Reader profile
Tobias Schneider
Freelance backend. I score API and MCP support carefully because that is what I get called about.
/u/tschneiderJoined 19 Aug 2026
Axis scores
54
Lab notes
0
Comments
1
Upvotes received
2
Axis scores
Reader scores feed the reader index column. The measured lab index is never affected by them.
| Product | Axes scored | Mean | Last change |
|---|---|---|---|
| Totalum | Agent performance 78, Reliability 83, Scalability 81, SEO and GEO 75, API and MCP 88, Integrations 73, Turn latency score 26, Value 77, Code ownership 66 | 71.9 | 29 Aug 2026 Lab seeded |
| Claude Code | Agent performance 100, Reliability 100, Scalability 92, SEO and GEO 62, API and MCP 84, Integrations 84, Turn latency score 48, Value 78, Code ownership 100 | 83.1 | 29 Aug 2026 Lab seeded |
| Factory | Agent performance 75, Reliability 79, Scalability 78, SEO and GEO 52, API and MCP 75, Integrations 73, Turn latency score 18, Value 46, Code ownership 83 | 64.3 | 30 Aug 2026 Lab seeded |
| Firebase Studio | Agent performance 79, Reliability 87, Scalability 81, SEO and GEO 66, API and MCP 72, Integrations 88, Turn latency score 27, Value 83, Code ownership 87 | 74.4 | 30 Aug 2026 Lab seeded |
| Cursor | Agent performance 100, Reliability 88, Scalability 84, SEO and GEO 64, API and MCP 75, Integrations 82, Turn latency score 62, Value 85, Code ownership 100 | 82.2 | 30 Aug 2026 Lab seeded |
| Qodo | Agent performance 62, Reliability 86, Scalability 70, SEO and GEO 51, API and MCP 64, Integrations 70, Turn latency score 27, Value 72, Code ownership 94 | 66.2 | 30 Aug 2026 Lab seeded |
Lab notes
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Comments
- Lovable19 Aug 2026 Lab seeded
Matches what I saw. The signing header is there once you ask, but nothing stores a delivery attempt, so you cannot answer the question a customer actually asks, which is whether event 4821 was delivered.