Agent Skills: moai-domain-ml
|
ID: AJBcoding/claude-skill-eval/moai-domain-ml
41
Install this agent skill to your local
Skill Files
The files that make up moai-domain-ml.
Loading file tree…
More agent skills
- error-diagnostics-smart-debugUse when working with error diagnostics smart debug
- ginkgo-cloud-labSubmit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run protein expression and purification (cell-free, E. coli, or Pichia), HiBiT or A280 or LabChip quantification, IVT mRNA/circRNA synthesis, thermal shift / developability assays, Echo-MS enzyme or analyte methods, SPR target onboarding, fluorescent pixel art, or otherwise interact with Ginkgo Cloud Lab services. Covers protocol selection, input preparation, pricing, and ordering workflows.
- investigate-flaky-testInvestigate a RediSearch flaky-test report from a Jira key, CI failure, test id, or local logs. Use this to collect evidence, identify a supported root cause, and propose a real fix; if the evidence is insufficient, say so and ask for the missing data instead of suggesting workaround-only fixes or skip_until.
- memory-systemPersistent cross-session memory management. Enables agents to remember user preferences, project conventions, and past decisions across different sessions using a structured MEMORY.md index and topic files.
- cause-and-effectSystematic Fishbone analysis exploring problem causes across six categories
- using-redis-token-bucketsUse when adding a bucket-like rate limit backed by Redis: a per-caller budget with burst capacity and continuous refill, a refund path for requests that did no work, or a limit whose Retry-After must be a real wait rather than a window edge. `posthog/token_bucket.py` provides an atomic Lua token bucket (`consume`, `refund`, `peek`) over `posthog.redis.get_client()`. Choose it over DRF `SimpleRateThrottle`/fixed-window cache counters when boundary bursts, top-of-window lockouts, or charge-then-refund semantics matter. Trigger terms: token bucket, rate limit, burst, refill, quota, Retry-After, fixed window, throttle.