industrial-ai-research

What the source does

• FilesystemDeclared3 observations
• NetworkDeclared6 observations
• ShellDeclared1 observation
• DependenciesNot pinnedSome versions float
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass, no license.

Protect four types of content first, and then reduce the AI flavor:

- 稿件标题和文章类型。

- 在第一段中明确指出稿件标题和文章类型。

- [ ] **第 1 步**:使用 Exa MCP 或 Semantic Scholar API 进行搜索

然后使用 Semantic Scholar API 验证结果并通过 DOI 获取 BibTeX。

r"(?:\s*(?:\\%|[%%])|(?:\s|\\,)*[A-Za-zμμ°C°]+[0123456789−+]*"

r"(?:[/·][A-Za-zμμ]+[0123456789−+]*)?)?"

.template-hashes.json

.version

.nojekyll

c2-handoff.md

c2-evidence.md

"exec(open(r'%s').read())" % (SCRIPT_DIR_TYPST / "deai_check.py")

return hashlib.md5(payload.encode("utf-8")).hexdigest()[:8]

return hashlib.md5(ast.dump(tree).encode()).hexdigest()[:8]

return hashlib.md5(payload.encode("utf-8")).hexdigest()

return hashlib.md5(ast.dump(tree).encode("utf-8")).hexdigest()

return hashlib.md5(payload.encode("utf-8")).hexdigest()

f"\\input{{{chapter.as_posix()}}}\n% \\input{{../../outside}}\n",

assert layout.section_file("../../etc/passwd") == layout.sections_dir / "passwd"

vitepress, vue

headroom-ai

Pillow, PyYAML

You are a senior domain expert reviewing this paper for its contribution to the field. You evaluate whether the paper accurately represents existing knowledge, positions itself correctly within the li

Audit 0.4.1 · source sha da871dac3b12 · 22 Oct 2026Report an issue or request a re-scan

• Publisherbahayonghang GitHub userOwner of the repository this skill is read from
• Source folderbahayonghang/academic-writing-skillsThe exact folder we audited
• LicenceNot declaredAs the repository states it
• Commit pinned for this verdictda871dac3b12A new audit runs when the source changes
• Repository statusNot archivedLast push 6 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: Search and cite from local BibTeX/BibLaTeX .bib libraries, including Zotero exports. Use to find, filter, preview, export, or generate LaTeX/Typst citation snippets by topic, author, year, venue, DOI, arXiv ID,…

---
name: bib-search-citation
description: Search and cite from local BibTeX/BibLaTeX .bib libraries, including Zotero exports. Use to find, filter, preview, export, or generate LaTeX/Typst citation snippets by topic, author, year, venue, DOI, arXiv ID, keywords, abstract, fields, recency, or claim support. Do not use for manuscript writing or polishing.
when_to_use: >-
  Trigger on prompts like "search my references.bib", "find papers by author/year/venue",
  "Mamba papers after 2024", "generate \cite{} snippets", "export selected BibTeX",
  "filter Zotero export", "check DOI/arXiv IDs", or "find citations supporting this claim".
metadata:
  category: academic-writing
  tags:
    [
      bibtex,
      biblatex,
      citation,
      latex,
      typst,
      bibliography,
      research,
      zotero,
      bib,
    ]
  version: "6.0.0"
  last_updated: "2026-07-16"
argument-hint: "--bib library.bib --query QUERY"
allowed-tools: Read, Bash(uv *)
---

# Bib Search Citation

## Capability Summary

Research-oriented retrieval over a local `.bib` file (BibTeX/BibLaTeX, including
Zotero exports with fields like `shorttitle`, `annotation`, `keywords`,
`abstract`, `file`, DOI, URL, eprint). Searches by topic and field filters,
returns stable JSON, renders compact previews, emits LaTeX/Typst citation
snippets, and returns raw BibTeX only when exact export or manual verification
requires it.

## Triggering

Requests such as: "Search my `.bib` file for recent Mamba forecasting papers",
"Find entries by Cheng after 2024 that have code and return cite snippets",
"Show the raw BibTeX for the best match", "Filter Zotero-exported entries whose
annotation mentions CodeAvailable", "Preview the JSON output from a saved
search". For a natural-language request, infer a conservative search spec and
state the assumptions. If the user gives a compact filter expression, preserve
it closely instead of translating it into vague prose.

## Do Not Use

- validating citations already used inside a `.tex`/`.typ` project (use the
  writing skill's bibliography module)
- compiling, formatting, or diagnosing manuscript source trees
- rewriting related-work prose
- online discovery with no local `.bib` file (use a research workflow and
  verify external metadata first)
- inventing bibliographic metadata missing from the `.bib` file

## Module Router

| Module      | Best for                                                       | Command                                                                                                                                                                 |
| ----------- | -------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `query`     | one-shot compact search with inline filters                    | `uv run python -B $SKILL_DIR/scripts/search_bib.py --bib references.bib --query 'mamba forecasting author:Cheng year>=2024 has:code cite:both limit:5'`                 |
| `spec-json` | structured search spec generated from a complex request        | `uv run python -B $SKILL_DIR/scripts/search_bib.py --bib references.bib --spec-json '{"query":"mamba forecasting","filters":{"year_min":2024},"citation_mode":"both"}'` |
| `spec-file` | repeatable saved search workflow                               | `uv run python -B $SKILL_DIR/scripts/search_bib.py --bib references.bib --spec-file search.json`                                                                        |
| `preview`   | compact human-readable summary after JSON search output exists | `uv run python -B $SKILL_DIR/scripts/preview_bib_search.py --input results.json`                                                                                        |

`search_bib.py` is the source of truth for parsing, filtering, scoring, sorting,
raw BibTeX preservation, and citations; `preview_bib_search.py` renders only.

## Required Inputs

- path to one local `.bib` file
- one of compact `--query`, inline `--spec-json`, or saved `--spec-file`
- optional sort, limit, citation-mode, raw BibTeX, or returned-field preferences

Common spec fields: `query`; `filters.year_min/year_max/years_in/exclude_years`,
`filters.author_contains/author_excludes`, `filters.type_in/exclude_type_in`,
`filters.has/exclude_has`, `filters.field_contains/field_excludes`;
`sort` (`relevance`, `year_desc`, `year_asc`, `title`); `limit` (default 5);
`return_fields`; `include_raw_bib` (`true` only for original entries or exact
export); `citation_mode` (`latex`, `typst`, `both`, `none`). Defaults and
compact operator syntax: `references/search-planning.md`.

## Output Contract

Presentation order:

1. State how many matches were found and which filters were applied.
2. List top matches with requested research fields.
3. Include LaTeX and/or Typst snippets when requested or useful.
4. Include raw BibTeX only when requested or materially needed.
5. If no entries match, suggest specific filter relaxations.
6. Surface `meta.recency` when recency matters, and the per-result
   `claim_support` block when `--claim` was supplied — always repeating its
   caveat: lexical overlap is not proof of support.

Per entry, usually include: citation key; title (and shorttitle); authors; year
and venue/journal/booktitle; DOI/eprint when present; the supporting fields that
made it relevant; and when useful a provenance note — local `.bib` matches and
cite snippets are bibliography evidence, not proof of claim support. Echo the
interpreted filters when negation, field filters, or mixed options could be
ambiguous.

## Workflow

1. Identify the `.bib` path; ask one concise clarification only if choosing
   among candidates would be risky.
2. Translate the request into a compact query or JSON search spec.
3. Run `search_bib.py` with `uv run python -B`; preserve the JSON output.
4. Optionally run `preview_bib_s

Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

1. 2026-10-22
   ✕BLOCK D 62 / 100

   first audit · source da871dac3b12

Questions about industrial-ai-research

• github.com/bahayonghang/academic-writing-skills — the audited source at commit da871dac3b12 and every finding aboveObserved · 22 Oct 2026

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