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server-inference
Blaizzy/mlx-vlmSkill
Use this skill when the user wants to run or debug MLX-VLM server inference, including uv run mlx_vlm.server, /v1/models, /v1/chat/completions, /v1/responses, streaming, OpenAI-compatible clients, health checks, metrics, model unload/reload, adapters, trust-remote-code, and server request/response failures.
Why this score
This repo hosts 8 skills, so its 5,640 stars are split between them (about 705 each) for scoring.
Popularity score: 79/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 9527f2da3b42, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneserver-inference Blaizzy/mlx-vlm · Skill | 79 | ★ 5.6k | ≈81 always | 16d ago |
| debug-inference NVIDIA/OpenShell · Skill Both about inference and debug | 83 | ★ 17k | ≈137 always | 16d ago |
| causal-inference-diagnostics atsushi-green/ds-ai-coding-skills · Skill Both about inference | 53 | ★ 91 | ≈27 always | 1mo ago |
| fiftyone-dataset-inference voxel51/fiftyone-skills · Skill Both about inference | 56 | ★ 47 | ≈70 always | 17d ago |
| Inference Economics Optimizer GammaLabTechnologies/harmonist · Subagent Both about inference | 52 | ★ 2.3k | ≈67 in chat | 5mo ago |
| deepmd-python-inference deepmodeling/deepmd-kit · Skill Both about inference | 75 | ★ 2.1k | ≈95 always | 16d ago |