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BF hugmap-tech-graph

查询 HugMap 科技知识图谱的开放数据，覆盖科技人物、公司/机构、技术、产品、论文、专利、技术文章、科技事件 8 类实体及其关系。支持关键词搜索、实体详情、相似实体推荐、行业聚合、子图/邻居、关系路径、分类体系浏览与全局统计。查询结果会附带各实体在 HugMap 官网（www.hugmap.com）的页面链接，便于在回答中引导用户访问。当用户需要查询某个科技人物/公司/产品/技术的资料、探索实体之间的关系或最短路径、浏览某行业的最新动态与构成、或获取知识图谱统计数据时使用。

ClawHub Agent Skills author: jones-so v1.0.1 MIT-0 5 files body ≈ 832 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

查询 HugMap 科技知识图谱的开放数据，覆盖科技人物、公司/机构、技术、产品、论文、专利、技术文章、科技事件 8 类实体及其关系。支持关键词搜索、实体详情、相似实体推荐、行业聚合、子图/邻居、关系路径、分类体系浏览与全局统计。查询结果会附带各实体在 HugMap…

As a process F 35/100 · Will not run — References files that are not bundled: webUrl

ProcedureSoftware developmentWriting and documentsAI and agentstype 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%
64
Run on models
none yet
Process rating
F
35/100
Will not run
References files that are not bundled: webUrl
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

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. 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: 5. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: webUrl
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 35/100

Will not run. References files that are not bundled: webUrl
  • 0Tools and files. 1 referenced file(s) missing: webUrl
  • 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
  • 100Steps. 26 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 832 tokens
  • 100Running it twice. No mutating operations
  • low The response is described with custom markup (6 tags): a typed call is more reliable

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)
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • +1No license
  • +2Single-language instructions
  • +3Description length 241: enough signal without eating the budget
  • +4Structure: 9 headings
  • +3Step-by-step instructions: 26 items
  • +3All 1 scripts are documented

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

External checks

ClawHub: clean
This skill is a read-only HugMap query helper that is clear about using Python and outbound HugMap API requests.
LLM: benign (high) · VirusTotal: · 20 Jun 2026