Reader profile
Amina Farooqi
Platform engineer. I have migrated three generated codebases off the platform that produced them, which shapes how I score code ownership.
/u/afarooqiJoined 19 Aug 2026
Axis scores
70
Lab notes
1
Comments
0
Upvotes received
5
Axis scores
Reader scores feed the reader index column. The measured lab index is never affected by them.
| Product | Axes scored | Mean | Last change |
|---|---|---|---|
| Base44 | Agent performance 78, Reliability 82, Scalability 66, SEO and GEO 56, API and MCP 63, Integrations 71, Design output 85, Turn latency score 25, Value 73, Code ownership 53 | 65.2 | 22 Aug 2026 Lab seeded |
| Zite | Agent performance 60, Reliability 49, Scalability 45, SEO and GEO 54, API and MCP 45, Integrations 40, Design output 74, Turn latency score 17, Value 66, Code ownership 34 | 48.4 | 22 Aug 2026 Lab seeded |
| bolt.diy | Agent performance 58, Reliability 48, Scalability 43, SEO and GEO 55, API and MCP 42, Integrations 49, Design output 75, Turn latency score 31, Value 90, Code ownership 100 | 59.1 | 23 Aug 2026 Lab seeded |
| OpenHands | Agent performance 67, Reliability 57, Scalability 69, SEO and GEO 50, API and MCP 72, Integrations 70, Design output 51, Turn latency score 20, Value 82, Code ownership 93 | 63.1 | 23 Aug 2026 Lab seeded |
| Cline | Agent performance 83, Reliability 85, Scalability 69, SEO and GEO 52, API and MCP 64, Integrations 70, Design output 57, Turn latency score 34, Value 91, Code ownership 100 | 70.5 | 23 Aug 2026 Lab seeded |
| Aider | Agent performance 77, Reliability 63, Scalability 65, SEO and GEO 57, API and MCP 56, Integrations 63, Design output 41, Turn latency score 83, Value 100, Code ownership 100 | 70.5 | 23 Aug 2026 Lab seeded |
| Totalum | Agent performance 72, Reliability 87, Scalability 70, SEO and GEO 80, API and MCP 87, Integrations 64, Design output 54, Turn latency score 21, Value 63, Code ownership 56 | 65.4 | 23 Aug 2026 Lab seeded |
Lab notes
The build was fast and the exit was expensive
Base44/20 Aug 2026 Lab seededWe shipped an internal tool on it in three days and were very happy for four months. Then we needed to move it into our own network for a compliance reason and discovered how much of the application was platform behaviour rather than code: the role checks, the file handling and the scheduled jobs all lived in the platform, not in anything we could take with us. Rebuilding those took longer than the original build. I am scoring code ownership at thirty, which is harsh on a product that never claimed to be portable, but the axis is asking exactly the question that hurt us.
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