Xpersona

Crawler Summary

Multiagent_Trading_Analyst answer-first brief

Multi-agent system built using CrewAI that analyzes stock data and generates trading decisions using real-time market information. 💹 Multi-Agent Stock Trading System (CrewAI) A simple multi-agent system built using **CrewAI** that analyzes stock data and generates trading decisions using real-time market information. --- 🚀 Overview This project simulates a **collaborative AI trading workflow** using two specialized agents: * **📊 Analyst Agent** → Gathers and interprets live stock data * **📈 Trader Agent** → Makes Buy/Sell/Hold decisions base Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

Multiagent_Trading_Analyst 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

Multiagent_Trading_Analyst

Multi-agent system built using CrewAI that analyzes stock data and generates trading decisions using real-time market information. 💹 Multi-Agent Stock Trading System (CrewAI) A simple multi-agent system built using **CrewAI** that analyzes stock data and generates trading decisions using real-time market information. --- 🚀 Overview This project simulates a **collaborative AI trading workflow** using two specialized agents: * **📊 Analyst Agent** → Gathers and interprets live stock data * **📈 Trader Agent** → Makes Buy/Sell/Hold decisions base

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Saamm

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Unpublished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 4/15/2026.

View Source

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

Saamm

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 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

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

0

Examples

6

Snippets

0

Languages

python

Executable Examples

text

Crew_AI_multi_agents/
│
├── agents/
│   ├── analyst_agent.py
│   └── trader_agent.py
│
├── tasks/
│   ├── analyse_task.py
│   └── trader_task.py
│
├── tools/
│   └── stock_research_tool.py
│
├── crew.py
├── main.py
├── requirements.txt
└── .env

bash

git clone <your-repo-url>
cd Crew_AI_multi_agents

bash

py -3.12 -m venv venv
.\venv\Scripts\activate

bash

pip install -r requirements.txt

text

GROQ_API_KEY=your_api_key_here

bash

python main.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

Multi-agent system built using CrewAI that analyzes stock data and generates trading decisions using real-time market information. 💹 Multi-Agent Stock Trading System (CrewAI) A simple multi-agent system built using **CrewAI** that analyzes stock data and generates trading decisions using real-time market information. --- 🚀 Overview This project simulates a **collaborative AI trading workflow** using two specialized agents: * **📊 Analyst Agent** → Gathers and interprets live stock data * **📈 Trader Agent** → Makes Buy/Sell/Hold decisions base

Full README

💹 Multi-Agent Stock Trading System (CrewAI)

A simple multi-agent system built using CrewAI that analyzes stock data and generates trading decisions using real-time market information.

🚀 Overview

This project simulates a collaborative AI trading workflow using two specialized agents:

  • 📊 Analyst Agent → Gathers and interprets live stock data
  • 📈 Trader Agent → Makes Buy/Sell/Hold decisions based on analysis

The system uses real-time stock data via Yahoo Finance and processes it through a structured agent pipeline.

🧠 How It Works

  1. User provides a stock name (e.g., TSLA)
  2. The Analyst Agent:
    • Fetches live stock data (price, change, volume, etc.)
    • Summarizes key insights
  3. The Trader Agent:
    • Uses the analysis
    • Outputs a trading decision:
      • ✅ Buy
      • ❌ Sell
      • 🤝 Hold

🧩 Tech Stack

  • CrewAI → Multi-agent orchestration
  • LiteLLM / Groq → LLM backend
  • yfinance → Real-time stock data
  • Python → Core implementation

🏗️ Project Structure

Crew_AI_multi_agents/
│
├── agents/
│   ├── analyst_agent.py
│   └── trader_agent.py
│
├── tasks/
│   ├── analyse_task.py
│   └── trader_task.py
│
├── tools/
│   └── stock_research_tool.py
│
├── crew.py
├── main.py
├── requirements.txt
└── .env

🔧 Features

  • Multi-agent collaboration using CrewAI
  • Real-time stock data via Yahoo Finance (yfinance)
  • Modular architecture (agents, tasks, tools separation)
  • Extensible for more financial indicators or strategies

📦 Installation

1. Clone the repository

git clone <your-repo-url>
cd Crew_AI_multi_agents

2. Create virtual environment (Python 3.12 recommended)

py -3.12 -m venv venv
.\venv\Scripts\activate

3. Install dependencies

pip install -r requirements.txt

🔑 Environment Variables

Create a .env file:

GROQ_API_KEY=your_api_key_here

▶️ Usage

Run the system:

python main.py

Default example (to be input inside main.py):

run("TESLA")

🧪 Example Output

Stock: TSLA
Price: 245.32 USD
Change: +3.45 (1.43%)

Recommendation: BUY
Reason:
- Strong upward momentum
- Positive daily change
- High trading volume

📌 Future Improvements

  • Add technical indicators (RSI, MACD, moving averages)
  • Introduce risk management agent
  • Backtesting on historical data
  • Multi-stock portfolio optimization
  • Add memory between agents

📄 License

This project is for educational and experimental purposes.

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust 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://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/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 • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • 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 5d 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 | 🌟 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
Agent hubMore from this sourceOpenClaw agents
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-saamm-multiagent-trading-analyst/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-16T23:41:51.097Z"
    }
  },
  "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": "Saamm",
    "href": "https://github.com/saamm/Multiagent_Trading_Analyst",
    "sourceUrl": "https://github.com/saamm/Multiagent_Trading_Analyst",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:20.371Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:20.371Z",
    "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://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-saamm-multiagent-trading-analyst/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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