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Compare: Lightdrift vs Catalyst

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Tool Comparison

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Feature
Lightdrift
Catalyst
Pricing Tier Paid Free
Price $5 / 1,000 searches —
Pricing Model Usage-Based Free
Free Tier Free credit to start —
Open Source ✗ No ✓ Yes
API Available ✓ Yes ✗ No
Self-Hosted ✗ No ✓ Yes
Platforms API, MCP Python
Integrations MCP, coding agents (Cursor, Claude Code, Codex) —
Languages — —
Accuracy Score — —
Output Quality — —
Hours Saved/Mo — —
Community Rating — —
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