Xpersona

Crawler Summary

crewai-researcher answer-first brief

CrewAI researcher crew — coursework project crewai-researcher A simple $1 project with **one agent** that researches any topic you give it. Pass in a topic, and the agent gathers relevant, up-to-date information and writes the results to report.md. What it does - Takes a **topic** as input (anything you want researched) - Uses a single **Senior Data Researcher** agent powered by OpenAI - Produces a markdown research report in the project root Setup Requires Py Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewai-researcher 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
Agent DossierGITHUB REPOSSafety: 66/100

crewai-researcher

CrewAI researcher crew — coursework project crewai-researcher A simple $1 project with **one agent** that researches any topic you give it. Pass in a topic, and the agent gathers relevant, up-to-date information and writes the results to report.md. What it does - Takes a **topic** as input (anything you want researched) - Uses a single **Senior Data Researcher** agent powered by OpenAI - Produces a markdown research report in the project root Setup Requires Py

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

Codegeeths

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Unpublished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.

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

Codegeeths

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

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

bash

git clone https://github.com/CodeGeeths/crewai-researcher.git
cd crewai-researcher
uv sync

bash

OPENAI_API_KEY=sk-your-key-here

bash

uv run researcher

bash

uv run researcher "Best cities for remote workers in 2026"

bash

crewai run

text

crewai-researcher/
├── src/researcher/
│   ├── config/
│   │   ├── agents.yaml    # Agent role, goal, and LLM
│   │   └── tasks.yaml     # Research task definition
│   ├── crew.py            # Crew setup
│   └── main.py            # Entry point and inputs
├── pyproject.toml
└── .env                   # Your API keys (not committed)

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

CrewAI researcher crew — coursework project crewai-researcher A simple $1 project with **one agent** that researches any topic you give it. Pass in a topic, and the agent gathers relevant, up-to-date information and writes the results to report.md. What it does - Takes a **topic** as input (anything you want researched) - Uses a single **Senior Data Researcher** agent powered by OpenAI - Produces a markdown research report in the project root Setup Requires Py

Full README

crewai-researcher

A simple CrewAI project with one agent that researches any topic you give it.

Pass in a topic, and the agent gathers relevant, up-to-date information and writes the results to report.md.

What it does

  • Takes a topic as input (anything you want researched)
  • Uses a single Senior Data Researcher agent powered by OpenAI
  • Produces a markdown research report in the project root

Setup

Requires Python 3.10–3.13 and uv.

git clone https://github.com/CodeGeeths/crewai-researcher.git
cd crewai-researcher
uv sync

Create a .env file with your OpenAI API key:

OPENAI_API_KEY=sk-your-key-here

Usage

Run with the default topic:

uv run researcher

Or pass your own topic:

uv run researcher "Best cities for remote workers in 2026"

You can also use the CrewAI CLI:

crewai run

The output is saved to report.md.

Project structure

crewai-researcher/
├── src/researcher/
│   ├── config/
│   │   ├── agents.yaml    # Agent role, goal, and LLM
│   │   └── tasks.yaml     # Research task definition
│   ├── crew.py            # Crew setup
│   └── main.py            # Entry point and inputs
├── pyproject.toml
└── .env                   # Your API keys (not committed)

Customizing

  • Change the topic — pass it on the command line, or edit the default in src/researcher/main.py
  • Change the agent — edit src/researcher/config/agents.yaml
  • Change the task — edit src/researcher/config/tasks.yaml

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://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/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 ReposUpdated 9h agoRank 70

AionUi

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!

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

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
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T03:52:22.218Z"
    }
  },
  "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": "Codegeeths",
    "href": "https://github.com/CodeGeeths/crewai-researcher",
    "sourceUrl": "https://github.com/CodeGeeths/crewai-researcher",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:34.253Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:34.253Z",
    "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-codegeeths-crewai-researcher/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-codegeeths-crewai-researcher/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 crewai-researcher and adjacent AI workflows.