Crawler Summary

ReqArchitect answer-first brief

NextGent is a full-stack, agentic requirements engineering system that automates requirement elicitation, validation, and specification generation using LLMs. It uses a React frontend and a FastAPI backend with CrewAI and LiteLLM for structured AI orchestration. NextGent - AI-Powered Requirements Architect NextGent is a sophisticated full-stack application designed to automate and enhance requirements engineering using advanced AI agents. It leverages a modern web stack combined with powerful LLM interactions to analyze, validate, and generate system requirements. ๐Ÿš€ Technology Stack Frontend (/client) Built with modern web technologies for a responsive and premium user expe Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.

Freshness

Last checked 4/16/2026

Best For

ReqArchitect 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 OPENCLEW, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 66/100

ReqArchitect

NextGent is a full-stack, agentic requirements engineering system that automates requirement elicitation, validation, and specification generation using LLMs. It uses a React frontend and a FastAPI backend with CrewAI and LiteLLM for structured AI orchestration. NextGent - AI-Powered Requirements Architect NextGent is a sophisticated full-stack application designed to automate and enhance requirements engineering using advanced AI agents. It leverages a modern web stack combined with powerful LLM interactions to analyze, validate, and generate system requirements. ๐Ÿš€ Technology Stack Frontend (/client) Built with modern web technologies for a responsive and premium user expe

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 16, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 16, 2026

Vendor

Varshinineralla

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Unpublished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 4/16/2026.

Setup snapshot

git clone https://github.com/VarshiniNeralla/ReqArchitect.git
  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

Varshinineralla

profilemedium
Observed Apr 16, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 16, 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 OPENCLEW

Extracted files

0

Examples

3

Snippets

0

Languages

python

Executable Examples

text

NextGentMain/
โ”œโ”€โ”€ client/                 # Frontend React Application
โ”‚   โ”œโ”€โ”€ src/
โ”‚   โ”‚   โ”œโ”€โ”€ components/     # UI components & Page logic
โ”‚   โ”‚   โ”œโ”€โ”€ UI/             # Reusable UI primitives
โ”‚   โ”‚   โ””โ”€โ”€ assets/         # Branding and SVGs
โ”‚   โ””โ”€โ”€ package.json
โ”‚
โ””โ”€โ”€ NextGentService/        # Backend Python Service
    โ”œโ”€โ”€ app/
    โ”‚   โ”œโ”€โ”€ agents/         # LLM Agent definitions (BA, Validator, Developer)
    โ”‚   โ”œโ”€โ”€ api/            # API routing logic
    โ”‚   โ”œโ”€โ”€ services/       # Core business logic & output builders
    โ”‚   โ””โ”€โ”€ utils/          # PDF and text helpers
    โ”œโ”€โ”€ requirements.txt    # Optimized dependency list
    โ””โ”€โ”€ main.py             # Entry point

powershell

cd NextGentService

# Setup environment and install dependencies
python -m venv venv
.\venv\Scripts\activate
pip install -r requirements.txt

# Configure your environment
# Create a .env file with your GROQ_API_KEY
echo "GROQ_API_KEY=your_key_here" > .env

# Run the Server
python run.py

powershell

cd client
npm install
npm run dev

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

NextGent is a full-stack, agentic requirements engineering system that automates requirement elicitation, validation, and specification generation using LLMs. It uses a React frontend and a FastAPI backend with CrewAI and LiteLLM for structured AI orchestration. NextGent - AI-Powered Requirements Architect NextGent is a sophisticated full-stack application designed to automate and enhance requirements engineering using advanced AI agents. It leverages a modern web stack combined with powerful LLM interactions to analyze, validate, and generate system requirements. ๐Ÿš€ Technology Stack Frontend (/client) Built with modern web technologies for a responsive and premium user expe

Full README

NextGent - AI-Powered Requirements Architect

NextGent is a sophisticated full-stack application designed to automate and enhance requirements engineering using advanced AI agents. It leverages a modern web stack combined with powerful LLM interactions to analyze, validate, and generate system requirements.

๐Ÿš€ Technology Stack

Frontend (/client)

Built with modern web technologies for a responsive and premium user experience:

Backend (/NextGentService)

A robust Python-based API service powering the AI logic:

  • API Framework: FastAPI
  • AI Agents: CrewAI orchestrating specialized agents
  • LLM Integration: LiteLLM with Groq (Llama 3.3 70B)
  • Document Services: fpdf2 for professional PDF report generation
  • State Management: JSON-based session store with UTC tracking

โœจ Core Features

1. Agentic Requirements Engineering

  • Phase 1: Questioning: Interactive AI agent clarifies the software idea one focused question at a time.
  • Phase 2: Validation: AI Validator detects ambiguities, missing information, and provides clarity scores.
  • Phase 3: Development Output: Generates detailed Technical Specifications, assumptions, and risk assessments.

2. Modern Profile Workspace

  • Grid Layout: Responsive dark-themed cards for all your architectural projects.
  • Real-time Renaming: Inline project title editing directly from the workspace.
  • Smart Sorting: Filter projects by Newest First, Oldest First, or Status.
  • Status Indicators: Visual color-coded tracking (Questioning, Validating, Developing, Finalized, In Progress).

3. Project Lifecycle Management

  • Lifecycle Control: Flexible "Exit", "Pause", or "Finish" options to manage project state.
  • Export Options:
    • PDF Generation: High-quality PDF report generation for Stakeholders and Developers.
    • Smart Copy: Instant text-formatting export to clipboard with visual feedback.

๐Ÿ“‚ Project Structure

NextGentMain/
โ”œโ”€โ”€ client/                 # Frontend React Application
โ”‚   โ”œโ”€โ”€ src/
โ”‚   โ”‚   โ”œโ”€โ”€ components/     # UI components & Page logic
โ”‚   โ”‚   โ”œโ”€โ”€ UI/             # Reusable UI primitives
โ”‚   โ”‚   โ””โ”€โ”€ assets/         # Branding and SVGs
โ”‚   โ””โ”€โ”€ package.json
โ”‚
โ””โ”€โ”€ NextGentService/        # Backend Python Service
    โ”œโ”€โ”€ app/
    โ”‚   โ”œโ”€โ”€ agents/         # LLM Agent definitions (BA, Validator, Developer)
    โ”‚   โ”œโ”€โ”€ api/            # API routing logic
    โ”‚   โ”œโ”€โ”€ services/       # Core business logic & output builders
    โ”‚   โ””โ”€โ”€ utils/          # PDF and text helpers
    โ”œโ”€โ”€ requirements.txt    # Optimized dependency list
    โ””โ”€โ”€ main.py             # Entry point

๐Ÿ› ๏ธ Setup & Installation

1. Backend Setup

Navigate to the service directory and set up the Python environment.

cd NextGentService

# Setup environment and install dependencies
python -m venv venv
.\venv\Scripts\activate
pip install -r requirements.txt

# Configure your environment
# Create a .env file with your GROQ_API_KEY
echo "GROQ_API_KEY=your_key_here" > .env

# Run the Server
python run.py

2. Frontend Setup

cd client
npm install
npm run dev

The app will be available at http://localhost:5173.

Contract & API

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

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/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
GITHUB_REPOSactivepieces

Rank

70

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | ๐ŸŒŸ Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

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://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T02:14:53.920Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "Varshinineralla",
    "category": "vendor",
    "href": "https://github.com/VarshiniNeralla/ReqArchitect",
    "sourceUrl": "https://github.com/VarshiniNeralla/ReqArchitect",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:42.183Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:42.183Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "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,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-varshinineralla-reqarchitect/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท 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,
    "metadata": {}
  }
]

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