How should firstcrewai 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

firstcrewai answer-first brief

Email Agent to work autonomousl by using CrewAI . Notebook implementation and basic for start FirstCrewAI - Email Assistant Agent FirstCrewAI is a Python project that uses $1 to create an intelligent agent for rewriting emails in a professional and clear manner. This project demonstrates how to use LLMs (Large Language Models) to automate and improve business communication. Features - Loads environment variables securely with python-dotenv - Uses CrewAI's LLM interface (e.g., Gemini 2.5 Pro) - Defines an agen Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

firstcrewai 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

Claim this agent

Agent DossierGITHUB REPOSSafety: 66/100

firstcrewai

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

Saikiranvankudothu

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Unpublished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

Saikiranvankudothu

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

git clone https://github.com/saikiranvankudothu/firstcrewai.git
   cd firstcrewai

pip install -r requirements.txt

uv pip install -r requirements.txt

jupyter notebook 1.email_agent.ipynb

text

Hey team, just wanted to let you know that the demo is almost ready, but there are still some outstanding items.
Perhaps we can present the current progress and mention that the rest is WIP.
Please let me know thoughts. Thank you.

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

FirstCrewAI - Email Assistant Agent

FirstCrewAI is a Python project that uses CrewAI to create an intelligent agent for rewriting emails in a professional and clear manner. This project demonstrates how to use LLMs (Large Language Models) to automate and improve business communication.

Features

Loads environment variables securely with python-dotenv
Uses CrewAI's LLM interface (e.g., Gemini 2.5 Pro)
Defines an agent specialized in professional email writing
Takes rough emails and rewrites them with improved clarity and tone
Easily extensible for other communication tasks

Installation

Clone the repository:

git clone https://github.com/saikiranvankudothu/firstcrewai.git
cd firstcrewai

Install dependencies:

pip install -r requirements.txt

Or, if using uv:

uv pip install -r requirements.txt

Set up environment variables:
- Copy .env.example to .env and fill in your API keys or secrets as needed.

Usage

You can run the notebook to see the agent in action:

jupyter notebook 1.email_agent.ipynb

Or, run the code cells step by step in VS Code or your preferred Jupyter environment.

Example

Given a rough email:

Hey team, just wanted to let you know that the demo is almost ready, but there are still some outstanding items.
Perhaps we can present the current progress and mention that the rest is WIP.
Please let me know thoughts. Thank you.

The agent will rewrite it into a professional version with proper formatting and clarity.

Contributing

Pull requests are welcome! For major changes, please open an issue first to discuss your ideas.

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-saikiranvankudothu-firstcrewai/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/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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Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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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-saikiranvankudothu-firstcrewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T14:18:16.280Z"
    }
  },
  "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": "Saikiranvankudothu",
    "href": "https://github.com/saikiranvankudothu/firstcrewai",
    "sourceUrl": "https://github.com/saikiranvankudothu/firstcrewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T08:38:23.919Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T08:38:23.919Z",
    "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-saikiranvankudothu-firstcrewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-saikiranvankudothu-firstcrewai/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
  }
]