Crawler Summary

InsightAgent answer-first brief

Multi-Agent Autonomous Data Analysis Platform using CrewAI, RAG, Machine Learning and LLMs. # InsightAgent Multi-Agent Autonomous Data Analysis Platform InsightAgent is an end-to-end Agentic AI platform that automatically researches, analyzes, visualizes, and generates business reports from user queries using multiple AI agents. Project Scope **Domain:** E-commerce / Retail — product quality & customer sentiment analysis **Problem Statement:** InsightAgent helps retail/e-commerce teams understand product qu Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

InsightAgent 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

Agent DossierGITHUB REPOSSafety: 66/100

InsightAgent

Multi-Agent Autonomous Data Analysis Platform using CrewAI, RAG, Machine Learning and LLMs. # InsightAgent Multi-Agent Autonomous Data Analysis Platform InsightAgent is an end-to-end Agentic AI platform that automatically researches, analyzes, visualizes, and generates business reports from user queries using multiple AI agents. Project Scope **Domain:** E-commerce / Retail — product quality & customer sentiment analysis **Problem Statement:** InsightAgent helps retail/e-commerce teams understand product qu

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

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

Sanil Jr

Artifacts

0

Benchmarks

0

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Unpublished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.

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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

Sanil Jr

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB REPOS

Extracted files

0

Examples

0

Snippets

0

Languages

python

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Multi-Agent Autonomous Data Analysis Platform using CrewAI, RAG, Machine Learning and LLMs. # InsightAgent Multi-Agent Autonomous Data Analysis Platform InsightAgent is an end-to-end Agentic AI platform that automatically researches, analyzes, visualizes, and generates business reports from user queries using multiple AI agents. Project Scope **Domain:** E-commerce / Retail — product quality & customer sentiment analysis **Problem Statement:** InsightAgent helps retail/e-commerce teams understand product qu

Full README

InsightAgent

Multi-Agent Autonomous Data Analysis Platform

InsightAgent is an end-to-end Agentic AI platform that automatically researches, analyzes, visualizes, and generates business reports from user queries using multiple AI agents.

Project Scope

Domain: E-commerce / Retail — product quality & customer sentiment analysis

Problem Statement: InsightAgent helps retail/e-commerce teams understand product quality and customer sentiment trends by combining customer review analysis, sales data trend detection, and automated visual defect detection from product images — generating a single, actionable report from a natural language query.

Datasets

  • Sales: Online Retail II, cleaned & filtered to Jan-Jun 2010 (data/processed/sales_sample.csv) — 205,246 rows
  • Reviews: Amazon Reviews, sampled to 150 products (data/processed/reviews_sample.csv) — 7,789 rows
  • Images: Casting Product Image Data — binary classification (ok_front / def_front)

Tech Stack

  • Python
  • FastAPI
  • React.js
  • CrewAI
  • Groq LLM
  • ChromaDB
  • Scikit-Learn
  • PyTorch
  • Docker

Project Structure

backend/ frontend/ agents/ rag/ models/ data/ reports/ docs/

Progress

  • [x] Day 1-2: Environment setup, data collection
  • [x] Day 3: Base agent, structured output, tool calling
  • [x] Day 4: CrewAI Planner Agent with Groq integration
  • [ ] Day 5: Retrieval Agent

Author

Sanil J R

Contract & API

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

MissingGITHUB REPOS

Contract coverage

Status

missing

Auth

None

Streaming

No

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-sanil-jr-insightagent/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/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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MCPOPENCLAW
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activepieces

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OPENCLAW
Github ReposUpdated 6mo agoRank 70

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

MCPOPENCLAW
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CopilotKit

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-sanil-jr-insightagent/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T20:55:24.865Z"
    }
  },
  "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": "Sanil Jr",
    "href": "https://github.com/Sanil-JR/InsightAgent",
    "sourceUrl": "https://github.com/Sanil-JR/InsightAgent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:06:11.000Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:06:11.000Z",
    "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-sanil-jr-insightagent/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sanil-jr-insightagent/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
  }
]

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