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Explore, analyze, plan, or spec features for the Apify MCP server. Adapts to what the user asks — from quick code exploration to full GitHub issue specs. Use when the user asks to explore code, understand behavior, plan a change, design a feature, or create an issue spec.

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apify/apify-mcp-server
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2026년 6월 21일 23:41
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SKILL.md
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name
dig
description
Explore, analyze, plan, or spec features for the Apify MCP server. Adapts to what the user asks — from quick code exploration to full GitHub issue specs. Use when the user asks to explore code, understand behavior, plan a change, design a feature, or create an issue spec.
argument-hint
<your request> [--sdk <path>] [--ext-apps <path>] [--internal <path>]
allowed-tools
["Read","Glob","Grep","Bash","WebFetch","WebSearch","Agent"]
# Dig Flexible skill for exploring, planning, and speccing work on the Apify MCP server. **Do NOT edit source files** — this skill is for understanding and planning only. ## Step 0: Parse arguments and determine intent `$ARGUMENTS` contains the user's request and optional repo path overrides. **Flags** (optional): | Flag | Default | Purpose | |----------------|----------------------------------|--------------------------------| | `--sdk` | `../typescript-sdk` | MCP SDK source repo path | | `--ext-apps` | `../ext-apps` | MCP Apps SDK source repo path | | `--internal` | `../apify-mcp-server-internal` | Internal server repo path | Everything not matching a flag is the **user's request**. **Resolution order** for source repos: flag path → default sibling path → `node_modules/` (compiled types only) → GitHub URL (last resort). Always verify the path exists before using it. ### Determine the intent Infer the intent from the user's natural language. There are three modes: | Intent | What you do | Examples | |--------|-------------|---------| | **Explore** | Read code, explain findings, answer questions | "how does tool naming work", "look at the widget code", "why is this broken", "what would break if we change X" | | **Plan** | Enter plan mode, design the approach, assess impact | "plan implementing resource links", "figure out how to refactor metadata", "design the simplification" | | **Spec** | Plan + create GitHub issues | "write an issue for X", "create a spec for Y", "spec out resource links" | **Rules:** - Default to **Explore**. When in doubt, do less — the user can always ask for more. - Only enter plan mode for **Plan** and **Spec**. - Only create GitHub issues for **Spec**. ## Step 1: Explore Read the relevant source files and explain your findings. This is the baseline for all intents. **What to do:** 1. Read the relevant source files in this repo 2. Check similar existing features as reference 3. Only check the internal repo, MCP SDK/spec, or MCP Apps SDK/spec if the user's question touches those areas 4. If you spot a related open issue, mention it casually — but don't go searching for issues unless it's relevant **Stop here if the intent is Explore.** ## Step 2: Plan (Plan and Spec only) Use the `EnterPlanMode` tool, then design the approach — and **commit to one**. If the request is genuinely ambiguous (e.g. it maps to two different existing knobs), surface the fork up front and ask; otherwise pick the most defensible design and commit rather than listing options. **Investigate first:** 1. Assess internal repo impact (check `../apify-mcp-server-internal` if available) 2. Check MCP spec/SDK if the feature involves protocol behavior 3. Check MCP Apps spec/SDK if it involves widgets or interactive UIs 4. Use `mcpc @stdio tools-call` to probe current behavior if useful (requires `pnpm run build`) 5. Read the repo's convention docs — follow them, don't reinvent **Conventions live in the repo, not here.** `AGENTS.md`, `CONTRIBUTING.md`, and `DEVELOPMENT.md` hold the naming, validation, test-layout, and public/internal-separation rules — read them. Design **minimally**: reuse and adjust before adding. **Design output — required sections.** A plan has to be implementable by someone else, so produce: 1. **Approach** — the chosen design in a few sentences and the main trade-off you accepted. 2. **Files to change** — each file to create or modify with a one-line note on what changes (path + change; no line numbers needed). 3. **Interfaces** — the key function/type signatures you add or change (names, params, returns), so the implementer and reviewers know the contract. 4. **Test strategy (the oracle)** — which unit/integration tests prove it, where they live, and what each asserts. This is how "done" is judged — never leave it implicit. 5. **Risks & impact** — edge cases, and `apify-mcp-server-internal` impact. 6. **Data flow** — only when non-trivial: entry → transforms → output. Sections 2–4 must be concrete (real files, signatures, and tests — no "TBD", no "add error handling"). Sections 1, 5, 6 stay brief. This structure is for **Plan**; Explore and Spec stay lean. **Stop here if the intent is Plan.** Exit plan mode with `ExitPlanMode`. ## Step 3: Spec (Spec only) Create GitHub issues. First exit plan mode with `ExitPlanMode`. ### Check existing issues Search for duplicates and related issues: ``` gh issue list -R apify/apify-mcp-server --search "<keywords>" --json number,title,state gh issue list -R apify/ai-team --search "<keywords>" --json number,title,state gh issue list -R apify/apify-mcp-server-internal --search "<keywords>" --json number,title,state ``` If a matching issue exists, update it with `gh issue edit` instead of creating a new one. ### Create issues **One issue per implementation phase.** A phase = one PR-sized unit of work (~50-200 lines changed). Each issue should be independently implementable. Use the repo's `feature_spec.yml` template. Only the **Problem** and **Proposed solution** fields are required. Include **Plan** and **Alternatives considered** only when they add real value. No fluff, no filler — straight to the point. ```markdown ## Problem [Concrete evidence: error messages, user reports, issue links. Not "users are confused" — instead "3 users reported X in #channel".] ## Proposed solution [Short. Reference existing code paths. List files inline if needed.] ## Plan - [ ] Step 1 - [ ] Step 2 ## Alternatives considered [Only if you actually evaluated other approaches.] ``` **Style** (Explore explanations and Spec issues): - Plain language, no fluff — see `CLAUDE.md § Communication style` - Skip any section that would be empty or generic - 10-30 lines, not 100 - Concrete steps > prose (A **Plan**'s design follows its required-sections structure above — keep each section tight, but don't truncate files / interfaces / test strategy to hit a line count.) **Self-review before presenting:** - Is this the minimal design? Could scope be smaller? - Am I reusing existing patterns or reinventing? - Could this adjust existing code rather than add new code? - Does it require refactoring first? If so, that's a separate issue. Present issue content to the user for review before creating. Use `gh issue create` with `t-ai` label. ## Available resources | Resource | Path / URL | Use for | |------------------------|---------------------------------------------------------------------|-------------------------------------------------------------| | **Public repo** | `.` (this repo root) | Main codebase — tools, widgets, tests | | **Internal repo** | `../apify-mcp-server-internal` (if available) | Hosted server — assess impact of changes | | **MCP SDK (types)** | `node_modules/@modelcontextprotocol/sdk` | Protocol types, server/client APIs (compiled only) | | **MCP SDK (source)** | `../typescript-sdk` (if available) | Examples, tests, full source — faster than GitHub | | **MCP spec** | `https://modelcontextprotocol.io/specification/2025-11-25` | Protocol-level features | | **MCP Apps SDK (types)** | `node_modules/@modelcontextprotocol/ext-apps` | MCP Apps types, React hooks, server helpers (compiled only) | | **MCP Apps SDK (source)** | `../ext-apps` (if available) | Examples, tests, spec, full source — faster than GitHub | | **MCP Apps spec** | `https://github.com/modelcontextprotocol/ext-apps/blob/main/specification/2026-01-26/apps.mdx` | MCP Apps extension specification | | **Dev server (no UI)** | `http://localhost:3001/` / tools: `mcp__apify-dev__*` | Test tools without widgets | | **Dev server (UI)** | `http://localhost:3001/?ui=true` / tools: `mcp__apify-dev-ui__*` | Test tools with widget rendering | | **mcpc stdio** | `mcpc @stdio tools-call ...` (requires `pnpm run build`) | Test tools — no running server needed |
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