How should mobile-comparison-agent- be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

mobile-comparison-agent- answer-first brief

An AI-powered mobile comparison platform using LLMs, CrewAI, FastAPI, PostgreSQL, React, and LangGraph. Mobile Comparison Agent An AI-powered, full-stack mobile phone recommendation & comparison agent. Users describe what they need in plain English ("best gaming phone under 25k"); the app parses intent with a Groq-hosted Llama model, scores phones with a deterministic weighted engine, explains every recommendation, and lets users compare two phones side-by-side with an AI verdict. Tech stack - **Backend:** FastAPI, SQL Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

mobile-comparison-agent- is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGITHUB REPOSSafety: 66/100

mobile-comparison-agent-

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Karthickabi1423

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

View Source

Setup snapshot

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Karthickabi1423

profilemedium

Observed Oct 9, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Oct 9, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

Examples

Snippets

Languages

python

Executable Examples

text

Route  ->  Service  ->  DAO  ->  SQLAlchemy models  ->  PostgreSQL
                 \-> LLM (explanations only)  \-> Redis (conversation memory)

powershell

cd Mobile_Comparison_Agent
python -m venv .venv
.venv\Scripts\activate            # Windows
pip install -r requirements.txt
copy .env.example .env            # then edit .env

powershell

python -m scripts.run_seed

powershell

uvicorn main:app --reload

powershell

cd frontend
npm install
npm run dev

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Full README

Mobile Comparison Agent

An AI-powered, full-stack mobile phone recommendation & comparison agent. Users describe what they need in plain English ("best gaming phone under 25k"); the app parses intent with a Groq-hosted Llama model, scores phones with a deterministic weighted engine, explains every recommendation, and lets users compare two phones side-by-side with an AI verdict.

Tech stack

Backend: FastAPI, SQLAlchemy, PostgreSQL (SQLite fallback for local dev), Groq/Llama, Redis (in-memory fallback), Pandas
Frontend: React + TypeScript, Vite, Tailwind CSS v3.4.3, Axios, React Router, Zustand, lucide-react

Architecture

Route  ->  Service  ->  DAO  ->  SQLAlchemy models  ->  PostgreSQL
                 \-> LLM (explanations only)  \-> Redis (conversation memory)

The LLM never invents specs, prices, or scores. All numbers come from the database + the deterministic scoring engine; Groq/Llama is used only for intent parsing and natural-language explanations/verdicts.

1. Backend setup

cd Mobile_Comparison_Agent
python -m venv .venv
.venv\Scripts\activate            # Windows
pip install -r requirements.txt
copy .env.example .env            # then edit .env

Configure `.env`

Local (zero setup): leave DATABASE_URL=sqlite:///./mobile_agent.db.
PostgreSQL: set DATABASE_URL=postgresql://postgres:PASSWORD@localhost:5432/mobile_agent. The app auto-creates the database if it does not exist.
Groq (optional): set GROQ_API_KEY. Without it, a deterministic rule-based intent parser and verdict generator are used, so the app still runs.
Redis (optional): run docker run -d --name redis-server -p 6379:6379 redis. Without Redis, conversation memory falls back to in-process storage.

Seed the database (run from project root)

python -m scripts.run_seed

Run the API

uvicorn main:app --reload

Swagger UI: http://127.0.0.1:8000/docs

Endpoints

POST /api/v1/recommendation/?query=...&session_id=...
POST /api/v1/comparison/ body: { "phone_ids": [1,2], "priorities": ["gaming"] }
GET /api/v1/phone/{id}

2. Frontend setup

cd frontend
npm install
npm run dev

Opens on http://localhost:5173. The dev server proxies /api to the backend on port 8000 (see vite.config.ts), so run the backend first.

Project status

Done: recommendation engine, deterministic scoring, derived scores, intent parsing, Redis memory, recommendation UI, compare selection + drawer, full compare flow (backend + side-by-side + AI verdict), phone details page.

Deferred / next: benchmark charts, review-signal visualisation, AI chat assistant, and real Flipkart price scraping (intentionally postponed).

Notes on the sample dataset

data/phones_dataset.csv ships with 14 realistic sample phones so the app works out of the box. Replace it with your own dataset and re-run the seeder.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

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activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW

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AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW

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The Frontend for Agents & Generative UI. React + Angular

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T19:53:53.475Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Karthickabi1423",
    "href": "https://github.com/karthickabi1423/mobile-comparison-agent-",
    "sourceUrl": "https://github.com/karthickabi1423/mobile-comparison-agent-",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T16:16:45.488Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T16:16:45.488Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-karthickabi1423-mobile-comparison-agent/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

mobile-comparison-agent- answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

Mobile Comparison Agent

Tech stack

Architecture

1. Backend setup

Configure .env

Seed the database (run from project root)

Run the API

Endpoints

2. Frontend setup

Project status

Notes on the sample dataset

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents

AionUi

activepieces

cherry-studio

CopilotKit

Configure `.env`