Crawler Summary

trending-stock-picker-agent answer-first brief

An AI-powered stock picker agent built with CrewAI that identifies and analyzes trending stocks Stock Picker Crew A CrewAI project that searches current market news, researches trending companies in a target sector, and chooses one company as an investment candidate. The default run focuses on the semiconductor & AI infrastructure sector. It writes structured intermediate outputs and a final decision report under output/. What It Does The crew runs three main steps: 1. Find 2-3 trending public companies in the Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

trending-stock-picker-agent 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

trending-stock-picker-agent

An AI-powered stock picker agent built with CrewAI that identifies and analyzes trending stocks Stock Picker Crew A CrewAI project that searches current market news, researches trending companies in a target sector, and chooses one company as an investment candidate. The default run focuses on the semiconductor & AI infrastructure sector. It writes structured intermediate outputs and a final decision report under output/. What It Does The crew runs three main steps: 1. Find 2-3 trending public companies in the

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

Kumarsantosh3914

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Unpublished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

Kumarsantosh3914

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

6

Snippets

0

Languages

python

Executable Examples

text

.
|-- src/stock_picker/
|   |-- config/
|   |   |-- agents.yaml
|   |   `-- tasks.yaml
|   |-- tools/
|   |   |-- format_output.py
|   |   `-- push_tool.py
|   |-- crew.py
|   `-- main.py
|-- knowledge/
|   `-- user_preference.txt
|-- output/
|   |-- decision.md
|   |-- research_report.json
|   `-- trending_companies.json
|-- pyproject.toml
`-- uv.lock

yaml

llm: groq/llama-3.3-70b-versatile

bash

uv sync

bash

crewai install

env

GROQ_API_KEY=your_groq_api_key
SERPER_API_KEY=your_serper_api_key

# Required for the default OpenAI memory embedder.
OPENAI_API_KEY=your_openai_api_key

# Optional overrides.
MODEL=groq/llama-3.3-70b-versatile
MEMORY_LLM=gpt-4o-mini
OPENAI_EMBEDDING_MODEL=text-embedding-3-small

# Optional real push notifications.
PUSHOVER_USER=your_pushover_user_key
PUSHOVER_TOKEN=your_pushover_app_token

bash

crewai run

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

An AI-powered stock picker agent built with CrewAI that identifies and analyzes trending stocks Stock Picker Crew A CrewAI project that searches current market news, researches trending companies in a target sector, and chooses one company as an investment candidate. The default run focuses on the semiconductor & AI infrastructure sector. It writes structured intermediate outputs and a final decision report under output/. What It Does The crew runs three main steps: 1. Find 2-3 trending public companies in the

Full README

Stock Picker Crew

A CrewAI project that searches current market news, researches trending companies in a target sector, and chooses one company as an investment candidate.

The default run focuses on the semiconductor & AI infrastructure sector. It writes structured intermediate outputs and a final decision report under output/.

What It Does

The crew runs three main steps:

  1. Find 2-3 trending public companies in the configured sector.
  2. Research each company using recent web results.
  3. Pick the strongest investment candidate, send a short notification, and write a final report.

The crew uses a hierarchical process with a manager agent that delegates to:

  • trending_company_finder: finds companies currently trending in the news.
  • financial_researcher: researches market position, outlook, and investment potential.
  • stock_picker: selects the best candidate and sends a notification.

Project Structure

.
|-- src/stock_picker/
|   |-- config/
|   |   |-- agents.yaml
|   |   `-- tasks.yaml
|   |-- tools/
|   |   |-- format_output.py
|   |   `-- push_tool.py
|   |-- crew.py
|   `-- main.py
|-- knowledge/
|   `-- user_preference.txt
|-- output/
|   |-- decision.md
|   |-- research_report.json
|   `-- trending_companies.json
|-- pyproject.toml
`-- uv.lock

Requirements

  • Python >=3.10,<3.14
  • uv
  • CrewAI dependencies from pyproject.toml
  • API keys for the configured LLM/search providers

The current agent configuration uses Groq models:

llm: groq/llama-3.3-70b-versatile

Setup

Install dependencies from the project root:

uv sync

Or use the CrewAI installer:

crewai install

Create a .env file in the project root:

GROQ_API_KEY=your_groq_api_key
SERPER_API_KEY=your_serper_api_key

# Required for the default OpenAI memory embedder.
OPENAI_API_KEY=your_openai_api_key

# Optional overrides.
MODEL=groq/llama-3.3-70b-versatile
MEMORY_LLM=gpt-4o-mini
OPENAI_EMBEDDING_MODEL=text-embedding-3-small

# Optional real push notifications.
PUSHOVER_USER=your_pushover_user_key
PUSHOVER_TOKEN=your_pushover_app_token

If PUSHOVER_USER and PUSHOVER_TOKEN are not set, the push notification tool logs the message to the console instead.

Run

From the project root:

crewai run

You can also run the package entry point:

uv run stock_picker

The default inputs are defined in src/stock_picker/main.py:

inputs = {
    "sector": "semiconductor & AI infrastructure",
    "current_date": str(datetime.now()),
}

Outputs

Each run writes:

  • output/trending_companies.json: structured list of companies found in recent news.
  • output/research_report.json: structured research on the selected companies.
  • output/decision.md: final stock pick and rationale.

The crew also uses local memory storage in memory/ to avoid repeatedly picking the same companies.

Customization

Common changes:

  • Change the target sector in src/stock_picker/main.py.
  • Update agent roles, goals, backstories, or models in src/stock_picker/config/agents.yaml.
  • Update task instructions and output files in src/stock_picker/config/tasks.yaml.
  • Change notification behavior in src/stock_picker/tools/push_tool.py.
  • Change structured output formatting in src/stock_picker/tools/format_output.py.

Useful Commands

uv sync
crewai run
crewai test
crewai train -n 5 -f training.json
crewai replay -t <task_id>
crewai reset-memories -a

Notes

This project is for research and workflow automation. The generated stock pick is not financial advice. Review the underlying research and consult a qualified financial professional before making investment decisions.

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-kumarsantosh3914-trending-stock-picker-agent/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/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.

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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-kumarsantosh3914-trending-stock-picker-agent/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T04:19:07.626Z"
    }
  },
  "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": "Kumarsantosh3914",
    "href": "https://github.com/kumarsantosh3914/trending-stock-picker-agent",
    "sourceUrl": "https://github.com/kumarsantosh3914/trending-stock-picker-agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T21:21:35.442Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T21:21:35.442Z",
    "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-kumarsantosh3914-trending-stock-picker-agent/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kumarsantosh3914-trending-stock-picker-agent/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
  }
]

Sponsored

Ads related to trending-stock-picker-agent and adjacent AI workflows.