skill-xhs-analyzer · Xiaohongshu Analyzer

Xiaohongshu content analysis: a redbook CLI for searching notes, pulling engagement data, analyzing hit patterns, profiling creators, and detecting post throttling. Analysis capability is split into 13 composable modules (keyword engagement matrix, cross-topic heatmap, creator profiling, opportunity scoring, comment insights, hit-structure teardowns, etc.), combined per research goal.

Read-only: never calls post/comment/like operations — publishing and engagement belong to skill-xhs-publisher. Research discipline: reads are rate-limited too; large-scale reads must follow the research loop — no high-frequency hammering.

Example invocation: "Analyze hit-note patterns for this topic on Xiaohongshu."

Full brief

Positioning

skill-xhs-analyzer is a read-only analyzer for Xiaohongshu: search/data/hit-patterns/keyword matrices/creator profiles/throttle detection. Publishing and daily engagement belong to skill-xhs-publisher.

Core capabilities

Note search & reading: redbook search to search, read for full text (always --json).
Hit analysis: analyze-viral scores single hits (0–100), dissecting title hooks, content structure, engagement patterns.
Creator profiling: user reads profiles, account-report does batch account metrics.
13 composable modules (A–M): keyword engagement matrix / cross-topic heatmap / engagement signals / creator profiling / content-format breakdown / opportunity scoring / audience inference / content brainstorming / comment insights / hit-structure teardown / engagement-opportunity ID / card rendering / throttle detection. Combos: quick topic scan A→C→F, full niche analysis A→B→C→D→E→F→G→H.
Throttle detection: health checks note health.
Research discipline: Xiaohongshu throttles reads, not just writes; large-scale reads must follow the research loop (default human-paced, ~20s per note) — no high-frequency bursts, or captchas/IP bans (300012) follow.

Workflow

Define the research goal (topic scan / niche analysis / single-post deep dive)
Pick a module combo (e.g. A→C→F)
Execute CLI commands under research-loop throttling (always --json)
Parse JSON, interpret patterns
Output conclusions

Inputs & outputs

Input	Notes
Research goal	Required — topic scan / niche analysis / deep dive / profiling / throttle check
Keywords / note links / accounts	Required, per goal
CLI environment	macOS + Node.js ≥ 22 + Chrome logged into Xiaohongshu

Output: analysis conclusions (engagement matrices, opportunity scores, hit teardowns, creator profiles, throttle checks).

Boundaries with adjacent skills

Skill	Lane
skill-xhs-analyzer (this)	Read-only Xiaohongshu analysis
skill-xhs-publisher	Publishing + daily engagement operations

Fit

Researching hit patterns for a topic on Xiaohongshu
Profiling benchmark creators' content formats
Checking whether your own notes are throttled
Demand-mapping and opportunity scoring before topic selection

Before you start

Requires macOS, Node.js ≥ 22, Chrome logged into Xiaohongshu (cookies via native keychain).
Depends on the redbook CLI (clawhub install redbook or npm install).

skill-xhs-analyzer is part of the Aiglade Skill library. Invoke it from the Aiglade chat box in plain language.

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