Context Data vs Make This Better
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Context Data compared with Make This Better
| Detail | 
Context Data | 
Make This Better |
|---|
| What it does | Governed access to production data for AI agents
| Feedback your agent can ship
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| Stage | Not given
| Startup
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| Founded | Not given
| Not given
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| Based in | Not given
| Not given
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| Pricing model | Open source
| Freemium
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| Pricing | Not given
| Not given
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| Key features | - Automatic detection and masking of sensitive data in results
- Risk-based approval workflow for writes
- Append-only audit log of all requests
- Support for multiple protocols: MCP, Postgres wire, HTTP
- Data lineage tracking
| - Automatic screenshot and DOM capture
- AI-powered feedback triage
- MCP and CLI integration for coding agents
- Works with Claude Code, Cursor, Windsurf, and Codex
- Real-time feedback board with progress tracking
- User notifications when fixes deploy
- Private boards and custom domains on paid plans
- Third-party integrations
- Bring Your Own Key (BYOK) on all plans
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| What makes it different | - Works with agents and data you already have
- Open source under Apache 2.0 license
- Transparent status of every feature
| - Closes the gap between fast AI coding and understanding real user needs
- Captures context that prevents silent churn
- One-command setup with no configuration needed
- Brings user testing into the product without dedicated QA
- Turns scattered user requests into obvious product priorities
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| Free plan | Not given
| Not given
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| Open source | Not given
| Not given
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| Platforms | Not given
| Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 27 ▲ +1 (up) since last check | 54 ● no change since last check |
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| Trust Flow (Majestic) | 7 | 7 |
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| Citation Flow (Majestic) | 23 | 36 |
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| Referring domains (Majestic) | 124 | 86 |
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4 details filled in for both companies.
More alternatives to Context Data More alternatives to Make This Better