SKILLEMALL.ai

BD 文献搜索工具

基于FastMCP框架开发的专业文献搜索工具,支持多源文献搜索、文献详情获取、参考文献管理、文献关系分析、期刊质量评估和批量结果导出等功能,适用于学术研究和AI助手集成。

ClawHub Agent Skills author: Ning Cai v1.0.1 MIT-0 7 files body ≈ 2 271 tokens Open the sourceclawhub.ai analyzed 20 h ago

基于FastMCP框架开发的专业文献搜索工具,支持多源文献搜索、文献详情获取、参考文献管理、文献关系分析、期刊质量评估和批量结果导出等功能,适用于学术研究和AI助手集成。

As a process D 49/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions

ProcedureWriting and documentsResearchPersonal productivitytype and topics are labelled automatically from the skill text
JSON
Technical rating
B
86/100
safety, quality, tests
Safety 60%
100
Quality 40%
64
Run on models
none yet
Process rating
D
49/100
Unfinished process
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
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: 0. 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 description-no-when description does not say WHEN to use the skill (no "use when")

Process rating: all ten parameters 49/100

  • 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
  • 40Consistency. Frontmatter name (文献搜索工具) differs from the folder (xby-article)
  • 100Tools and files. No external tools needed
  • 100Steps. 106 steps
  • 100Execution cost. Instruction body is 2271 tokens
  • 100Running it twice. No mutating operations
  • low 12 top-level sections: this looks like several domains in one skill

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 85: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Structure: 19 headings
  • +3Step-by-step instructions: 106 items
  • +4Has examples (2 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 64.

External checks

ClawHub: clean
This is a disclosed API-backed literature search skill, but users should understand that it stores the service API key in a local .env file.
LLM: benign (medium) · VirusTotal: · 3 Jul 2026