开发技能

Turn failures, logs, symptoms, or flaky behavior into a compact repro and verification plan. Use when debugging needs a reproducible failure path.

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Stage, commit, and push code changes with branch safety and explicit staging. Use when ready to commit work. Invoked by saying "commit", "push", or "commit and push".

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Use when converting a design direction into maintainable production frontend code, selecting architecture within the existing stack, implementing semantics, assets, loading behavior, CSS/layout, components, and progressive enhancement.

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Produce publication-style figures from MIKE+ .res1d results via the mike-plus MCP server — a stacked rainfall-runoff hydrograph, a single time series, a network map, a baseline-vs-scenario overlay, or a longitudinal profile (bed / crown / ground / max water level along a pipe string), in the house style (Arial 12, ticks inward, SI units, no title). Use when an agent must render MIKE+ results as a PNG without opening the GUI. No license required.

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Run MIKE+ simulations headless via the mike-plus MCP server and report result files + engine status. Use when an agent must execute a MIKE+ .sqlite model's active (or a named) simulation without opening the MIKE+ GUI, then hand the .res1d outputs to reading/plotting. Requires MIKE+ installed + a valid license. Always run on a copy.

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Bring an EPA SWMM (.inp) or EPANET (.inp) model into MIKE+ via the mike-plus MCP server — the bridge from an INP builder such as SWMMCanada or agentic-swmm into a MIKE+ database that mike_model_info / mike_run can use. Use when the user has an .inp and wants it in MIKE+. Requires MIKE+ installed + a checked-out license (demo mode caps the model size).

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Inspect a MIKE+ .sqlite model via the mike-plus MCP server — active simulation/scenario/model type, unit system, the list of simulation setups and scenarios, element counts — and switch the active scenario. Use when an agent needs to understand a MIKE+ model before running or editing it, or must run a scenario prepared in the GUI. Requires MIKE+ installed + a license.

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Read and modify MIKE+ model parameters via the mike-plus MCP server — inspect or change values in any model table (pipe Diameter/Manning in msm_Link, node levels in msm_Node, catchment properties in msm_Catchment, etc.). Use when an agent must identify a current parameter and change it before re-running. Requires MIKE+ + license; mutating tools must run on a copy.

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Compare two MIKE+ runs via the mike-plus MCP server — baseline vs scenario, before vs after a parameter edit — to say WHERE a change mattered and BY HOW MUCH (delta peak, delta volume, timing shift, RMSE/NSE) and to draw the overlay hydrograph. Use whenever two .res1d files of the same model exist or a re-run just finished. Comparing needs no license; producing the second run does.

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Read MIKE+ .res1d results via the mike-plus MCP server — list contents, summarize peaks, extract a single time series, or check which nodes flood (peak water level vs ground level). Use when an agent needs to inspect or pull numbers from MIKE+ network results (node water levels, link/reach discharge, velocities, flooding). No MIKE+ license or installation required.

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Generates a BACKPRESSURE.md file for any project. Analyzes codebase and PRD to produce deterministic self-verification checks that AI coding agents run on their own output.

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Connect your AI agent to the A4A end-to-end encrypted agent-to-agent messaging network via local MCP tools or Python SDK.

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Operational guide for the Schedule Anything SaaS surface — the 3-plugin WordPress stack (base + Pro + schedule-anything-platform) and its tenant SPA, the mcp-ai-pro/v1 presets/toolkits/sa-tools REST contract (Proposal 081), the WP 6.9 nonce cookie-auth pitfall and its fix pattern, the sa-e2e Docker harness quirks, the SPA↔REST contract-alignment rules, the Cloudways Velocity deploy + mirror-sync loop for both Velocity apps (schedule-anything + Complete Console on console.nvoos.cloud), and the Complete-bundle zip build/verify/staleness loop. Use when working on the Schedule Anything SPA or platform plugin, debugging its REST/auth surface, rebuilding its E2E stack, deploying or syncing a Velocity app, extending presets/toolkits, or diagnosing a 404 on a new SPA-consumed route (e.g. sa-tools), or a Velocity console that fails the nonce check with 'expected JSON but got text/html' (Cloudways Anti-Bot Protection / Imunify360 WebShield on the WP target's server).

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Build high-impact, animated GitHub profile READMEs that play like mini-movies using pure SVG, CSS, and SMIL animations. Covers dark/light theme switching, swinging lanyard ID badges, tech orbits, loca

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Install, check and restyle the agy-powerline statusline for Antigravity CLI (agy): quotas, model, context window and git on agy's status bar.

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Sentryのイシューを調査して修正する。リンク・ID・検索でイシューを 特定し、スタックトレース・ブレッドクラム・トレース・ログの全コンテキストを 取得し、根本原因を特定して修正・解決する。

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Open-format data ingestion for NV oOS Pro toolkits — the reusable pattern behind the F&B data-ingestion track (Proposal 078). Covers structural (header) matching over filename mapping, the configurable table_map + header-matcher + name-guess resolution order and the slug-first regression, the multi-format loader (CSV/TSV/JSON/JSONL/XLSX/ODS/PDF/photo), the Observation + terminology-map layer (vitals/FHIR analogue) with raw preservation, dedupe/retention/out-of-band banding, complete-by-default/resumable (offset) imports, and the read-only ingest-review dashboard anatomy (edit_posts review vs manage_options write, dry-run-first). Use when adding or extending data ingestion to a toolkit, ingesting heterogeneous owner files, wiring XLSX/PDF/photo imports, building an ingest/review dashboard, or debugging partial/truncated imports.

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Rework an existing NV oOS Pro toolkit from a single-tenant demo into a universal product — currency-neutral schema with legacy aliases, a Tenant Profile + token renderer shared across the two assistant-delivery surfaces (packs via Portability vs blueprints via Blueprint Installer), demo-mode inversion, a universal single-folder ingestor (header-alias dictionary + dry_run + JSON), report export to CSV/PDF (DomPDF vs html_to_pdf choice), the add-a-tool drift checklist (TOOLS_LIST, coverage manifest, admin tool list, presets), and the re-seed-on-settings-save gotcha. Use when asked to 'universalise', 'de-demo', 'multi-tenant', 're-tenant', 'remove LKR/Surf Club', 'point the toolkit at a single Drive folder', 'export reports as CSV/PDF', or 'avoid re-installing assistants on save'. First case study: food-beverage (F&B Management, 2026-10-16). Complements mcp-ai-wpoos-toolkit-creation (build new) and mcp-ai-wpoos-toolkit-audit (harden existing).

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Operational guide for the NV oOS Dictation desktop companion app (Tauri v2 + Rust, examples/nvoos-dictate) — build/run on Windows/MSVC, the local-first engine track (parakeet/whisper/fastconformer/moonshine/silero-vad), the embedded remote-STT fallback, the Stage-2 polish provider track (disabled/openai_compat/nvoos plus local LM Studio and Ollama), the file/media decode seam (Symphonia 0.5), the live camera + local object-detection/tracking track (Proposals 073 + 075) with an opt-in VLM label-polish layer (Proposal 076), the CDP browser-control agent (feature agent) + FastConformer engine + NV oOS multi-SPA hub, model registry + verification harnesses, the plugins.updater boot-crash config rule, and the full test/clippy gate matrix. Use when building, extending, or debugging the dictation app, adding an engine/model, a polish provider, the browser agent, file/video transcription, camera/vision detection, or VLM relabeling.

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Enumerate the active Spring Voyage `area:*` taxonomy and the owning umbrella for each. Codex equivalent of the Claude /areas command.

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Triage an issue — decide whether to close, route to an active-plan area, or park. Codex equivalent of the Claude /triage command.

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Run every lint-class CI gate locally. Codex equivalent of the Claude /lint command.

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Draft or refresh the human-written release notes for a version in `docs/releases/`. Codex equivalent of the Claude /release-notes command.

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Start the Spring.Web (portal) dev server. Codex equivalent of the Claude /web command.

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