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Skills/ruvnet/ruflo/verification-quality-assurance
verification-quality-assurance logo

verification-quality-assurance

ruvnet/ruflo
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Installation

npx skills add https://github.com/ruvnet/ruflo --skill verification-quality-assurance

Summary

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

SKILL.md

Verification & Quality Assurance Skill

What This Skill Does

This skill provides a comprehensive verification and quality assurance system that ensures code quality and correctness through:

  • Truth Scoring: Real-time reliability metrics (0.0-1.0 scale) for code, agents, and tasks
  • Verification Checks: Automated code correctness, security, and best practices validation
  • Automatic Rollback: Instant reversion of changes that fail verification (default threshold: 0.95)
  • Quality Metrics: Statistical analysis with trends, confidence intervals, and improvement tracking
  • CI/CD Integration: Export capabilities for continuous integration pipelines
  • Real-time Monitoring: Live dashboards and watch modes for ongoing verification

Shipped vs. aspirational. The concrete, in-CI verification stack — the 6 regression-guard jobs + the witness manifest + the tool-discoverability audit — is real and runs on every push. The truth-scoring / auto-rollback / WebSocket-dashboard surface described later in this doc is partly shipped (ruflo verify runs the witness checks) and partly design — treat the "CI Guards" section below as the authoritative current state.

CI Guards — what's actually shipped (current state)

Ruflo's regression protection is three layers, all gated before publish. Authoritative reference: verification/README.md.

LayerWhatCI job(s) in .github/workflows/v3-ci.ymlADR
1 — install/behavioral smokeExercise user-visible failure modes against a real buildsmoke-install-no-bsqlite (npm install on platforms w/o prebuilds), plugin-hooks-smoke (#1859/#1862 — hook flag parsing), mcp-protocol-smoke (#1874 — HTTP MCP wire format), memory-import-smoke (#1883/#1884 — WSL path + key sanitization), mcp-roundtrip-smoke (#1889 paired-tool round-trip + #1863 cli-no-crash + ADR-095 G2 consensus-transport)ADR-102
1 — discoverability gateEvery MCP tool description must answer "use this over native when?"tool-descriptions-audit — scripts/audit-tool-descriptions.mjs, baseline at verification/mcp-tool-baseline.json (monotone-decreasing: noGuidance / tooShort / duplicates)ADR-112
2 — cryptographic witnessEvery documented fix's load-bearing marker must still be present in dist; Ed25519-signed, per-OS bundleswitness-verify (ubuntu/macos/windows) — plugins/ruflo-core/scripts/witness/verify.mjs against verification/<os>/manifest.md.jsonADR-103
3 — temporal historyWhen was a regression introducedverification/<os>/history.jsonl + history.mjs (summary / regressions / timeline)ADR-103

Run the guards locally

# Tool-description discoverability audit (ADR-112)
node scripts/audit-tool-descriptions.mjs                       # fails if any baseline count rises
node scripts/audit-tool-descriptions.mjs --update-baseline     # lock the new floor after a fix lands

# Behavioral smokes (each builds what it needs; safe to run individually)
node plugins/ruflo-core/scripts/test-hooks.mjs "node $PWD/v3/@claude-flow/cli/bin/cli.js"
node plugins/ruflo-core/scripts/test-mcp-protocol.mjs
node plugins/ruflo-core/scripts/test-memory-import.mjs
node plugins/ruflo-core/scripts/test-mcp-roundtrips.mjs        # #1889 paired-tool round-trip
node plugins/ruflo-core/scripts/test-cli-no-crash.mjs          # #1863 unhandled-exception class
node plugins/ruflo-core/scripts/test-consensus-transport.mjs   # ADR-095 G2 consensus transport

# Witness manifest — regenerate + verify
node scripts/regen-witness.mjs
node plugins/ruflo-core/scripts/witness/verify.mjs --manifest verification/macos/manifest.md.json

# Temporal history
node plugins/ruflo-core/scripts/witness/history.mjs --history verification/macos/history.jsonl summary
node plugins/ruflo-core/scripts/witness/history.mjs --history verification/macos/history.jsonl regressions

Adding a new guard

  1. Behavioral smoke → write plugins/ruflo-core/scripts/test-<name>.mjs. Pattern: static dist-scan first (fast, always completes), behavioral probe second with an internal timeout + a process-level watchdog so CI never hangs. Add a step to the relevant job in v3-ci.yml.
  2. Static gate with a baseline → write scripts/audit-<name>.mjs that scans, counts violations, and fails if the count exceeds a monotone-decreasing baseline in verification/<name>-baseline.json. Support --update-baseline. Add a CI job; wire it into witness-verify needs[] if it should gate publish.
  3. Documented-fix marker → append { id, desc, file, marker } to verification/witness-fixes.json, run node scripts/regen-witness.mjs. The marker must be a substring the fix specifically creates (not a generic pattern like 'function').

Prerequisites

  • Ruflo installed (npx ruflo@alpha)
  • Git repository (for rollback features)
  • Node.js 18+ (for dashboard features)
  • @noble/ed25519 (for the witness verifier — a single runtime dep, npm i @noble/ed25519)

Quick Start

# View current truth scores
npx ruflo@alpha truth

# Run verification check
npx ruflo@alpha verify check

# Verify specific file with custom threshold
npx ruflo@alpha verify check --file src$app.js --threshold 0.98

# Rollback last failed verification
npx ruflo@alpha verify rollback --last-good

---

Complete Guide

Truth Scoring System

View Truth Metrics

Display comprehensive quality and reliability metrics for your codebase and agent tasks.

Basic Usage:

# View current truth scores (default: table format)
npx ruflo@alpha truth

# View scores for specific time period
npx ruflo@alpha truth --period 7d

# View scores for specific agent
npx ruflo@alpha truth --agent coder --period 24h

# Find files$tasks below threshold
npx ruflo@alpha truth --threshold 0.8

Output Formats:

# Table format (default)
npx ruflo@alpha truth --format table

# JSON for programmatic access
npx ruflo@alpha truth --format json

# CSV for spreadsheet analysis
npx ruflo@alpha truth --format csv

# HTML report with visualizations
npx ruflo@alpha truth --format html --export report.html

Real-time Monitoring:

# Watch mode with live updates
npx ruflo@alpha truth --watch

# Export metrics automatically
npx ruflo@alpha truth --export .claude-flow$metrics$truth-$(date +%Y%m%d).json
Truth Score Dashboard

Example dashboard output:

📊 Truth Metrics Dashboard
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Overall Truth Score: 0.947 ✅
Trend: ↗️ +2.3% (7d)

Top Performers:
  verification-agent   0.982 ⭐
  code-analyzer       0.971 ⭐
  test-generator      0.958 ✅

Needs Attention:
  refactor-agent      0.821 ⚠️
  docs-generator      0.794 ⚠️

Recent Tasks:
  task-456  0.991 ✅  "Implement auth"
  task-455  0.967 ✅  "Add tests"
  task-454  0.743 ❌  "Refactor API"
Metrics Explained

Truth Scores (0.0-1.0):

  • 1.0-0.95: Excellent ⭐ (production-ready)
  • 0.94-0.85: Good ✅ (acceptable quality)
  • 0.84-0.75: Warning ⚠️ (needs attention)
  • <0.75: Critical ❌ (requires immediate action)

Trend Indicators:

  • ↗️ Improving (positive trend)
  • → Stable (consistent performance)
  • ↘️ Declining (quality regression detected)

Statistics:

  • Mean Score: Average truth score across all measurements
  • Median Score: Middle value (less affected by outliers)
  • Standard Deviation: Consistency of scores (lower = more consistent)
  • Confidence Interval: Statistical reliability of measurements

Verification Checks

Run Verification

Execute comprehensive verification checks on code, tasks, or agent outputs.

File Verification:

# Verify single file
npx ruflo@alpha verify check --file src$app.js

# Verify directory recursively
npx ruflo@alpha verify check --directory src/

# Verify with auto-fix enabled
npx ruflo@alpha verify check --file src$utils.js --auto-fix

# Verify current working directory
npx ruflo@alpha verify check

Task Verification:

# Verify specific task output
npx ruflo@alpha verify check --task task-123

# Verify with custom threshold
npx ruflo@alpha verify check --task task-456 --threshold 0.99

# Verbose output for debugging
npx ruflo@alpha verify check --task task-789 --verbose

Batch Verification:

# Verify multiple files in parallel
npx ruflo@alpha verify batch --files "*.js" --parallel

# Verify with pattern matching
npx ruflo@alpha verify batch --pattern "src/**/*.ts"

# Integration test suite
npx ruflo@alpha verify integration --test-suite full
Verification Criteria

The verification system evaluates:

  1. Code Correctness
  • Syntax validation
  • Type checking (TypeScript)
  • Logic flow analysis
  • Error handling completeness
  1. Best Practices
  • Code style adherence
  • SOLID principles
  • Design patterns usage
  • Modularity and reusability
  1. Security
  • Vulnerability scanning
  • Secret detection
  • Input validation
  • Authentication$authorization checks
  1. Performance
  • Algorithmic complexity
  • Memory usage patterns
  • Database query optimization
  • Bundle size impact
  1. Documentation
  • JSDoc/TypeDoc completeness
  • README accuracy
  • API documentation
  • Code comments quality
JSON Output for CI/CD
# Get structured JSON output
npx ruflo@alpha verify check --json > verification.json

# Example JSON structure:
{
  "overallScore": 0.947,
  "passed": true,
  "threshold": 0.95,
  "checks": [
    {
      "name": "code-correctness",
      "score": 0.98,
      "passed": true
    },
    {
      "name": "security",
      "score": 0.91,
      "passed": false,
      "issues": [...]
    }
  ]
}

Automatic Rollback

Rollback Failed Changes

Automatically revert changes that fail verification checks.

Basic Rollback:

# Rollback to last known good state
npx ruflo@alpha verify rollback --last-good

# Rollback to specific commit
npx ruflo@alpha verify rollback --to-commit abc123

# Interactive rollback with preview
npx ruflo@alpha verify rollback --interactive

Smart Rollback:

# Rollback only failed files (preserve good changes)
npx ruflo@alpha verify rollback --selective

# Rollback with automatic backup
npx ruflo@alpha verify rollback --backup-first

# Dry-run mode (preview without executing)
npx ruflo@alpha verify rollback --dry-run

Rollback Performance:

  • Git-based rollback: <1 second
  • Selective file rollback: <500ms
  • Backup creation: Automatic before rollback

Verification Reports

Generate Reports

Create detailed verification reports with metrics and visualizations.

Report Formats:

# JSON report
npx ruflo@alpha verify report --format json

# HTML report with charts
npx ruflo@alpha verify report --export metrics.html --format html

# CSV for data analysis
npx ruflo@alpha verify report --format csv --export metrics.csv

# Markdown summary
npx ruflo@alpha verify report --format markdown

Time-based Reports:

# Last 24 hours
npx ruflo@alpha verify report --period 24h

# Last 7 days
npx ruflo@alpha verify report --period 7d

# Last 30 days with trends
npx ruflo@alpha verify report --period 30d --include-trends

# Custom date range
npx ruflo@alpha verify report --from 2025-01-01 --to 2025-01-31

Report Content:

  • Overall truth scores
  • Per-agent performance metrics
  • Task completion quality
  • Verification pass$fail rates
  • Rollback frequency
  • Quality improvement trends
  • Statistical confidence intervals

Interactive Dashboard

Launch Dashboard

Run interactive web-based verification dashboard with real-time updates.

# Launch dashboard on default port (3000)
npx ruflo@alpha verify dashboard

# Custom port
npx ruflo@alpha verify dashboard --port 8080

# Export dashboard data
npx ruflo@alpha verify dashboard --export

# Dashboard with auto-refresh
npx ruflo@alpha verify dashboard --refresh 5s

Dashboard Features:

  • Real-time truth score updates (WebSocket)
  • Interactive charts and graphs
  • Agent performance comparison
  • Task history timeline
  • Rollback history viewer
  • Export to PDF/HTML
  • Filter by time period$agent$score

Configuration

Default Configuration

Set verification preferences in .claude-flow$config.json:

{
  "verification": {
    "threshold": 0.95,
    "autoRollback": true,
    "gitIntegration": true,
    "hooks": {
      "preCommit": true,
      "preTask": true,
      "postEdit": true
    },
    "checks": {
      "codeCorrectness": true,
      "security": true,
      "performance": true,
      "documentation": true,
      "bestPractices": true
    }
  },
  "truth": {
    "defaultFormat": "table",
    "defaultPeriod": "24h",
    "warningThreshold": 0.85,
    "criticalThreshold": 0.75,
    "autoExport": {
      "enabled": true,
      "path": ".claude-flow$metrics$truth-daily.json"
    }
  }
}
Threshold Configuration

Adjust verification strictness:

# Strict mode (99% accuracy required)
npx ruflo@alpha verify check --threshold 0.99

# Lenient mode (90% acceptable)
npx ruflo@alpha verify check --threshold 0.90

# Set default threshold
npx ruflo@alpha config set verification.threshold 0.98

Per-environment thresholds:

{
  "verification": {
    "thresholds": {
      "production": 0.99,
      "staging": 0.95,
      "development": 0.90
    }
  }
}

Integration Examples

CI/CD Integration

GitHub Actions:

name: Quality Verification

on: [push, pull_request]

jobs:
  verify:
    runs-on: ubuntu-latest
    steps:
      - uses: actions$checkout@v3

      - name: Install Dependencies
        run: npm install

      - name: Run Verification
        run: |
          npx ruflo@alpha verify check --json > verification.json

      - name: Check Truth Score
        run: |
          score=$(jq '.overallScore' verification.json)
          if (( $(echo "$score < 0.95" | bc -l) )); then
            echo "Truth score too low: $score"
            exit 1
          fi

      - name: Upload Report
        uses: actions$upload-artifact@v3
        with:
          name: verification-report
          path: verification.json

GitLab CI:

verify:
  stage: test
  script:
    - npx ruflo@alpha verify check --threshold 0.95 --json > verification.json
    - |
      score=$(jq '.overallScore' verification.json)
      if [ $(echo "$score < 0.95" | bc) -eq 1 ]; then
        echo "Verification failed with score: $score"
        exit 1
      fi
  artifacts:
    paths:
      - verification.json
    reports:
      junit: verification.json
Swarm Integration

Run verification automatically during swarm operations:

# Swarm with verification enabled
npx ruflo@alpha swarm --verify --threshold 0.98

# Hive Mind with auto-rollback
npx ruflo@alpha hive-mind --verify --rollback-on-fail

# Training pipeline with verification
npx ruflo@alpha train --verify --threshold 0.99
Pair Programming Integration

Enable real-time verification during collaborative development:

# Pair with verification
npx ruflo@alpha pair --verify --real-time

# Pair with custom threshold
npx ruflo@alpha pair --verify --threshold 0.97 --auto-fix

Advanced Workflows

Continuous Verification

Monitor codebase continuously during development:

# Watch directory for changes
npx ruflo@alpha verify watch --directory src/

# Watch with auto-fix
npx ruflo@alpha verify watch --directory src/ --auto-fix

# Watch with notifications
npx ruflo@alpha verify watch --notify --threshold 0.95
Monitoring Integration

Send metrics to external monitoring systems:

# Export to Prometheus
npx ruflo@alpha truth --format json | \
  curl -X POST https:/$pushgateway.example.com$metrics$job$claude-flow \
  -d @-

# Send to DataDog
npx ruflo@alpha verify report --format json | \
  curl -X POST "https:/$api.datadoghq.com$api$v1$series?api_key=${DD_API_KEY}" \
  -H "Content-Type: application$json" \
  -d @-

# Custom webhook
npx ruflo@alpha truth --format json | \
  curl -X POST https:/$metrics.example.com$api$truth \
  -H "Content-Type: application$json" \
  -d @-
Pre-commit Hooks

Automatically verify before commits:

# Install pre-commit hook
npx ruflo@alpha verify install-hook --pre-commit

# .git$hooks$pre-commit example:
#!$bin$bash
npx ruflo@alpha verify check --threshold 0.95 --json > $tmp$verify.json

score=$(jq '.overallScore' $tmp$verify.json)
if (( $(echo "$score < 0.95" | bc -l) )); then
  echo "❌ Verification failed with score: $score"
  echo "Run 'npx ruflo@alpha verify check --verbose' for details"
  exit 1
fi

echo "✅ Verification passed with score: $score"

Performance Metrics

Verification Speed:

  • Single file check: <100ms
  • Directory scan: <500ms (per 100 files)
  • Full codebase analysis: <5s (typical project)
  • Truth score calculation: <50ms

Rollback Speed:

  • Git-based rollback: <1s
  • Selective file rollback: <500ms
  • Backup creation: <2s

Dashboard Performance:

  • Initial load: <1s
  • Real-time updates: <100ms latency (WebSocket)
  • Chart rendering: 60 FPS

Troubleshooting

Common Issues

Low Truth Scores:

# Get detailed breakdown
npx ruflo@alpha truth --verbose --threshold 0.0

# Check specific criteria
npx ruflo@alpha verify check --verbose

# View agent-specific issues
npx ruflo@alpha truth --agent <agent-name> --format json

Rollback Failures:

# Check git status
git status

# View rollback history
npx ruflo@alpha verify rollback --history

# Manual rollback
git reset --hard HEAD~1

Verification Timeouts:

# Increase timeout
npx ruflo@alpha verify check --timeout 60s

# Verify in batches
npx ruflo@alpha verify batch --batch-size 10

Exit Codes

Verification commands return standard exit codes:

  • 0: Verification passed (score ≥ threshold)
  • 1: Verification failed (score < threshold)
  • 2: Error during verification (invalid input, system error)

Related Commands

  • npx ruflo@alpha pair - Collaborative development with verification
  • npx ruflo@alpha train - Training with verification feedback
  • npx ruflo@alpha swarm - Multi-agent coordination with quality checks
  • npx ruflo@alpha report - Generate comprehensive project reports

Best Practices

  1. Set Appropriate Thresholds: Use 0.99 for critical code, 0.95 for standard, 0.90 for experimental
  2. Enable Auto-rollback: Prevent bad code from persisting
  3. Monitor Trends: Track improvement over time, not just current scores
  4. Integrate with CI/CD: Make verification part of your pipeline
  5. Use Watch Mode: Get immediate feedback during development
  6. Export Metrics: Track quality metrics in your monitoring system
  7. Review Rollbacks: Understand why changes were rejected
  8. Train Agents: Use verification feedback to improve agent performance

Additional Resources

  • Truth Scoring Algorithm: See $docs$truth-scoring.md
  • Verification Criteria: See $docs$verification-criteria.md
  • Integration Examples: See $examples$verification/
  • API Reference: See $docs$api$verification.md

Score

0–100
76/ 100

Grade

B

Popularity28/30

61,343 GitHub stars on the source repo — top-tier adoption. Install counts are not tracked for this skill.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Verification Quality Assurance skill score badge previewScore badge

Markdown

[![Verification Quality Assurance skill](https://www.claudemarket.ai/skills/ruvnet/ruflo/verification-quality-assurance/badges/score.svg)](https://www.claudemarket.ai/skills/ruvnet/ruflo/verification-quality-assurance)

HTML

<a href="https://www.claudemarket.ai/skills/ruvnet/ruflo/verification-quality-assurance"><img src="https://www.claudemarket.ai/skills/ruvnet/ruflo/verification-quality-assurance/badges/score.svg" alt="Verification Quality Assurance skill"/></a>

Verification Quality Assurance FAQ

How do I install the Verification Quality Assurance skill?

Run “npx skills add https://github.com/ruvnet/ruflo --skill verification-quality-assurance” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Verification Quality Assurance skill do?

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Verification Quality Assurance skill free?

Yes. Verification Quality Assurance is a free, open-source skill published from ruvnet/ruflo. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Verification Quality Assurance work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Verification Quality Assurance works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw

QwikClaw sets up and runs an always-on OpenClaw agent for you. One click, no config files, no server setup.

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One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free →
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you →
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

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Reach 47,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

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Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger →
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger →
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free →
Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw

QwikClaw sets up and runs an always-on OpenClaw agent for you. One click, no config files, no server setup.

Deploy now →
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free →
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you →
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free →
Reach 47,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here →
Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off
Launch on Hostinger →
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed
Launch on Hostinger →
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off
Try Firecrawl free →
Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw
Deploy now →
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.
Start building free →
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams
Get it set up for you →
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit
Try DataForSEO free →
Reach 47,000+ AI builders
Advertise here →
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