Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Review a GitHub pull request by summarizing its diff and key design decisions. Use when the user wants to review a PR, understand changes in a branch, or get a code review summary. Trigger keywords - review PR, review pull request, summarize PR, summarize diff, code review, review branch, PR summary, diff summary.
Debug why inference.local or external inference setup is failing. Use when the user cannot reach a local model server, has provider base URL issues, sees inference verification failures, hits protocol mismatches, or needs to diagnose inference on local vs remote gateways. Trigger keywords - debug inference, inference.local, local inference, ollama, vllm, sglang, trtllm, NIM, inference failing, model server unreachable, failed to verify inference endpoint, host.openshell.internal.
Manually dispatch and iterate on the Release Canary workflow that smoke-tests published OpenShell artifacts (install.sh on macOS/Ubuntu/Fedora, Helm chart on kind) after each Release Dev publish. Use when changing `.github/workflows/release-canary.yml`, validating a release before tagging, debugging a canary failure, or reproducing a canary job locally. Trigger keywords - release canary, release-canary, canary failed, canary dispatch, test release canary, post-release smoke, install.sh canary, helm chart canary, kind canary, dispatch canary.
Validate and monitor OpenShell GitHub issues and PRs using the gator:* state machine. Use when asked to triage issues/PRs for project validity, gate PRs, run gator, validate submissions, or monitor PRs toward merge readiness.
Benchmark and profile the Dynamo frontend (dynamo.frontend HTTP + tokenizer + KV router) against mock workers (dynamo.mocker). Use when measuring frontend throughput/latency, A/B-testing a frontend change, or on-CPU/off-CPU profiling the frontend or mock workers to find bottlenecks. Covers topology setup, CPU isolation, aiperf load generation, perf/BPF profiling, throughput analysis, and the sharp edges of this setup.
Sets up a structured debugging session for a Dynamo bug — pull the report from a Linear ticket, GitHub issue, or pasted text, capture the environment, create a persistent worklog markdown file, and walk through rebuild, reproduction, and investigation steps. Use when starting to investigate a reported Dynamo bug or regression and the investigation should be tracked in a worklog.
Audit Dynamo Rust hot-path `.clone()` calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
Reviews code changes in the style of Graham King's ai-dynamo/dynamo reviews — exacting Rust and systems-level standards covering error handling, tracing discipline, unnecessary clones, async and concurrency correctness, log levels, and minimal diff surface. Use when reviewing Rust changes, code under lib/ or components/src/dynamo, or any performance-critical or networking path that needs a strict senior-engineer review.
Analyze real-time constraints, ISR latency, DMA transfer times, and LED protocol timing for embedded systems. Use when debugging timing-sensitive code, optimizing frame rates, or verifying protocol compliance.
Review Xtensa assembly code for ESP32 platforms. Checks for critical errors in inline assembly, ABI compliance, and optimization opportunities. Use after modifying ESP32 assembly or inline asm code.