How should crewa_creativewriting_team be evaluated before use?

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

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.

Crawler Summary

crewa_creativewriting_team answer-first brief

3-agent CrewAI creative writing team — worldbuilding, narrative analysis, prose generation CrewAI Creative Writing Team A **3-agent multi-agent system** built with $1, developed while following the **FreeAcademy.AI multi-agent course**. The team specialises in creative writing tasks: | Agent | Role | |---|---| | **Worldbuilder** | Designs settings, lore, geography, cultures, and history | | **Narrative Analyst** | Critiques story structure, pacing, themes, and character arcs | | **Prose Writer** | Generate Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewa_creativewriting_team 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

Card Facts Snapshot Contract Trust

Agent DossierGITHUB REPOSSafety: 66/100

crewa_creativewriting_team

OpenClawself-declared

Public facts

Change events

Artifacts

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

Outlandishdish

Artifacts

Benchmarks

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Unpublished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
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 Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Outlandishdish

profilemedium

Observed Oct 9, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Oct 9, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

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

Examples

Snippets

Languages

python

Executable Examples

text

crewa_creativewriting_team/
├── agents/          # CrewAI Agent definitions (one file per agent)
├── tasks/           # CrewAI Task definitions
├── tools/           # Custom tools the agents can use
├── config/          # Project-wide settings (loaded from .env)
│   ├── __init__.py
│   └── settings.py
├── src/             # Shared utility modules
├── notebooks/       # Jupyter notebooks for experiments & prototyping
├── docs/            # Extended documentation, diagrams, design notes
├── tests/           # Unit & integration tests
├── main.py          # Entry point — assemble and run the Crew here
├── pyproject.toml   # Project metadata and dependencies
├── requirements.txt # Pinned dependency snapshot (generated)
├── .env.example     # Template for required environment variables
└── README.md

bash

# 1. Clone the repository
git clone https://github.com/<your-username>/crewa_creativewriting_team.git
cd crewa_creativewriting_team

# 2. Create and activate a virtual environment
python -m venv .venv
.venv\Scripts\activate          # Windows
# source .venv/bin/activate     # macOS / Linux

# 3. Install dependencies
pip install -e .

# 4. Configure environment variables
copy .env.example .env          # Windows
# cp .env.example .env          # macOS / Linux
# Then open .env and fill in your OPENAI_API_KEY

bash

python main.py

bash

pytest tests/

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Full README

CrewAI Creative Writing Team

A 3-agent multi-agent system built with CrewAI, developed while following the FreeAcademy.AI multi-agent course.

The team specialises in creative writing tasks:

| Agent | Role | |---|---| | Worldbuilder | Designs settings, lore, geography, cultures, and history | | Narrative Analyst | Critiques story structure, pacing, themes, and character arcs | | Prose Writer | Generates polished, stylistically consistent prose from outlines |

Folder Structure

crewa_creativewriting_team/
├── agents/          # CrewAI Agent definitions (one file per agent)
├── tasks/           # CrewAI Task definitions
├── tools/           # Custom tools the agents can use
├── config/          # Project-wide settings (loaded from .env)
│   ├── __init__.py
│   └── settings.py
├── src/             # Shared utility modules
├── notebooks/       # Jupyter notebooks for experiments & prototyping
├── docs/            # Extended documentation, diagrams, design notes
├── tests/           # Unit & integration tests
├── main.py          # Entry point — assemble and run the Crew here
├── pyproject.toml   # Project metadata and dependencies
├── requirements.txt # Pinned dependency snapshot (generated)
├── .env.example     # Template for required environment variables
└── README.md

Prerequisites

Python 3.10 or newer
An OpenAI API key (or a compatible LLM provider)

Installation

# 1. Clone the repository
git clone https://github.com/<your-username>/crewa_creativewriting_team.git
cd crewa_creativewriting_team

# 2. Create and activate a virtual environment
python -m venv .venv
.venv\Scripts\activate          # Windows
# source .venv/bin/activate     # macOS / Linux

# 3. Install dependencies
pip install -e .

# 4. Configure environment variables
copy .env.example .env          # Windows
# cp .env.example .env          # macOS / Linux
# Then open .env and fill in your OPENAI_API_KEY

Running the Crew

python main.py

Development Workflow

Adding a new agent

Create agents/<agent_name>.py and define a crewai.Agent instance.
Import it in main.py and add it to the Crew.

Adding a new task

Create tasks/<task_name>.py and define a crewai.Task instance.
Assign an agent and add the task to the Crew.

Adding a custom tool

Create tools/<tool_name>.py and subclass crewai.tools.BaseTool (or use the @tool decorator).
Pass the tool to the relevant agent's tools= list.

Running tests

pytest tests/

Extending the System

Add more agents — CrewAI supports any number of agents; just define them and add to the crew list.
Swap the LLM — Change the llm parameter on any Agent to use Anthropic, Ollama, Azure OpenAI, etc.
Add memory — Enable memory=True on the Crew for cross-task context retention.
Add a process — Switch process=Process.hierarchical for a manager-delegated workflow.
Persist outputs — Set output_file on tasks to automatically save results to disk.

License

MIT

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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-outlandishdish-crewa-creativewriting-team/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/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

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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-outlandishdish-crewa-creativewriting-team/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T22:49:39.416Z"
    }
  },
  "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": "Outlandishdish",
    "href": "https://github.com/OutlandishDish/crewa_creativewriting_team",
    "sourceUrl": "https://github.com/OutlandishDish/crewa_creativewriting_team",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:13:39.534Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:13:39.534Z",
    "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-outlandishdish-crewa-creativewriting-team/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-outlandishdish-crewa-creativewriting-team/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
  }
]