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social-pulse-monitor

Use when the user asks to "monitor brand mentions", "set up social listening", "did anything spike about us this week", or "watch these accounts for buying triggers"; runs always-on keyless listening — a versioned listening-query architecture (brand variants incl. misspellings and 中文 names, exclusion terms, per-source syntax for HN Algolia / Bluesky / GDELT / Tavily), a mention sweep with six-class triage (crisis / bug / lead / praise / question / spam) each routed with an SLA, a 7-day rolling baseline with spike flags (the crisis trigger input), a B2B trigger watchlist (funding / hiring / launch signals), and an explicit coverage disclosure where X/IG/TikTok/LinkedIn/小红书 numbers are proxy-labeled, never Measured. Not for launch-window telemetry (T-0→T+30 rank and review polling) — use launch-monitor. 舆情监听/品牌提及监测/基线突刺/触发信号

Quality

84%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

67%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, highly actionable instruction skill with a clear eight-step workflow and strong completion criteria. Its main weaknesses are systematic repetition of the proxy-labeling and registry-submission rules (each stated 3–4 times) and the absence of executable connector invocation examples or output templates.

Suggestions

State the proxy-labeling red line and the registry propose-only rule once each (e.g. in Data Sources and Instructions step 7) and reference them elsewhere instead of repeating the full rule in the Scope guard, Writes, step 6, 'Done when', and Save Results sections.

Add concrete connector invocation examples (e.g. 'python scripts/connectors/hn.py "<brand query>"') and compact templates for the triaged-mention table and coverage-disclosure table so the expected output is copy-paste reproducible.

Trim the Scope guard paragraph, which restates sibling-skill disambiguation already fully covered in the description's 'Not for...' clause.

DimensionReasoningScore

Conciseness

The body is dense and assumes competence, but key rules are stated repeatedly: the proxy-labeling red line appears four times (Scope guard, Data Sources, Instructions step 6, 'Done when') and the registry propose-only path also appears four times (Scope guard, Writes, step 7, Save Results). Mostly efficient, but systematically tightened-able through deduplication.

3 / 5

Actionability

Concrete throughout — named connectors with rate limits ('gdelt.py (≥5s between calls)'), a specific spike threshold ('current day > 2× the 7-day median'), routing targets with SLAs ('bug → the user's issue tracker (within 1 business day)'), and an exact save path. Falls short of 5 because no actual connector invocation commands or triage/coverage-table templates are shown.

4 / 5

Workflow Clarity

Eight numbered steps in a coherent build→sweep→triage→baseline→watchlist→disclose→submit→report sequence, with a 'Done when' checklist and gated writes ('ask before writing', propose-only events). Checkpoints are explicit, but there are no validate→fix→retry feedback loops, keeping it below 5.

4 / 5

Progressive Disclosure

Good structure with a Reference Materials section giving one-level-deep, clearly signaled references with one-line descriptions (e.g. '[CONNECTORS.md] — keyless listening connector recipes and rate limits'). Not 5: all referenced files live outside this bundle and none ship in references/scripts/assets, and step 3's full routing/SLA table is inlined detail that could live in a reference file.

4 / 5

Total

15

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

An exemplary description: concrete capabilities, natural trigger phrases in two languages, explicit use-when guidance, and explicit exclusion of the nearest sibling skill. It is long, but every clause carries discriminating information rather than padding.

DimensionReasoningScore

Specificity

Enumerates multiple concrete capabilities — 'six-class triage (crisis / bug / lead / praise / question / spam) each routed with an SLA', '7-day rolling baseline with spike flags', 'B2B trigger watchlist (funding / hiring / launch signals)', 'coverage disclosure' — with comprehensive coverage and no gaps.

5 / 5

Completeness

Explicitly answers both: 'Use when the user asks to...' with concrete trigger phrases, and a clear what via the enumerated capability list, plus an explicit negative boundary ('Not for launch-window telemetry (T-0→T+30...) — use launch-monitor').

5 / 5

Trigger Term Quality

Embeds four quoted natural user phrasings ('monitor brand mentions', 'set up social listening', 'did anything spike about us this week', 'watch these accounts for buying triggers') plus Chinese synonyms (舆情监听/品牌提及监测/基线突刺/触发信号), covering the variations users would actually say.

5 / 5

Distinctiveness Conflict Risk

Clear niche (always-on keyless listening) with distinct triggers, and it actively disambiguates adjacent skills by name ('use launch-monitor'), keeping conflict risk minimal.

5 / 5

Total

20

/

20

Passed

Validation

75%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 12 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 30 suspicious

Warning

referenced_paths_exist

Referenced path issues: 1 missing

Warning

Total

12

/

16

Passed

Repository

aaron-he-zhu/aaron-marketing-skills

Path

social/observe/social-pulse-monitor/SKILL.md

Reviewed

Table of Contents

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