| What it does | AI data analyst for enterprise data analysis
| A harness-agnostic framework for AI coding tools
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| Open source
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| Pricing | Enterprise (Cloud Hosted): $5,000/month with 20,000+ queries/month, one-click Docker deployment, SSO authentication, custom AI tools, white glove onboarding, priority support, up to 200 queries/minute, and SLA/MSA/DPA available. Enterprise (Self-hosted): Annual commitment required, includes everythi
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| Key features | - Support for Postgres, Snowflake, SQL Server, MySQL and other structured databases
- Connect SaaS tools and ask questions across multiple sources
- Import and work with CSV and Excel files
- Auto-visualization and result saving
- Desktop app, Slack bot, Docker deployment and cloud marketplace options
- Deterministic security filters against prompt injections
- Self-hostable on own infrastructure
- Learn from feedback and adapt responses
- Multi-step reasoning for complex questions
- Statistical analysis and custom analysis tools
| - Configure plugins, skills, MCP servers, and hooks in a single harness.yaml file
- Observatory: monitor every session, tool call, and minute of activity
- Memory: persistent knowledge graph for AI orientation
- Comparator: run prompts across Claude Code, Cursor, and Copilot side by side
- Import existing configs from multiple AI coding tools automatically
- Share complete setup via single file with teammates
- Harness Parity: verify all connected AI tools end up with identical configuration
- Cross-harness compatibility table showing actual tool capabilities
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| What makes it different | - Powered by SQLCoder, the most accurate text-to-SQL model
- Data never leaves your servers with privacy-first design
- Consistently deterministic results for the same question
- Learns and adapts to user feedback in real-time
- Deploy in 5 minutes with multiple deployment options
| - Import-first approach: reads existing configs from all your tools and converges them before you write YAML
- No marketing gloss: capability table generated at build time from actual adapter code, not hand-maintained
- Portable across tools: single harness.yaml travels with you to every machine and tool
- Open source and free: no cost beyond existing Claude subscription
- Based on open specification: Harness Protocol is vendor-neutral and JSON Schema validated
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| Free plan | Not given
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| Open source | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 59 ▼ −1 (down) since last check | 16 ● no change since last check |
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| Trust Flow (Majestic) | 10 | 0 |
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| Citation Flow (Majestic) | 33 | 20 |
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| Referring domains (Majestic) | 319 | 11 |
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Defog
Harness Kit