How should Twitter-hate-news-detector 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

Twitter-hate-news-detector answer-first brief

A CrewAI-based hate speech detector for Twitter text that uses a Groq-compatible LLM to classify input as `hate speech` or `no hate speech`. Twitter Hate Speech Detector A small CrewAI-powered project for detecting hate speech in text using a Groq-compatible LLM. Project Structure - agents.py — defines the Hate Speech Detector agent and configures the LLM. - tasks.py — defines the hate speech detection task prompt and expected output. - crew.py — boots the Crew, runs the detection task, and prints the result. - .env — stores secret API keys like GROQ_API_ Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

Twitter-hate-news-detector 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 OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 66/100

Twitter-hate-news-detector

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Ishitanotfound

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Unpublished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 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/ishitanotfound/Twitter-hate-news-detector.git

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

Ishitanotfound

profilemedium

Observed May 31, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 31, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

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 OPENCLEW

Extracted files

Examples

Snippets

Languages

python

Executable Examples

powershell

python -m venv .venv
   .\.venv\Scripts\Activate.ps1

powershell

pip install crewai python-dotenv

text

GROQ_API_KEY=gsk_...

powershell

python crew.py

powershell

uv run crew.py

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

Twitter Hate Speech Detector

A small CrewAI-powered project for detecting hate speech in text using a Groq-compatible LLM.

Project Structure

agents.py — defines the Hate Speech Detector agent and configures the LLM.
tasks.py — defines the hate speech detection task prompt and expected output.
crew.py — boots the Crew, runs the detection task, and prints the result.
.env — stores secret API keys like GROQ_API_KEY.
.gitignore — ignores the local Python environment, cache files, and .env.

Requirements

Python 3.8+
crewai
python-dotenv

Setup

Create and activate a virtual environment (recommended):
```
python -m venv .venv
.\.venv\Scripts\Activate.ps1
```
Install dependencies:
```
pip install crewai python-dotenv
```
Create or update .env with your Groq API key:
```
GROQ_API_KEY=gsk_...
```

Run

From the project root:

python crew.py

If you use uv and have it installed, you can also run:

uv run crew.py

Customize Input

Edit the Text variable in crew.py to analyze different sentences.

Notes

The agent currently uses the Groq endpoint and a compatible model in agents.py.
Do not commit .env to source control; the .gitignore file already excludes it.

Contract & API

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

MissingGITHUB OPENCLEW

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-ishitanotfound-twitter-hate-news-detector/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/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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Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

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Traction

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Freshness

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OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-supervisor

Rank

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Traction

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Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEWoceanbus-langchain

Rank

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo ago

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-ishitanotfound-twitter-hate-news-detector/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:21:24.126Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "Ishitanotfound",
    "category": "vendor",
    "href": "https://github.com/ishitanotfound/Twitter-hate-news-detector",
    "sourceUrl": "https://github.com/ishitanotfound/Twitter-hate-news-detector",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:25.942Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:25.942Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ishitanotfound-twitter-hate-news-detector/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]