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BF AI News Aggregator

AI/技术新闻聚合引擎。100+ RSS源并发抓取、兴趣评分、跨天去重、统一预取。

ClawHub Agent Skills author: lingfeng-19 v5.0.3 MIT-0 3 files body ≈ 2 535 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

AI/技术新闻聚合引擎。100+ RSS源并发抓取、兴趣评分、跨天去重、统一预取。

As a process F 28/100 · Will not run — References files that are not bundled: scripts/rss_sources.json

ProcedureGitHubAI and agentsWriting and documentsResearchtype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
86/100
safety, quality, tests
Safety 60%
100
Quality 40%
65
Run on models
none yet
Process rating
F
28/100
Will not run
References files that are not bundled: scripts/rss_sources.json
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten
This is a copy of a skill from another catalog; the rating counts the canonical one: AI News Aggregator (ClawHub)

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
  • warning missing-ref reference to a missing file: scripts/rss_sources.json
  • note frontmatter-key unknown frontmatter key "slug"
  • note frontmatter-key unknown frontmatter key "homepage"
  • note frontmatter-key unknown frontmatter key "changelog"
  • note frontmatter-key unknown frontmatter key "capabilities"

Process rating: all ten parameters 28/100

Will not run. References files that are not bundled: scripts/rss_sources.json
  • 0Tools and files. 1 referenced file(s) missing: scripts/rss_sources.json
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 2 mutating operations with no state check
  • 40Consistency. Frontmatter name (AI News Aggregator) differs from the folder (finance-news-aggregator)
  • 100Steps. 39 steps
  • 100Execution cost. Instruction body is 2535 tokens

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 41: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • -215 emoji in the instructions: noise for the model
  • +1No license
  • +2Single-language instructions
  • +4Structure: 26 headings
  • +3Step-by-step instructions: 39 items
  • +4Has examples (17 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 65.

External checks

ClawHub: clean
This is a documentation-only news aggregation skill with some labeling drift, but no included executable code, credential handling, persistence, or destructive behavior was found.
LLM: benign (high) · VirusTotal: · 2 Jun 2026