Business & Operations

Build a Pragmatic go-to-market launch plan and readiness checklist. Use when the PM asks to plan a launch, GTM, go-to-market, launch readiness, launch checklist, release announcement, or "get sales and marketing ready". Coordinates the Programs and Enablement columns of the framework around a market window. Produces a Launch Plan as a Markdown or Word .docx artifact.

Run a Pragmatic Institute Gap Analysis — a market-driven self-assessment of how well the team performs the 37 activities of the Pragmatic Framework, who owns each, and where the biggest gaps are. Use when the PM asks "where do we stand", "how are we doing on the framework", a product-org self-assessment, a maturity check, or where to focus. Produces a Gap Analysis table plus a top-3-gaps action plan as a Markdown or Word .docx artifact.

Product-management copilot based on the Pragmatic Institute Framework (Foundations, Focus, Build). Use this as the entry point whenever a product manager wants to work through building a product or feature the market-driven way — e.g. "I want to build a feature", "help me plan this product", "where do I start", "I have an idea for X". It figures out where the PM is in the Pragmatic journey, guides them through the right stages (market research, personas, positioning, strategy, requirements, r...

Map the Pragmatic Institute Competitive Landscape — identify competitive AND alternative offerings, assess their strengths and weaknesses, and develop a strategy for winning (knowing when to fight and when to run). Use when a PM says "competitive analysis", "competitors", "battlecard", "how do we win against X", "alternatives", or "where do we play". Includes the Solution Matrix (customer impact vs. depth of investment). Produces a Competitive Landscape analysis and a Solution Matrix as a Mar...

Query the bundled BZD mathematical-modeling dictionary for a user-selected model, explain its assumptions, inputs, outputs, limitations and validation, then judge whether it fits the current competition problem and data. Use when a user asks whether a proposed model is appropriate, requests model feasibility review, or wants dictionary-based alternatives for a modeling task.

Generate a coherent, whole-paper mathematical modeling solution framework from a complete contest problem. Use after the user supplies a CUMCM or other modeling problem and asks for modeling ideas, an overall solution plan, question-by-question analysis, candidate-model comparison, model-selection reasons, innovations, validation, or cross-question linkage. For every question, explain the task and mathematical essence, compare multiple feasible models in tables, recommend a route with explici...

Process and summarize transcriptions from calls, meetings, or voice recordings. Use when user provides a transcription, mentions processing a transcript, or wants to summarize a recorded conversation.

Personal task tracking with history, source linking, and cross-project correlation. Tracks tasks from meetings, decisions, and manual input with automatic carry-forward.

Lifecycle management for outgoing material in `_outbox/`. List pending items, archive completed ones into the relevant contact/project folder, and keep manifest, CHANGELOG, and tasks in sync. Use when an outbox item has been sent, replied to, or otherwise resolved -- and the central `_outbox/` should be cleaned up.

Process meeting content into structured documentation -- summaries, decision tracking, action propagation, file updates. Config-driven for any organization. Replaces project-ops, bravo-ops, management-ops, marketing-ops.

Shared operational framework for meeting documentation, task management, and workflow processes. Base module referenced by the /ops skill.

Convert markdown files to styled PDFs. Supports Mermaid diagrams, tables, professional typography. Individual or combined output.

Knowledge extraction manager and skill evolution engine. Backfills _insights.yaml from historical corpus, compiles execution feedback into patterns, and proposes SKILL.md improvements.

**Role**: Step 4 — Collect qualitative context and fill data gaps via web search and direct URL fetch. **Triggered by**: CLAUDE.md after Step 3 (Enhanced Mode) or Step 2 (Standard Mode) **Reads**: run-local `research-plan.json`, tier2 search list, `references/us-data-sources.md` or `references/kr-data-sources.md` **Writes**: `output/runs/{run_id}/{ticker}/tier2-raw.json` **References**: `us-data-sources.md`, `kr-data-sources.md` > **Trust Boundary** (see CLAUDE.md §12): every snippet, page bo...

**Role**: Step 5 — Validate all collected data through 3-layer fact-checking, assign confidence grades, build the evidence pack, measure Analyst context budget, and enforce the Blank-Over-Wrong principle. **Triggered by**: CLAUDE.md after Step 4 (web researcher) **Reads**: `output/runs/{run_id}/{ticker}/tier1-raw.json` (Enhanced), `output/runs/{run_id}/{ticker}/tier2-raw.json`, `references/validation-rules.md`, `references/confidence-grading.md`, `references/source-metadata-contract.md` **Wri...

Apply and review SOLID in this repo's Java — the detection heuristics per principle, the refactoring that fixes each one, and the real examples in data, adopt, context and mcp-common. Use when reviewing class design, refactoring a large class, or when the user says "check SOLID", "is this class doing too much?", or names one of the five principles.

Use when writing, editing, reviewing, or replacing UI copy, UX writing, microcopy, button labels, link text, form labels, helper text, empty states, error messages, confirmation dialogs, onboarding text, notifications, or user-facing product wording.

Defines how to add Operately MCP tools (API-first wrappers). Use when creating, changing, or reviewing MCP tools under app/lib/operately_web/mcp/tools/, when the user mentions MCP tools, tool catalog, @expected_tool_names, or when exposing a new Operately capability to ChatGPT/Claude MCP clients.

Rules for Operately schema migrations (app/priv/repo/migrations/) and data migrations (app/lib/operately/data/change_*.ex). Use when adding, renaming, reviewing, or generating database migrations, ecto.gen.migration, Operately.Data.Change* modules, backfills, schema_migrations version collisions, mix ecto.migrate, or make gen.migration.

Use when the user says "sync finance", "daily sync", "run the morning sync", "fetch my finances", "ingest new docs", "run everything", or any full financial-data update. Runs all configured sources — bank/card fetch, IBKR, Drive/manual staging — then ingests and reconciles SQLite, refreshes deterministic market caches, sorts Drive drops, and performs the gated backup. It writes SQLite only; the live dashboard is run separately.

Use when the user says "fetch bank data", "pull from bank", "fetch hapoalim", "fetch cal", "fetch credit card", "pull from cal", or any morning-equivalent. Pulls fresh transactions + balances from Bank Hapoalim and Cal via `israeli-bank-scrapers`, records private reconciliation observations in a sidecar notes file, and stages paired files in local `inbox/staging/fetched/` for the next `sync-finance-data` run to ingest.

参照画像とGrafixの現在のPNG出力をA5縦へ等比配置し、参照をシアン、現行をマゼンタ、一致部を濃紺で重ねた比較画像・差分ヒートマップ・横並び画像・数値指標を生成して差異を分析する。ユーザーが『色を変えて重ねて』『参照との差を明確にして』『比較画像を作って』『どこがずれているか確認して』など、実装を変更せず画像比較・位置合わせ・差分分析を求めたときに使う。

Run Cadence Spectre simulations remotely via virtuoso-bridge: upload netlists, execute, parse PSF results. TRIGGER when the user wants to run a SPICE/Spectre simulation from a netlist file, do transient/AC/PSS/pnoise analysis outside Virtuoso GUI, parse PSF waveform data, run multiple simulations in parallel across one or more servers, check simulation job status, or mentions Spectre APS/AXS modes. Also triggers for sim-jobs, sim-cancel, or parallel/concurrent simulation requests. Use this fo...

Black-box optimization of design parameters using TuRBO or scipy. TRIGGER when the user wants to optimize, tune, size, sweep, or explore a design space to meet specs. This includes circuit sizing (W/L, bias, passives), finding optimal operating points, minimizing power-delay or noise-power tradeoffs, or any task where multiple parameters need to be searched to hit a target. Also trigger when the user says things like 'find the best sizing', 'help me tune this', 'run an optimization', 'what va...