GitHub repository access in containerized environments using REST API and credential detection. Use when git clone fails, or when accessing private repos/writing files via API.
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Systematic research methodology for building comprehensive, current knowledge on any topic. Requires web_search tool. Use when questions require thorough investigation, recent developments post-cutoff, synthesis across multiple sources, or when Claude's knowledge may be outdated or incomplete. Triggered by "Research", "Investigate", "What's current on", "Latest info on", complex queries needing validation, or technical topics with recent changes.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
This skill requires web_search tool access.
Verify it's available before proceeding. If it isn't, tell the user immediately — "I need web search enabled for research tasks. Please toggle on 'Web search' in the feature menu." — and stop there rather than researching from memory alone or spending context on workarounds.
Avoid triggering on generic action verbs like "update" (which could mean file/code changes instead) — trigger on the explicit knowledge-gathering requests named in the description above.
Identify in thinking block:
Source priority:
Tool selection:
web_search - Find authoritative sourcesweb_fetch - Extract complete content from any URL (no prior search required)Gather 3-5 diverse sources minimum for cross-validation.
In thinking block:
Present findings concisely:
## [Topic]
**Key findings:**
[2-3 sentence summary with most important updates]
**Current state:**
[Concise description of what's true now]
**Changes since cutoff:**
[Only if relevant - what's different]
**Gaps:**
[Only if user needs to know - what wasn't found]
Sources: [URLs]
Confidence indicators:
Minimum requirements:
Avoid:
web_fetch capabilities:
web_search patterns:
Internal tools:
Technical documentation inquiry:
TypeScript 5.3 (Nov 2023) added import attributes for JSON modules. The syntax uses `with` instead of deprecated `assert`. Runtime performance unchanged—validation happens at parse time.
Gap: No official benchmarks comparing validation overhead across bundlers.
Sources: [TS release notes, GitHub issue #54242, esbuild docs]
Conflicting information:
React Server Components ship in Next.js 13.4+ (stable) and Remix 2.0 (experimental).
Contradiction: Meta's blog claims "production-ready" while Remix docs flag "breaking changes expected." Cross-validation shows Meta refers to Next.js implementation only.
Confidence: High on Next.js status, medium on Remix timeline.
Sources: [Next.js changelog, Remix docs, React.dev]
Avoid narrating process:
❌ "After conducting extensive research and cross-validating multiple authoritative sources..."
✓ Just present findings with source attribution
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GitHub repository access in containerized environments using REST API and credential detection. Use when git clone fails, or when accessing private repos/writing files via API.
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Decide which model, effort level, and cascade shape each subagent gets, and how to keep improvement loops safe (evaluator-as-selector, stop on regression). Routes on measured cost-per-completed-task rather than per-token price, because a tier's token count varies more by task shape than price varies across tiers. Covers per-model effort semantics, the concision lever, cascade preconditions, context handoff, and watching a subagent fan-out live. Use when choosing a subagent's model or effort, when choosing how to escalate a failed attempt, or when asked which model or effort a task should get. Grounded in a 2026-07 calibration, a 2026-08 coding-cost study, a 2026-09 seeded-bug repair battery, a 2026-10 Haiku 5.5 ladder priced per spawn, and a 2026-10 retry-versus-escalation ladder on 295 SWE-bench Verified tasks; Managed Agents API specifics are operational, not calibrated.
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Securely manages API credentials for multiple providers (Anthropic Claude, Google Gemini, GitHub). Use when skills need to access stored API keys for external service invocations.
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Guidance for asking clarifying questions when user requests are ambiguous, have multiple valid approaches, or require critical decisions. Use when implementation choices exist that could significantly affect outcomes.
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Pre-change blast-radius report for a symbol or file. Walks tree-sitting references, augments with a plain-text scan over non-parsed files (configs, plain docs), and clusters affected sites by feature (`_FEATURES.md`) or top-level package. Use when about to refactor, rename, or delete something in a repo you don't own — "what breaks if I change `validateUser`", "who calls this", "is this safe to remove", "where is this used", "blast radius", "impact analysis". This is the CONVERGENT pre-change risk skill — for "what is this repo?" use exploring-codebases; for "where is X?" use searching-codebases.
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Read Bluesky/ATProto without depending on Bluesky's AppView — interactions on a user's posts, thread replies, any repo's records, network-wide backlinks across every lexicon, an account's handle and PDS history, which collections are active network-wide, and layer-by-layer outage diagnosis. Use when bsky.app or the AppView is down or slow, when a Bluesky read returns timeouts or 5xx, when asked who liked/replied/quoted/reposted something, when pulling live Bluesky context cheaply, when reading records straight from a PDS, when asked who references a record or account anywhere on the network, whether an account has changed handle or migrated servers, or which lexicons and non-Bluesky apps are active on atproto. Complements browsing-bluesky, which routes everything through the AppView and fails when it does.
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