How should IdeaCrew-AI 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

IdeaCrew-AI answer-first brief

AI-powered startup idea analyzer using CrewAI, Groq & RAG 🚀 IdeaCrew-AI **Turn your startup idea into a full blueprint — instantly.** An AI-powered multi-agent system that researches your market, designs features, architects your tech stack, and maps your launch strategy in seconds. --- 🧠 What is IdeaCrew? **IdeaCrew** is an AI startup idea analyzer built with **CrewAI**, **Groq (LLaMA 3.1)**, and **RAG (Retrieval-Augmented Generation)**. You type in a startup idea, and a Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

IdeaCrew-AI 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

Agent DossierGITHUB REPOSSafety: 66/100

IdeaCrew-AI

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Ry0 23

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Unpublished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. 1 GitHub stars reported by the source. 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

Ry0 23

profilemedium

Observed Oct 9, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Oct 9, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

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

IdeaCrew-AI/
├── app.py              # Streamlit UI
├── agents.py           # 4 AI agents definition
├── tasks.py            # Tasks assigned to each agent
├── crew_setup.py       # CrewAI crew configuration
├── rag_setup.py        # RAG pipeline (ChromaDB + embeddings)
├── main.py             # CLI entry point
├── requirements.txt    # Dependencies
├── .env                # API keys (not pushed)
└── data/
    ├── startups.pdf    # Knowledge base document 1
    └── tech_trends.pdf # Knowledge base document 2

bash

git clone https://github.com/Ry0-23/IdeaCrew-AI.git
cd IdeaCrew-AI

bash

pip install -r requirements.txt

text

GROQ_API_KEY=your_groq_api_key_here
OPENAI_API_KEY=dummy-not-used

text

data/startups.pdf
data/tech_trends.pdf

bash

streamlit run app.py

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

🚀 IdeaCrew-AI

Turn your startup idea into a full blueprint — instantly.
An AI-powered multi-agent system that researches your market, designs features, architects your tech stack, and maps your launch strategy in seconds.

🧠 What is IdeaCrew?

IdeaCrew is an AI startup idea analyzer built with CrewAI, Groq (LLaMA 3.1), and RAG (Retrieval-Augmented Generation). You type in a startup idea, and a crew of 4 specialized AI agents collaborates to produce a complete startup blueprint.

✨ Features

📊 Market Analysis — competitors, demand, and target audience
🧩 Feature Design — detailed product feature breakdown
⚙️ Tech Stack Recommendation — frontend, backend, database, APIs
🗺️ Go-to-Market Strategy — roadmap and launch milestones
🔍 RAG-powered — agents search your custom documents for grounded answers
🎨 Beautiful Streamlit UI — dark themed, modern interface

🛠️ Tech Stack

| Layer | Technology | |---|---| | Multi-Agent Framework | CrewAI | | LLM | Groq — LLaMA 3.1 8B Instant | | RAG / Vector DB | ChromaDB | | Embeddings | HuggingFace all-MiniLM-L6-v2 | | Document Loading | LangChain | | Frontend | Streamlit |

📁 Project Structure

IdeaCrew-AI/
├── app.py              # Streamlit UI
├── agents.py           # 4 AI agents definition
├── tasks.py            # Tasks assigned to each agent
├── crew_setup.py       # CrewAI crew configuration
├── rag_setup.py        # RAG pipeline (ChromaDB + embeddings)
├── main.py             # CLI entry point
├── requirements.txt    # Dependencies
├── .env                # API keys (not pushed)
└── data/
    ├── startups.pdf    # Knowledge base document 1
    └── tech_trends.pdf # Knowledge base document 2

⚙️ Setup & Installation

1. Clone the repository

git clone https://github.com/Ry0-23/IdeaCrew-AI.git
cd IdeaCrew-AI

2. Install dependencies

pip install -r requirements.txt

3. Create your `.env` file

Create a .env file in the root folder:

GROQ_API_KEY=your_groq_api_key_here
OPENAI_API_KEY=dummy-not-used

Get your free Groq API key at → https://console.groq.com/keys

4. Add your data files

Place your PDF documents inside the data/ folder:

data/startups.pdf
data/tech_trends.pdf

5. Run the app

streamlit run app.py

🤖 How It Works

User Input (Startup Idea)
        │
        ▼
┌─────────────────┐
│   Market Oracle  │ ── Analyzes market demand, competitors, audience
└─────────────────┘
        │
        ▼
┌──────────────────────┐
│  Feature Architect    │ ── Designs product features
└──────────────────────┘
        │
        ▼
┌───────────────────────┐
│  Tech Stack Architect  │ ── Recommends the full tech stack
└───────────────────────┘
        │
        ▼
┌────────────────────┐
│  Product Strategist │ ── Creates roadmap & launch plan
└────────────────────┘
        │
        ▼
  Full Startup Blueprint

Each agent uses RAG to search through your uploaded documents before responding — giving grounded, context-aware answers.

🖥️ Screenshots

Coming soon

📦 Requirements

crewai
crewai-tools
langchain
langchain-community
langchain-groq
langchain-text-splitters
langchain-huggingface
sentence-transformers
chromadb
pypdf
python-dotenv
streamlit

🙌 Built With

CrewAI — multi-agent orchestration
Groq — blazing fast LLM inference
LangChain — document processing & RAG
Streamlit — frontend UI

📄 License

This project is licensed under the MIT License.

👤 Author

Harsh — @Ry0-23

Built as part of an AI Bootcamp project — IdeaCrew turns ideas into blueprints. 🚀

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-ry0-23-ideacrew-ai/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/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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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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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-ry0-23-ideacrew-ai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T01:53:06.133Z"
    }
  },
  "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": "Ry0 23",
    "href": "https://github.com/Ry0-23/IdeaCrew-AI",
    "sourceUrl": "https://github.com/Ry0-23/IdeaCrew-AI",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T23:22:36.041Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T23:22:36.041Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/Ry0-23/IdeaCrew-AI",
    "sourceUrl": "https://github.com/Ry0-23/IdeaCrew-AI",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T23:22:36.041Z",
    "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-ry0-23-ideacrew-ai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ry0-23-ideacrew-ai/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
  }
]

IdeaCrew-AI answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

🚀 IdeaCrew-AI

🧠 What is IdeaCrew?

✨ Features

🛠️ Tech Stack

📁 Project Structure

⚙️ Setup & Installation

1. Clone the repository

2. Install dependencies

3. Create your .env file

4. Add your data files

5. Run the app

🤖 How It Works

🖥️ Screenshots

📦 Requirements

🙌 Built With

📄 License

👤 Author

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents

AionUi

activepieces

cherry-studio

CopilotKit

3. Create your `.env` file