How should AI-Stock-Analyzer be evaluated before use?

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

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.

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

AI Stock Analyzer is a cutting-edge multi-agent AI platform that delivers actionable Buy/Sell/Hold investment recommendations for any publicly traded company. Powered by CrewAI orchestration and Llama 3.3 70B from Hugging Face, it combines real-time news analysis with comprehensive Yahoo Finance data. 📈 AI Stock Analyzer $1 $1 $1 $1 $1 **AI-powered stock research platform** that analyzes company news, financials, and delivers **Buy/Sell/Hold** recommendations using CrewAI multi-agent system and Llama 3.3 70B. 🚀 Features | 📰 **News Research** | 📊 **Financial Analysis** | 🎯 **AI Recommendations** | |---------------------|---------------------------|---------------------------| | Real-time news via Serper | 50+ Capability contract not published. No trust telemetry is available yet. Last updated 5/24/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 24, 2026

Vendor

Kushalk20

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Kushalk20

profilemedium

Observed May 24, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Events

Release & Crawl Timeline

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB REPOS

Captured outputs

Artifacts Archive

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

text

Frontend: FastAPI + HTML/JS (Single Page App)
AI: CrewAI + Llama 3.3 70B (Hugging Face)
Data: yfinance + yahooquery + SerperDev
Deployment: pyngrok + uvicorn

text

ai-stock-analyzer/
├── agents.py # 3 specialized AI agents
├── tools.py # Serper search + stock data tools
├── tasks.py # Sequential task pipeline
├── app.py # FastAPI backend + CrewAI orchestration
├── index.html # Modern SPA frontend
└── requirements.txt # Dependencies

bash

git clone https://github.com/YOUR_USERNAME/ai-stock-analyzer.git
cd ai-stock-analyzer

bash

cp .env.example .env
# Add your keys:
# HF_TOKEN=your_huggingface_token
# SERPER_API_KEY=your_serper_key

bash

pip install -r requirements.txt
python app.py

bash

http://localhost:8000

Editorial read

Docs & README

Docs source

GITHUB REPOS

Editorial quality

ready

AI Stock Analyzer is a cutting-edge multi-agent AI platform that delivers actionable Buy/Sell/Hold investment recommendations for any publicly traded company. Powered by CrewAI orchestration and Llama 3.3 70B from Hugging Face, it combines real-time news analysis with comprehensive Yahoo Finance data. 📈 AI Stock Analyzer $1 $1 $1 $1 $1 **AI-powered stock research platform** that analyzes company news, financials, and delivers **Buy/Sell/Hold** recommendations using CrewAI multi-agent system and Llama 3.3 70B. 🚀 Features | 📰 **News Research** | 📊 **Financial Analysis** | 🎯 **AI Recommendations** | |---------------------|---------------------------|---------------------------| | Real-time news via Serper | 50+

Full README

📈 AI Stock Analyzer

AI-powered stock research platform that analyzes company news, financials, and delivers Buy/Sell/Hold recommendations using CrewAI multi-agent system and Llama 3.3 70B.

🚀 Features

| 📰 News Research | 📊 Financial Analysis | 🎯 AI Recommendations | |---------------------|---------------------------|---------------------------| | Real-time news via Serper | 50+ metrics (P/E, EBITDA, Debt/Equity) | Buy/Sell/Hold with rationale | | Press releases & updates | Quarterly financials | Target prices & timelines | | Semantic summaries | 1Y price history | Risk assessment |

🛠 Tech Stack

Frontend: FastAPI + HTML/JS (Single Page App)
AI: CrewAI + Llama 3.3 70B (Hugging Face)
Data: yfinance + yahooquery + SerperDev
Deployment: pyngrok + uvicorn

📁 Project Structure

ai-stock-analyzer/
├── agents.py # 3 specialized AI agents
├── tools.py # Serper search + stock data tools
├── tasks.py # Sequential task pipeline
├── app.py # FastAPI backend + CrewAI orchestration
├── index.html # Modern SPA frontend
└── requirements.txt # Dependencies

⚙️ Quick Start

1. Clone & Setup

git clone https://github.com/YOUR_USERNAME/ai-stock-analyzer.git
cd ai-stock-analyzer

2. Environment

cp .env.example .env
# Add your keys:
# HF_TOKEN=your_huggingface_token
# SERPER_API_KEY=your_serper_key

3. Install & Run

pip install -r requirements.txt
python app.py

4. Access

http://localhost:8000

🎯 How It Works

1. User searches "Tesla" → Autocomplete symbols
2. Click Analyze → 3 agents collaborate:
   📰 News Agent → SerperDevTool → Latest headlines
   📈 Stock Agent → yfinance → 50+ metrics + charts  
   🎯 Advisor → Synthesizes → Buy/Sell/Hold + Target Price
3. Results display in clean dashboard

🧠 AI Agents

| Agent | Role | Tools | |-------|------|-------| | News Researcher | Latest news & updates | SerperDev | | Stock Analyst | Financial metrics & trends | yfinance | | Investment Advisor | Final Buy/Sell/Hold | News + Financials |

📊 Sample Output

Company: Tesla (TSLA)
Financials: P/E 85.2 | Revenue Growth +12% | Market Cap $1.2T
News: Q4 deliveries beat estimates | Robotaxi event Feb 2026
✅ RECOMMENDATION: **BUY** | Target $420 (12 months)

🔑 Environment Variables

| Key | Sources | Purpose | |-------|------|-------| | HF_TOKEN | Hugging Face | Llama 3.3 70B inference | | SERPER_API_KEY | Serper.dev | Real-time news search |

🤝 Contributing

Fork the repo
Create feature branch (git checkout -b feature/amazing-feature)
Commit changes (git commit -m 'Add amazing feature')
Push (git push origin feature/amazing-feature)
Open Pull Request

🙏 Acknowledgments

CrewAI - Multi-agent orchestration framework
Hugging Face - Llama 3.3 70B inference endpoint
FastAPI - Lightning-fast API framework
Yahoo Finance - Comprehensive stock data via yfinance
Serper.dev - Real-time news search API
yahooquery - Advanced Yahoo Finance queries

⭐ Star this repo if it helped you!

</div>

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Machine interfaces

Contract & API

Endpoints

Dossier API Snapshot API Contract API Trust API

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-kushalk20-ai-stock-analyzer/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/trust"

Operational fit

Reliability & Benchmarks

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 & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

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

Comparison set

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GITHUB_OPENCLEWoceanbus-langchain

Rank

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LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingGITHUB REPOS

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-kushalk20-ai-stock-analyzer/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-08T22:21:28.511Z"
    }
  },
  "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": "Kushalk20",
    "category": "vendor",
    "href": "https://github.com/kushalk20/AI-Stock-Analyzer",
    "sourceUrl": "https://github.com/kushalk20/AI-Stock-Analyzer",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:17:00.387Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:17:00.387Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kushalk20-ai-stock-analyzer/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]