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debug-inference
NVIDIA/OpenShellSkill
Debug inference clients that use an attached provider and its native endpoint, including hosted APIs and host-local Ollama, vLLM, SGLang, TRT-LLM, LM Studio, or NIM. Use for provider attachment, endpoint policy, credential substitution, topology, and migration from the removed managed inference endpoint. Trigger keywords - debug inference, managed inference endpoint, local inference, ollama, lm studio, vllm, sglang, trtllm, NIM, inference failing, model server unreachable, credential_endpoint_mismatch, host.openshell.internal.
Why this score
This repo hosts 10 skills, so its 16,716 stars are split between them (about 1,672 each) for scoring.
Popularity score: 83/100 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 d2a35084cdbb, 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 onedebug-inference NVIDIA/OpenShell · Skill | 83 | ★ 17k | ≈137 always | 16d ago |
| server-inference Blaizzy/mlx-vlm · Skill Both about inference and debug | 79 | ★ 5.6k | ≈81 always | 16d ago |
| debug-issue tirth8205/code-review-graph · Skill Both about debug | 87 | ★ 32k | ≈19 always | 19d ago |
| debug-helper athola/skrills · Skill Both about debug | 60 | ★ 69 | ≈19 always | 18d ago |
| causal-inference-diagnostics atsushi-green/ds-ai-coding-skills · Skill Both about inference | 53 | ★ 91 | ≈27 always | 1mo ago |
| ce-debug EveryInc/compound-engineering-plugin · Skill Both about debug and failing | 84 | ★ 26k | ≈28 always | 16d ago |