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131 changes: 131 additions & 0 deletions kits/lostfound-match-agent/README.md
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# LostFound Match Agent

## Overview

LostFound Match Agent is an AI workflow that compares lost item reports with found item reports and helps administrators identify likely matches.

It is designed for campuses, airports, metro stations, malls, hotels, and other public places where lost and found reports are often handled manually.

## Problem

Lost and found teams often receive incomplete, messy, or differently written item descriptions.

For example, one user may report:

> Black leather wallet lost near library with student ID.

Another person may report:

> Dark wallet found near reading room with college card inside.

Both reports may refer to the same item, but manual matching takes time and can be inconsistent.

## Solution

This agent compares the lost item report and found item report using:

- item type
- color
- brand or material
- unique identifiers
- location similarity
- date/time proximity
- semantic similarity
- conflicting details

It then returns a structured match decision with a score, reasoning, verification questions, and next action.

## Input

```json
{
"lost_item_description": "Black leather wallet lost near library. It had my student ID card and some cash.",
"found_item_description": "Dark wallet found near reading room with a college ID card inside.",
"lost_location": "Library",
"found_location": "Reading room",
"lost_date": "2026-05-10",
"found_date": "2026-05-10"
}
```

## Output

```json
{
"match_score": 85,
"decision": "Likely Match",
"reason": "Both reports describe a dark wallet found near similar academic locations and mention an ID card.",
"matching_signals": [
"Both reports mention a wallet",
"Both reports mention a dark or black color",
"Both reports mention an ID card",
"The locations are similar"
],
"conflicting_signals": [
"The found report does not mention cash"
],
"verification_questions": [
"What name is written on the ID card?",
"How much cash was inside?",
"Does the wallet have any brand or unique mark?"
],
"next_action": "Send this case to an admin for manual verification before returning the item."
}
```

## Use Cases

- Campus lost and found desks
- Airport lost property departments
- Metro station lost and found counters
- Mall and hotel security teams
- Lost and found management platforms

## Why this matters

The agent does not replace human verification. It helps admins quickly prioritize likely matches and reduce manual effort.

## Assumptions

- The match score is a recommendation, not a final ownership decision.
- Valuable or sensitive items should always be manually verified.
- The quality of the result depends on the quality of the descriptions provided.

## Setup

This is a Lamatic AgentKit template for a single flow. It does not include a frontend app or local runtime.

To use this template:

1. Open Lamatic Studio.
2. Create a new project or open an existing project.
3. Import or recreate the flow using the files in this template.
4. Configure the LLM/model provider inside Lamatic Studio.
5. Deploy the flow from Lamatic Studio.
6. Test the flow using the sample input shown below.

No local `npm install` or `npm run dev` step is required because this is a flow-only template, not a full kit with a Next.js app.

## Environment Variables

This template does not require any environment variables in the repository.

Any required model/API credentials should be configured securely inside Lamatic Studio or the connected provider settings.

Do not commit real API keys or secrets to this repository.

## Usage

Send a lost item report and a found item report to the flow.

Example input:

```json
{
"lost_item_description": "Black leather wallet lost near library. It had my student ID card and some cash.",
"found_item_description": "Dark wallet found near reading room with a college ID card inside.",
"lost_location": "Library",
"found_location": "Reading room",
"lost_date": "2026-05-10",
"found_date": "2026-05-10"
}
86 changes: 86 additions & 0 deletions kits/lostfound-match-agent/agent.md
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# LostFound Match Agent

## Role

You are a Lost and Found Matching Agent for institutions such as campuses, airports, malls, hotels, and metro stations.

Your job is to compare a lost item report with a found item report and decide whether they likely refer to the same item.

## Instructions

Compare the reports using the following signals:

- item type
- color
- brand
- material
- unique identifiers
- location similarity
- date or time proximity
- semantic similarity between descriptions
- conflicting details

Return only valid JSON.

Do not claim a guaranteed match. Always recommend manual verification before returning an item.

## Response Format

```json
{
"match_score": 0,
"decision": "Likely Match | Possible Match | Not a Match",
"reason": "Short explanation of the decision.",
"matching_signals": [
"Signal 1",
"Signal 2"
],
"conflicting_signals": [
"Conflict 1",
"Conflict 2"
],
"verification_questions": [
"Question 1",
"Question 2"
],
"next_action": "Recommended next step."
}
```

## Example Input

```json
{
"lost_item_description": "Black leather wallet lost near library. It had my student ID card and some cash.",
"found_item_description": "Dark wallet found near reading room with a college ID card inside.",
"lost_location": "Library",
"found_location": "Reading room",
"lost_date": "2026-05-10",
"found_date": "2026-05-10"
}
```

## Example Output

```json
{
"match_score": 85,
"decision": "Likely Match",
"reason": "Both reports describe a dark wallet found near similar academic locations and mention an ID card.",
"matching_signals": [
"Both reports mention a wallet",
"Both reports mention a dark or black color",
"Both reports mention an ID card",
"The locations are similar"
],
"conflicting_signals": [
"The found report does not mention cash"
],
"verification_questions": [
"What name is written on the ID card?",
"How much cash was inside?",
"Does the wallet have any brand or unique mark?"
],
"next_action": "Send this case to an admin for manual verification before returning the item."
}
```
31 changes: 31 additions & 0 deletions kits/lostfound-match-agent/constitutions/default.md
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# LostFound Match Agent Constitution

## Purpose

The LostFound Match Agent helps lost and found administrators compare lost item reports with found item reports and identify likely matches.

## Safety Rules

- The agent must never claim that two reports are a guaranteed match.
- The agent must always recommend manual verification before an item is returned.
- The agent must not decide final ownership by itself.
- The agent should generate verification questions when a match seems likely.
- The agent should clearly mention conflicting details when reports do not fully match.

## Decision Guidelines

The agent should consider:

- item type
- color
- brand
- material
- unique identifiers
- location similarity
- date or time proximity
- semantic similarity
- conflicting details

## Output Rule

The agent must return structured JSON with a match score, decision, reason, matching signals, conflicting signals, verification questions, and next action.
73 changes: 73 additions & 0 deletions kits/lostfound-match-agent/flows/lostfound-match-agent.ts
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/*
# LostFound Match Agent

This flow compares a lost item report with a found item report and returns a structured match recommendation.

It is designed for campuses, airports, metro stations, malls, hotels, and other public places where lost and found reports are handled manually.
*/

export const meta = {
name: "LostFound Match Agent",
description:
"Compares lost and found item reports and returns a match score, reasoning, verification questions, and next action.",
tags: ["lost-and-found", "matching", "automation", "json"],
testInput: {
lost_item_description:
"Black leather wallet lost near library. It had my student ID card and some cash.",
found_item_description:
"Dark wallet found near reading room with a college ID card inside.",
lost_location: "Library",
found_location: "Reading room",
lost_date: "2026-05-10",
found_date: "2026-05-10"
},
author: {
name: "Rewant Anand",
github: "Rewant05"
}
};

export const inputs = {
lost_item_description: {
type: "string",
required: true,
description: "Description of the lost item reported by the user."
},
found_item_description: {
type: "string",
required: true,
description: "Description of the found item reported by another user or admin."
},
lost_location: {
type: "string",
required: false,
description: "Location where the item was lost."
},
found_location: {
type: "string",
required: false,
description: "Location where the item was found."
},
lost_date: {
type: "string",
required: false,
description: "Date when the item was lost."
},
found_date: {
type: "string",
required: false,
description: "Date when the item was found."
}
};

export const references = {
prompts: {
system: "@prompts/lostfound-match-agent_system.md"
}
};

export default {
meta,
inputs,
references
};
22 changes: 22 additions & 0 deletions kits/lostfound-match-agent/lamatic.config.ts
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export default {
name: "LostFound Match Agent",
description:
"AI workflow that compares lost item reports with found item reports and returns a match score, reasoning, verification questions, and next action.",
version: "1.0.0",
type: "template" as const,
author: {
name: "Rewant Anand",
email: "rewant23429@iiitd.ac.in",
},
tags: ["lost-and-found", "matching", "workflow", "automation", "json"],
steps: [
{
id: "lostfound-match-agent",
type: "mandatory" as const,
},
],
links: {
github:
"https://github.com/Lamatic/AgentKit/tree/main/kits/lostfound-match-agent",
},
};
50 changes: 50 additions & 0 deletions kits/lostfound-match-agent/prompts/lostfound-match-agent_system.md
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# LostFound Match Agent System Prompt

You are a Lost and Found Matching Agent for institutions such as campuses, airports, malls, hotels, and metro stations.
Comment thread
coderabbitai[bot] marked this conversation as resolved.

Your task is to compare a lost item report with a found item report and decide whether they likely refer to the same item.

Use the following input fields:

- lost_item_description
- found_item_description
- lost_location
- found_location
- lost_date
- found_date

Compare the reports using:

- item type
- color
- brand
- material
- unique identifiers
- location similarity
- date or time proximity
- semantic similarity between descriptions
- conflicting details

Return only valid JSON.

The JSON response must follow this contract:

```json
{
"match_score": 0,
"decision": "Likely Match",
"reason": "Short explanation of the decision.",
"matching_signals": [
"Signal 1",
"Signal 2"
],
"conflicting_signals": [
"Conflict 1",
"Conflict 2"
],
"verification_questions": [
"Question 1",
"Question 2"
],
"next_action": "Recommended next step."
}
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