How should gemma-agent.-crewai 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

gemma-agent.-crewai answer-first brief

A local, autonomous Discord bot powered by CrewAI and Gemma (via Ollama) with direct system access, OSINT tools, and ElsaWin integration. Gemma Agent: Local AI Assistant & Discord Bot A powerful, autonomous Discord bot powered by **CrewAI** and a local **Gemma AI** (via Ollama). This bot combines advanced LLM capabilities with direct system access, OSINT utilities, and a dedicated integration for ElsaWin repair data. Features 🧠 Local AI Intelligence * Powered by **Ollama** using the gemma4:12b model by default. * Runs entirely locally and privacy-focu Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

gemma-agent.-crewai 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

gemma-agent.-crewai

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

Thestepnoob

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Unpublished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

Thestepnoob

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

bash

git clone https://github.com/thestepnoob/gemma-agent.-crewai.git
cd gemma-agent.-crewai

bash

python -m venv venv
venv\Scripts\activate
pip install -r requirements.txt

env

DISCORD_TOKEN=your_discord_bot_token
JANNI_USER_ID=your_discord_user_id

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

Gemma Agent: Local AI Assistant & Discord Bot

A powerful, autonomous Discord bot powered by CrewAI and a local Gemma AI (via Ollama). This bot combines advanced LLM capabilities with direct system access, OSINT utilities, and a dedicated integration for ElsaWin repair data.

Features

🧠 Local AI Intelligence

Powered by Ollama using the gemma4:12b model by default.
Runs entirely locally and privacy-focused, without sending data to external APIs.
Utilizes the CrewAI framework to autonomously plan and execute tasks.

🎭 Context-Sensitive Dual Personality

DM Mode (Direct Messages): Polite, objective, precise, and highly professional. Ideal for private tasks, system maintenance, and file management.
Server Mode (Public Channels): Humorous, highly sarcastic, cheeky, and packed with dry/dark humor. Perfect for entertainment while still getting tasks done.

🛠️ Advanced Tools (Capabilities)

The bot has direct access to various system and API modules:

System & File Management: Execute shell commands, browse directories, read/write/delete files, monitor CPU/RAM usage, and diagnose hardware/disk health.
Document Processing: Support for reading and writing Excel sheets (.xlsx) and Word documents (.docx).
Web & Search Tools: Deep web search and an integrated interactive web browser.
OSINT (Open Source Intelligence): SSL analysis, IP/domain intelligence, subdomain enumeration, tech-stack detection, email recon, phone lookup, and username search.
Discord Utilities: List channels, fetch chat history, clean bot messages, and clear DMs.
Clipboard: Direct access to read and write the system clipboard.

🚗 ElsaWin Integration

Includes specialized scripts to process Volkswagen/Audi ElsaWin repair manuals and workshop data:

XML structure extraction.
Indexing and searching repair manuals.
Formatting and preparing vehicle data for Discord.

Installation & Setup

Prerequisites

Ollama: Installed and running with the appropriate Gemma model (e.g. gemma4:12b).
Python 3.10+

1. Clone the Repository

git clone https://github.com/thestepnoob/gemma-agent.-crewai.git
cd gemma-agent.-crewai

2. Create Virtual Environment & Install Dependencies

python -m venv venv
venv\Scripts\activate
pip install -r requirements.txt

3. Configuration (`.env`)

Create a .env file in the root directory and add your keys (this file is excluded from git commits via .gitignore):

DISCORD_TOKEN=your_discord_bot_token
JANNI_USER_ID=your_discord_user_id

4. Run the Bot

Use the provided batch script or run it directly:

Direct: python discord_bot.py
Script (Windows): start_bot.bat (or background via start_bot_background.vbs)

Project Structure

discord_bot.py: Main entry point for the Discord bot and CrewAI agent orchestration.
tools/: Custom agent tools (OSINT, system diagnostics, web utilities, etc.).
elsawin/: Scripts for ElsaWin manual extraction and search.
scripts/: Helper scripts (e.g. cleaning DMs).
requirements.txt: List of Python dependencies.

Legal

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-thestepnoob-gemma-agent-crewai/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/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 4h 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

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-thestepnoob-gemma-agent-crewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T22:49:38.679Z"
    }
  },
  "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": "Thestepnoob",
    "href": "https://github.com/thestepnoob/gemma-agent.-crewai",
    "sourceUrl": "https://github.com/thestepnoob/gemma-agent.-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T18:04:02.894Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T18:04:02.894Z",
    "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-thestepnoob-gemma-agent-crewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-thestepnoob-gemma-agent-crewai/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
  }
]

gemma-agent.-crewai answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

Gemma Agent: Local AI Assistant & Discord Bot

Features

🧠 Local AI Intelligence

🎭 Context-Sensitive Dual Personality

🛠️ Advanced Tools (Capabilities)

🚗 ElsaWin Integration

Installation & Setup

Prerequisites

1. Clone the Repository

2. Create Virtual Environment & Install Dependencies

3. Configuration (.env)

4. Run the Bot

Project Structure

Legal

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents

AionUi

activepieces

cherry-studio

CopilotKit

3. Configuration (`.env`)