Unfragile

4 actions in 4 pieces of software · ranked by words, meaning and measured trust · 1026 ms

1Qwen3-VL-8B-Instruct-MLX-4bitverified and signedpassport
modelrecord72,771 downloads/month
- image-text-to-text
  Task: image-text-to-text
2Qwen3-Reranker-8B-4bit-MLXverified and signedpassport
modelrecord65 downloads/month
- text-generation
  Task: text-generation
3Qwen3-Omni-30B-A3B-Instruct-AWQ-4bitverified and signedpassport
modelrecord45,669 downloads/month
- any-to-any
  Task: any-to-any
4Qwen3.8-27B Chatdemo or tutorialno passport yet
MCP serverrecord
- qwen3_8_27b_chat_generate
  Chat with Qwen3.8-27B (4-bit, ZeroGPU) and stream the reply.

Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.