missing information as unknown.
Reviewer confirms applicable policy versions.
Never treat a model answer as a departmental decision.
Missing output evidence: Unknown: no independent beneficiary outcome or official eligibility validation.

First check — proposed, unexecuted

Status: proposed_unexecuted
Synthetic fixture: Fictional programme: conflicting versions. Fictional adult: residency date unknown. No sensitive identifiers.
Acceptance checks: Expose both unknowns; decide no eligibility.
Route both questions to the named reviewer.
Produce only an offline inquiry packet.
Stop conditions: Real sensitive data, unreviewed policy, a requested filing or an attempt to decide eligibility for someone else.

Tasks: General workflows

Useful for: General use

Editorial relevance from the title and source-supported actions; not evidence of the operator’s occupation.

EntitledIndependent testing: No

Failure handling, costs and limits

Failure signals and proposed responses

Signal
Policy version unverified.
Why it matters
Advice may be outdated.
Proposed response
Hold; obtain the applicable reference.
Signal
A profile attribute appears without an applicant source
Why it matters
An invented personal circumstance could distort the inquiry.
Proposed response
Remove the inference and ask the applicant whether the fact is relevant and correct.

Effort and cost — unknown

Setup work: Identify the responsible policy reviewer and a bounded reference set.
Ongoing review: Recheck source versions and resolve applicant questions before reliance.
Unknowns: Unknown: maintenance cost, review effort and service availability; no financial gain promised.

Limits

This proposed inquiry aid cannot establish entitlement, legal rights or access to benefits.

Full source evidence

Community recipe · Decision support

Original task title: Find benefit schemes for an eligibility inquiry

Editorial candidate. This is source-backed reporting or a documented workflow. BotCurrent has not independently tested this task. A proposed Canadian adaptation is not evidence of a Canadian deployment or compliance certification.

Original source

https://dev.to/varshithvhegde/entitled-an-ai-agent-that-tells-indians-which-government-schemes-theyre-owed-built-on-sanity-4dml ↗

Attributed to: Varshith V Hegde

Supporting source context

Project documentation supporting the linked recipe’s scope, permissions and limits. These references do not establish an independent test or add counted jobs.

route.ts

Community recipe

Original action type: bounded_decision_support
What the source reports: Queries scheme rules for possible matches, unknowns and application links.
Source outcome limits: Prototype:10 structured schemes; incomplete rule verification and misleading mixed-benefit totals. Read-only Karnataka/Central scope; awards unverified; hosted access uses an expiring token.
Evidence attribution caveat: This community recipe describes a procedure; it does not prove successful execution or independently reproduced results.
Source approval description: Agency determines eligibility.
Named tools: Mercury; Sanity MCP
Model or version: Unknown
Publication date: Unknown
Source last checked: 2026-10-14
Demonstrated in Canada: Unknown
Canadian availability: Unknown
Proposed Canadian adaptation: Proposed: A Canadian version needs separately verified programmes and review ownership; the source contains Indian rules only.
Recommended approval boundaries: Proposed: Obtain specific consent before transmitting sensitive circumstances; a qualified adviser or administering office verifies eligibility. No filing or commitment authority.