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LofiSu/recruiting-skills

Agent Skills for researcher recruiting: arXiv author enrichment + cohort talent scout with evidence-backed reports.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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`research-talent-scout/SKILL.md`

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View on GitHub Add to my skills

Verified commit 303961220cf31138a22f21a5b86a9c78248978f6

10GitHub stars

Not availablestars in 7 days

2skills in this repository

3commits in 30 days

Heat

Insufficient history

Not enough history yet to measure heat. It appears after a few days of data.

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

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Individual skills in this repository

researcher-recruiting-skill /
research-talent-scout research-talent-scout

How it works

Choose a skill

researcher-recruiting-skill

When your agent uses it

Use when finding authors and public professional evidence for an arXiv paper or exact paper title, or when enriching a filtered batch of researcher candidates handed off by research-talent-scout.

What it loads into context

Frontmatter

48 tokens

Always available to the agent

SKILL.md

1,340 tokens

When the skill is activated

Reference documents

23,391 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

Required workflow
Search contract
Evidence states
Host without web search
Report composition
Output contract

Scripts executed separately

scripts/__init__.py
scripts/build_pages_index.py
scripts/render_demo_report.py
scripts/validate_skill_frontmatter.py
tests/test_build_pages_index.py
tests/test_demo_report.py
tests/test_validate_skill_frontmatter.py
tests/verify-all.sh
tests/verify-skill.sh

Files

.github/ISSUE_TEMPLATE/bug_report.mddoc1,079 bytes
.github/ISSUE_TEMPLATE/config.ymlasset258 bytes
.github/ISSUE_TEMPLATE/feature_request.mddoc1,280 bytes
.github/ISSUE_TEMPLATE/new_skill.ymlasset1,536 bytes
.github/ISSUE_TEMPLATE/skill_bug.ymlasset1,332 bytes
.github/workflows/ci.ymlasset437 bytes
.gitignoreasset209 bytes
CODE_OF_CONDUCT.mddoc8,373 bytes
CONTRIBUTING.mddoc4,049 bytes
LICENSEasset1,063 bytes
README.mddoc25,124 bytes
REPO_META.mddoc1,367 bytes
SECURITY.mddoc5,028 bytes
SKILL.mdcore6,068 bytes
SKILL.mdcore6,068 bytes
agents/openai.yamlasset359 bytes
assets/pages-index-template.htmlasset4,318 bytes
assets/report-template.htmlasset14,218 bytes
docs/plans/2026-07-20-embedded-article-html-github-pages-design.mddoc3,356 bytes
docs/superpowers/plans/2026-07-20-embedded-html-pages.mddoc10,288 bytes
docs/superpowers/plans/2026-08-05-recruiting-skills-pages-home.mddoc7,011 bytes
docs/superpowers/specs/2026-08-05-recruiting-skills-pages-home-design.mddoc3,619 bytes
docs/trending-notes-2026-10-29.mddoc11,643 bytes
examples/demo-report/index.htmlasset23,631 bytes
llms.txtdoc4,004 bytes
references/collaboration.mddoc2,396 bytes
references/compliance.mddoc1,846 bytes
references/publishing.mddoc4,541 bytes
references/search.mddoc2,420 bytes
scripts/__init__.pyruns38 bytes
scripts/build_pages_index.pyruns2,275 bytes
scripts/render_demo_report.pyruns7,023 bytes
scripts/validate_skill_frontmatter.pyruns4,617 bytes
tests/skill-cases.mddoc3,843 bytes
tests/test_build_pages_index.pyruns2,519 bytes
tests/test_demo_report.pyruns1,364 bytes
tests/test_validate_skill_frontmatter.pyruns2,585 bytes
tests/verify-all.shruns586 bytes
tests/verify-skill.shruns2,851 bytes

Read SKILL.md


# Researcher Recruiting

Return useful author leads quickly. Use the host Agent's native web search and
browsing tools; never install or invoke a local language runtime.

Choose exactly one mode:

- **Paper mode:** resolve one paper, enrich its complete ordered author list,
  and generate the embedded HTML report.
- **Candidate batch mode:** accept a `candidate_enrichment_batch` from
  `research-talent-scout`, enrich only those stable candidate IDs, and return
  one machine-readable batch. Do not generate per-paper reports.

This Skill contains its complete report design. Do not install or invoke

View the complete source on GitHub

research-talent-scout

When your agent uses it

Use when finding cohorts of graduate researcher candidates by graduation year, degree, institution, venue, or authorship thresholds, especially when results require indexed filtering before selective public-profile enrichment. Also use when populating that index from the OpenAlex or Semantic Scholar public APIs.

What it loads into context

Frontmatter

62 tokens

Always available to the agent

SKILL.md

857 tokens

When the skill is activated

Reference documents

1,242 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

Required workflow
Commands
Output rules

Scripts executed separately

scripts/__init__.py
scripts/connectors/__init__.py
scripts/connectors/http.py
scripts/connectors/mapping.py
scripts/connectors/openalex.py
scripts/connectors/semanticscholar.py
scripts/export_results.py
scripts/fetch_records.py
scripts/import_records.py
scripts/init_index.py
scripts/query_candidates.py
tests/__init__.py
tests/test_connectors.py
tests/test_export_results.py
tests/test_import_records.py
tests/test_index.py
tests/test_query_candidates.py

Files

SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
SKILL.mdcore3,703 bytes
agents/openai.yamlasset389 bytes
examples/sample-records.jsonlasset2,118 bytes
references/compliance.mddoc1,057 bytes
references/evidence-policy.mddoc1,219 bytes
references/handoff.mddoc1,395 bytes
references/schema.mddoc2,055 bytes
references/venue-policy.yamlasset925 bytes
scripts/__init__.pyruns1 bytes
scripts/connectors/__init__.pyruns299 bytes
scripts/connectors/http.pyruns5,534 bytes
scripts/connectors/mapping.pyruns8,252 bytes
scripts/connectors/openalex.pyruns12,676 bytes
scripts/connectors/semanticscholar.pyruns13,840 bytes
scripts/export_results.pyruns3,972 bytes
scripts/fetch_records.pyruns5,871 bytes
scripts/import_records.pyruns7,306 bytes
scripts/init_index.pyruns3,159 bytes
scripts/query_candidates.pyruns8,161 bytes
tests/__init__.pyruns1 bytes
tests/fixtures/openalex_sources.jsonasset413 bytes
tests/fixtures/openalex_works.jsonasset2,198 bytes
tests/fixtures/records.jsonlasset4,189 bytes
tests/fixtures/s2_author_papers.jsonasset1,231 bytes
tests/fixtures/s2_author_search.jsonasset334 bytes
tests/fixtures/s2_paper_search.jsonasset1,173 bytes
tests/test_connectors.pyruns17,735 bytes
tests/test_export_results.pyruns2,883 bytes
tests/test_import_records.pyruns2,259 bytes
tests/test_index.pyruns874 bytes
tests/test_query_candidates.pyruns4,176 bytes

Read SKILL.md


# Research Talent Scout

Use a local evidence-backed index for fast candidate discovery. Treat results as research leads for human review, not hiring decisions.

## Required workflow

1. Read `references/compliance.md`, `references/evidence-policy.md`, `references/schema.md`, `references/venue-policy.yaml`, and `references/handoff.md`.
2. Parse the user's years, degrees, thresholds, venues, publication categories, institutions, and acceptable graduation states.
3. Interpret “more than N” with `--strictly-greater`; do not silently convert it to “at least N.”
4. When the local index does not cover the request, populate it from OpenAlex or Semantic Scholar with `scripts/fetch_records.py`, then import. Those rows keep `graduation_state` as `unknown`. A caller-supplied `--degree` or `--graduation-year` is an index label, not a confirmed fact. Do not collect email addresses from these APIs.
5. Query the local SQLite index before considering broader live discovery.
6. Return `confirmed` and `likely_needs_verification` candidates separately.
7. Preserve qualifying publication links, graduation evidence, verification timestamps, coverage, and warnings.
8. When public-profile enrichment is requested and `researcher-recruiting-skill`

View the complete source on GitHub

Skills included

researcher-recruiting-skill
research-talent-scout

Repository facts

License: MIT
Created: Jul 18, 2026
Last pushed: Oct 29, 2026
Forks: 3
Open issues: 0
Project activity: Active

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 6, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 8 notes

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research-talent-scout/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
research-talent-scout/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed

No broad tool permissions
No dangerous shell commands
293 network referencesin 35 files: examples/demo-report/index.html:521 research-talent-scout/tests/fixtures/openalex_works.json:3 research-talent-scout/tests/test_connectors.py:74 and 32 more
No hidden or obfuscated text
No instruction overrides
26 executable scriptsin 26 files: research-talent-scout/scripts/__init__.py:1 research-talent-scout/scripts/connectors/__init__.py:1 research-talent-scout/scripts/connectors/http.py:1 and 23 more
32 references to secretsin 13 files: README.md:165 research-talent-scout/scripts/fetch_records.py:20 research-talent-scout/scripts/connectors/semanticscholar.py:14 and 10 more
No requests to vote in Hot

Show all 351 signals by file

`.github/ISSUE_TEMPLATE/bug_report.md`

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Use this form when the structured **Skill bug / 技能缺陷** template is not available. Security issues do not belong here; follow [SECURITY.md](https://github.com/LofiSu/recruiting-skills/blob/main/SECURITY.md) and do not post exploit details, A

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`.github/ISSUE_TEMPLATE/config.yml`

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contact_links:   - name: Contributing guide / 贡献说明     url: https://github.com/LofiSu/recruiting-skills/blob/main/CONTRIBUTING.md

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- name: Contributing guide / 贡献说明     url: https://github.com/LofiSu/recruiting-skills/blob/main/CONTRIBUTING.md     about: Read the skill boundaries and verification command before opening a pull request.

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url: https://github.com/LofiSu/recruiting-skills/blob/main/CONTRIBUTING.md

`.github/ISSUE_TEMPLATE/feature_request.md`

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A **new** recruiting skill belongs on the **New skill proposal / 新技能提案** form, not here. Vulnerabilities belong in [SECURITY.md](https://github.com/LofiSu/recruiting-skills/blob/main/SECURITY.md).

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This project will not accept requests for login flows, guessed email addresses, candidate ranking, automated employment decisions, or automated outreach. See [references/compliance.md](https://github.com/LofiSu/recruiting-skills/blob/main/r

`.gitignore`

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`CODE_OF_CONDUCT.md`

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The community leader for this repository is the maintainer, [LofiSu](https://github.com/LofiSu). They are responsible for clarifying and

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[LofiSu](https://github.com/LofiSu). They are responsible for clarifying and

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This Code of Conduct applies in all community spaces for this project: GitHub issues, pull requests, discussions, commit messages, and the `https://lofisu.github.io/recruiting-skills/` Pages site when a report is

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issues, pull requests, discussions, commit messages, and the `https://lofisu.github.io/recruiting-skills/` Pages site when a report is published from this repository. It also applies when someone is officially

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`https://lofisu.github.io/recruiting-skills/` Pages site when a report is

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Report abusive, harassing, or otherwise unacceptable behavior to the maintainer, LofiSu, through the private contact published on [https://github.com/LofiSu](https://github.com/LofiSu).

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[https://github.com/LofiSu](https://github.com/LofiSu).

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This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 2.1, available at [https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].

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[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].

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For answers to common questions about this code of conduct, see the FAQ at [https://www.contributor-covenant.org/faq][FAQ]. Translations are available

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[https://www.contributor-covenant.org/faq][FAQ]. Translations are available

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at [https://www.contributor-covenant.org/translations][translations].

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[homepage]: https://www.contributor-covenant.org

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[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html

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[Mozilla CoC]: https://github.com/mozilla/diversity

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[FAQ]: https://www.contributor-covenant.org/faq

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[translations]: https://www.contributor-covenant.org/translations

`CONTRIBUTING.md`

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git clone https://github.com/LofiSu/recruiting-skills.git

`README.md`

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[![CI](https://github.com/LofiSu/recruiting-skills/actions/workflows/ci.yml/badge.svg)](https://github.com/LofiSu/recruiting-skills/actions/workflows/ci.yml)

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[![License: MIT](https://img.shields.io/badge/license-MIT-blue.svg)](LICENSE)

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[![Stars](https://img.shields.io/github/stars/LofiSu/recruiting-skills)](https://github.com/LofiSu/recruiting-skills/stargazers)

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git clone https://github.com/LofiSu/recruiting-skills.git

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```
https://arxiv.org/abs/2606.19980
```

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Use $researcher-recruiting-skill on https://arxiv.org/abs/2606.19980.

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静态样例：[`examples/demo-report/index.html`](examples/demo-report/index.html)。它用现有报告模板填入公开论文 [arXiv:1706.03762](https://arxiv.org/abs/1706.03762)《Attention Is All You Need》的官方作者顺序，以及论文 HTML 里写明的机构。联系路径全部是「暂未找到」，没有邮箱，也没有 `mailto` 链接。

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本仓库对应 `https://lofisu.github.io/recruiting-skills/`。首页由 [`scripts/build_pages_index.py`](scripts/build_pages_index.py) 和 [`assets/pages-index-template.html`](assets/pages-index-template.html) 生成。如果 GitHub 写入、Pages 设置或部署验证不可用，Skill 只返回本地报告，不

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git clone https://github.com/LofiSu/recruiting-skills.git

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Use $researcher-recruiting-skill on https://arxiv.org/abs/2606.19980.

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The static sample is [`examples/demo-report/index.html`](examples/demo-report/index.html). It fills the existing report template with the public author order of [arXiv:1706.03762](https://arxiv.org/abs/1706.03762), *Attention Is All You Nee

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For this repository the collection home is `https://lofisu.github.io/recruiting-skills/`. [`scripts/build_pages_index.py`](scripts/build_pages_index.py) renders it from [`assets/pages-index-template.html`](assets/pages-index-template.html).

`REPO_META.md`

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- Agent index: [`llms.txt`](llms.txt) lists the short project summary and the key paths (`SKILL.md`, `research-talent-scout/`, `examples/demo-report/`, this file). - Clone URL: `https://github.com/LofiSu/recruiting-skills.git`

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- Clone URL: `https://github.com/LofiSu/recruiting-skills.git`

`SECURITY.md`

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[https://github.com/LofiSu/recruiting-skills/security/advisories/new](https://github.com/LofiSu/recruiting-skills/security/advisories/new)

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If that form is unavailable, contact the maintainer [LofiSu](https://github.com/LofiSu) through the private contact on that

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[LofiSu](https://github.com/LofiSu) through the private contact on that

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`assets/pages-index-template.html`

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<h3>researcher-recruiting-skill</h3>           <p>从一篇 arXiv 论文出发，查找全部作者的机构、主页、公开职业联系方式和证据。</p>           <a href="https://github.com/LofiSu/recruiting-skills">查看安装与使用说明 →</a>

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<p>从一篇 arXiv 论文出发，查找全部作者的机构、主页、公开职业联系方式和证据。</p>           <a href="https://github.com/LofiSu/recruiting-skills">查看安装与使用说明 →</a>         </article>

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<a href="https://github.com/LofiSu/recruiting-skills">查看安装与使用说明 →</a>

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<h3>research-talent-scout</h3>           <p>按毕业年份、学位、顶会和一作数量快速筛选候选人，并区分已确认与待核验毕业信息。</p>           <a href="https://github.com/LofiSu/recruiting-skills/tree/main/research-talent-scout">查看 Skill →</a>

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<p>按毕业年份、学位、顶会和一作数量快速筛选候选人，并区分已确认与待核验毕业信息。</p>           <a href="https://github.com/LofiSu/recruiting-skills/tree/main/research-talent-scout">查看 Skill →</a>         </article>

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<a href="https://github.com/LofiSu/recruiting-skills/tree/main/research-talent-scout">查看 Skill →</a>

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</article>       </div>       <pre><code>git clone https://github.com/LofiSu/recruiting-skills.git

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</div>       <pre><code>git clone https://github.com/LofiSu/recruiting-skills.git cd recruiting-skills

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<pre><code>git clone https://github.com/LofiSu/recruiting-skills.git

`docs/plans/2026-07-20-embedded-article-html-github-pages-design.md`

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`https://<owner>.github.io/<repository>/<arxiv-id>/`.   For this repository that is   `https://lofisu.github.io/recruiting-skills/<arxiv-id>/`.

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`https://lofisu.github.io/recruiting-skills/<arxiv-id>/`.

`docs/superpowers/plans/2026-07-20-embedded-html-pages.md`

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**Interfaces:** - Consumes: `outputs/2606.19980/report.html`. - Produces: `https://lofisu.github.io/recruiting-skills/2606.19980/`

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- Consumes: `outputs/2606.19980/report.html`. - Produces: `https://lofisu.github.io/recruiting-skills/2606.19980/`   (current repository name; earlier drafts used `researcher-recruiting-skill`).

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- Produces: `https://lofisu.github.io/recruiting-skills/2606.19980/`

`docs/superpowers/plans/2026-08-05-recruiting-skills-pages-home.md`

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**Interfaces:** - Consumes: the tested generator and the current remote `gh-pages` tree. - Produces: `https://lofisu.github.io/recruiting-skills/` returning the generated homepage.

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- Produces: `https://lofisu.github.io/recruiting-skills/` returning the generated homepage.

`docs/superpowers/specs/2026-08-05-recruiting-skills-pages-home-design.md`

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修复 `https://lofisu.github.io/recruiting-skills/` 根路径 404，并让首页长期作为招聘 Skills 的统一入口。首页以 Skill 安装和使用为主，以已发布的招聘报告列表为辅。

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- `gh-pages/index.html` 存在。 - `https://lofisu.github.io/recruiting-skills/` 返回 HTTP 200。

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- `https://lofisu.github.io/recruiting-skills/` 返回 HTTP 200。

`docs/trending-notes-2026-10-29.md`

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- [`agent-skills`](https://github.com/topics/agent-skills)

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- [`recruiting`](https://github.com/topics/recruiting)

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- [`arxiv`](https://github.com/topics/arxiv)

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- [`talent-scout`](https://github.com/topics/talent-scout)

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- [`research`](https://github.com/topics/research)

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- [`python`](https://github.com/topics/python)

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git clone https://github.com/LofiSu/recruiting-skills.git

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- [`agent-skills`](https://github.com/topics/agent-skills)

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- [`recruiting`](https://github.com/topics/recruiting)

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- [`arxiv`](https://github.com/topics/arxiv)

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- [`talent-scout`](https://github.com/topics/talent-scout)

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- [`research`](https://github.com/topics/research)

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- [`python`](https://github.com/topics/python)

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git clone https://github.com/LofiSu/recruiting-skills.git

`examples/demo-report/index.html`

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<span>状态 · BEST EFFORT</span>           <span>生成时间 · 2026-10-29</span>           <span><a href="https://arxiv.org/abs/1706.03762">来源 · ARXIV</a></span>

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<span>生成时间 · 2026-10-29</span>           <span><a href="https://arxiv.org/abs/1706.03762">来源 · ARXIV</a></span>           <span>演示样本 · DEMO</span><span>冻结日期 · 2026-10-29</span><span>版本 · v7</span>

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<span><a href="https://arxiv.org/abs/1706.03762">来源 · ARXIV</a></span>

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<h2 id="overview-heading"><span class="num">01</span>论文概览</h2>         <div class="section-intro">           <p>论文提出 Transformer：用注意力替代循环网络和卷积，做序列到序列的转换。作者在 WMT 2014 英德翻译上报告 28.4 BLEU，在英法翻译上报告单模型 41.8 BLEU，并在英语成分句法分析上做了补充实验。摘要与作者列表以 <a href

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<div class="section-intro">           <p>论文提出 Transformer：用注意力替代循环网络和卷积，做序列到序列的转换。作者在 WMT 2014 英德翻译上报告 28.4 BLEU，在英法翻译上报告单模型 41.8 BLEU，并在英语成分句法分析上做了补充实验。摘要与作者列表以 <a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 官方记

Network accessline 536

<p>论文提出 Transformer：用注意力替代循环网络和卷积，做序列到序列的转换。作者在 WMT 2014 英德翻译上报告 28.4 BLEU，在英法翻译上报告单模型 41.8 BLEU，并在英语成分句法分析上做了补充实验。摘要与作者列表以 <a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 官方记录</a> 为准。</p><p>这里只把这篇公开论文当作 HTML 报告的样

Network accessline 568

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 569

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 570

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 584

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 585

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 586

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 600

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 601

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 602

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 616

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 617

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 618

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 632

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 633

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 634

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 648

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 649

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 650

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 664

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 665

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 666

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 680

</td>                 <td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferr

Network accessline 681

<td data-label="证据">                   <div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要<

Network accessline 682

<div class="evidence-list"><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML 中的 Affiliation</a><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a></div>

Network accessline 717

<h4>References</h4>         <ul>           <li><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a> · https://arxiv.org/abs/1706.03762</li>

Network accessline 718

<ul>           <li><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a> · https://arxiv.org/abs/1706.03762</li> <li><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML</a> · https://arx

Network accessline 719

<li><a href="https://arxiv.org/abs/1706.03762" rel="noreferrer noopener">arXiv 摘要</a> · https://arxiv.org/abs/1706.03762</li>

Network accessline 720

<li><a href="https://arxiv.org/html/1706.03762" rel="noreferrer noopener">论文 HTML</a> · https://arxiv.org/html/1706.03762</li>

Network accessline 721

<li><a href="https://arxiv.org/pdf/1706.03762" rel="noreferrer noopener">论文 PDF</a> · https://arxiv.org/pdf/1706.03762</li>

`llms.txt`

Network accessline 5
```
[Credential-related source omitted]
```
Access to secretsline 5
```
[Credential-related source omitted]
```

Network accessline 9

- [SKILL.md](https://github.com/LofiSu/recruiting-skills/blob/main/SKILL.md): Root skill `researcher-recruiting-skill`. Paper mode resolves one arXiv paper, keeps the official author order, and writes an evidence HTML report. Candidate-batc

Network accessline 10

- [research-talent-scout/](https://github.com/LofiSu/recruiting-skills/tree/main/research-talent-scout): Skill `research-talent-scout`. Local SQLite index, deterministic graduation and venue filters, and OpenAlex / Semantic Scholar connecto

Network accessline 11

- [examples/demo-report/](https://github.com/LofiSu/recruiting-skills/tree/main/examples/demo-report): Static report sample for arXiv:1706.03762. Affiliations come from the public paper HTML. No email addresses and no `mailto` links. Open `

Network accessline 12

- [REPO_META.md](https://github.com/LofiSu/recruiting-skills/blob/main/REPO_META.md): GitHub About text and topics to apply by hand. Discovery topics: `agent-skills`, `recruiting`, `arxiv`, `talent-scout`, `research`, `python`. The same fil

Network accessline 16

- [research-talent-scout/SKILL.md](https://github.com/LofiSu/recruiting-skills/blob/main/research-talent-scout/SKILL.md): Cohort skill contract, including the single `candidate_enrichment_batch` handoff.

Network accessline 17

- [references/compliance.md](https://github.com/LofiSu/recruiting-skills/blob/main/references/compliance.md): Public-professional boundary. No guessed emails, login bypass, ranking, automated hiring decisions, or automated outreach.

Network accessline 18

- [README.md](https://github.com/LofiSu/recruiting-skills/blob/main/README.md): Bilingual install, collaboration diagram, connector environment variables, and verification command `bash tests/verify-all.sh`. - [docs/trending-notes-2026-10-2

Network accessline 19

- [docs/trending-notes-2026-10-29.md](https://github.com/LofiSu/recruiting-skills/blob/main/docs/trending-notes-2026-10-29.md): Dated map of installable skills, demo, bilingual README, topics, MIT, and CI. Records that About topics were sti

Network accessline 20

- [.github/workflows/ci.yml](https://github.com/LofiSu/recruiting-skills/blob/main/.github/workflows/ci.yml): Runs `bash tests/verify-all.sh` on pushes and pull requests to `main`.

Network accessline 24

- [CONTRIBUTING.md](https://github.com/LofiSu/recruiting-skills/blob/main/CONTRIBUTING.md): Verification, fixture rules, and where to file a skill bug versus a new skill.

Network accessline 25

- [SECURITY.md](https://github.com/LofiSu/recruiting-skills/blob/main/SECURITY.md): Private vulnerability reports. Do not open a public issue for credential leaks or report-HTML injection.

Network accessline 26

- [CODE_OF_CONDUCT.md](https://github.com/LofiSu/recruiting-skills/blob/main/CODE_OF_CONDUCT.md): Contributor Covenant 2.1 adapted for this recruiting-data project.

Network accessline 27

- [LICENSE](https://github.com/LofiSu/recruiting-skills/blob/main/LICENSE): MIT, copyright 2026 LofiSu.

Network accessline 28

- [research-talent-scout/tests/fixtures/records.jsonl](https://github.com/LofiSu/recruiting-skills/blob/main/research-talent-scout/tests/fixtures/records.jsonl): Synthetic people used by the index tests. Not a candidate database.

Network accessline 29

- [assets/report-template.html](https://github.com/LofiSu/recruiting-skills/blob/main/assets/report-template.html): Single-file report shell. No external scripts, stylesheets, or fonts.

`references/collaboration.md`

Network accessline 24

"source_id": "stable-publication-id",       "title": "Exact paper title",       "url": "https://..."

Network accessline 25

"title": "Exact paper title",       "url": "https://..."     }]

Network accessline 26
```
"url": "https://..."
```

Network accessline 65

"evidence": [{         "field": "homepage",         "url": "https://...",

Network accessline 66

"field": "homepage",         "url": "https://...",         "retrieved_at": "ISO-8601 timestamp"

Network accessline 67
```
"url": "https://...",
```

`references/search.md`

Network accessline 59

- Google Scholar:   `https://scholar.google.com/scholar?q=<url-encoded-author>`

Network accessline 60

`https://scholar.google.com/scholar?q=<url-encoded-author>`

Network accessline 61

- LinkedIn:   `https://www.google.com/search?q=site%3Alinkedin.com%2Fin+<url-encoded-author>` - Maimai:

Network accessline 62

`https://www.google.com/search?q=site%3Alinkedin.com%2Fin+<url-encoded-author>`

Network accessline 64

`https://www.baidu.com/s?wd=site%3Amaimai.cn+<url-encoded-author>`

`research-talent-scout/SKILL.md`

Access to secretsline 39
```
[Credential-related source omitted]
```

`research-talent-scout/examples/sample-records.jsonl`

Network accessline 1

{"candidate": {"degree": "phd", "graduation_state": "unknown", "graduation_year": null, "homepage": "", "id": "openalex:A5000000001", "identity_state": "verified", "institution": "Example University AI Lab", "lab": "", "name": "Ada Fixture"

Network accessline 2

{"candidate": {"degree": "phd", "graduation_state": "unknown", "graduation_year": null, "homepage": "", "id": "openalex:A5000000002", "identity_state": "verified", "institution": "Other Institute", "lab": "", "name": "Ben Fixture", "verifie

`research-talent-scout/references/compliance.md`

Access to secretsline 6
```
[Credential-related source omitted]
```

`research-talent-scout/references/schema.md`

Network accessline 14

"graduation_state": "confirmed",     "identity_state": "verified",     "homepage": "https://example.edu/name",

Network accessline 15

"identity_state": "verified",     "homepage": "https://example.edu/name",     "verified_at": "2026-08-04"

Network accessline 16
```
"homepage": "https://example.edu/name",
```

Network accessline 23

"venue": "NeurIPS",     "category": "main_first",     "url": "https://example.org/paper"

Network accessline 24

"category": "main_first",     "url": "https://example.org/paper"   }],

Network accessline 25
```
"url": "https://example.org/paper"
```

Network accessline 29

"state": "confirmed",     "source_type": "personal_cv",     "url": "https://example.edu/cv.pdf",

Network accessline 30

"source_type": "personal_cv",     "url": "https://example.edu/cv.pdf",     "excerpt": "Expected graduation: 2027",

Network accessline 31
```
"url": "https://example.edu/cv.pdf",
```

`research-talent-scout/scripts/init.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/scripts/connectors/init.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/scripts/connectors/http.py`

Executable scriptline 1
```
Executable file
```

Network accessline 19

USER_AGENT = (     "recruiting-skills-connectors/1.0 "     "(https://github.com/LofiSu/recruiting-skills; public metadata only)"

Network accessline 20

"recruiting-skills-connectors/1.0 "     "(https://github.com/LofiSu/recruiting-skills; public metadata only)" )

Network accessline 21

"(https://github.com/LofiSu/recruiting-skills; public metadata only)"

Access to secretsline 23
```
[Credential-related source omitted]
```

Network accessline 44

def request(self, url: str, headers: dict) -> Response:         request = urllib.request.Request(url, headers=headers, method="GET")

Network accessline 45

request = urllib.request.Request(url, headers=headers, method="GET")

Network accessline 46

try:             with urllib.request.urlopen(request, timeout=self.timeout) as response:                 return Response(response.status, response.read(), dict(response.headers))

Network accessline 47

with urllib.request.urlopen(request, timeout=self.timeout) as response:

`research-talent-scout/scripts/connectors/mapping.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/scripts/connectors/openalex.py`

Executable scriptline 1
```
Executable file
```
Access to secretsline 8
```
[Credential-related source omitted]
```
Network accessline 49
```
API_ROOT = "https://api.openalex.org"
```
Access to secretsline 73
```
[Credential-related source omitted]
```
Access to secretsline 227
```
[Credential-related source omitted]
```

Network accessline 272

author_id=author_short,                 name=name,                 profile_url=f"https://openalex.org/{author_short}",

Network accessline 273

name=name,                 profile_url=f"https://openalex.org/{author_short}",                 institution=institution,

Network accessline 274

profile_url=f"https://openalex.org/{author_short}",

Network accessline 331

return url     if work_short:         return f"https://openalex.org/{work_short}"

Network accessline 332

if work_short:         return f"https://openalex.org/{work_short}"     return ""

Network accessline 333

return f"https://openalex.org/{work_short}"

`research-talent-scout/scripts/connectors/semanticscholar.py`

Executable scriptline 1
```
Executable file
```
Access to secretsline 14
```
[Credential-related source omitted]
```

Network accessline 54

API_ROOT = "https://api.semanticscholar.org/graph/v1"

Access to secretsline 90
```
[Credential-related source omitted]
```
Access to secretsline 95
```
[Credential-related source omitted]
```
Access to secretsline 97
```
[Credential-related source omitted]
```

Network accessline 305

author_id=author_short,                 name=name or (profile.get("name") or ""),                 profile_url=https_url(profile.get("url")) or f"https://www.semanticscholar.org/author/{author_short}",

Network accessline 306

name=name or (profile.get("name") or ""),                 profile_url=https_url(profile.get("url")) or f"https://www.semanticscholar.org/author/{author_short}",                 institution=institution[:300],

Network accessline 307

profile_url=https_url(profile.get("url")) or f"https://www.semanticscholar.org/author/{author_short}",

Network accessline 364

arxiv = external.get("ArXiv") or external.get("arxiv")     if isinstance(arxiv, str) and arxiv.strip():         return f"https://arxiv.org/abs/{arxiv.strip()}"

Network accessline 365

if isinstance(arxiv, str) and arxiv.strip():         return f"https://arxiv.org/abs/{arxiv.strip()}"     url = https_url(paper.get("url"))

Network accessline 366

return f"https://arxiv.org/abs/{arxiv.strip()}"

Network accessline 372

if doi.startswith("http://") or doi.startswith("https://"):             return doi         return f"https://doi.org/{doi.strip()}"

Network accessline 373

return doi         return f"https://doi.org/{doi.strip()}"     if paper_id:

Network accessline 374
```
return f"https://doi.org/{doi.strip()}"
```

Network accessline 375

if paper_id:         return f"https://www.semanticscholar.org/paper/{paper_id}"     return ""

Network accessline 376

return f"https://www.semanticscholar.org/paper/{paper_id}"

`research-talent-scout/scripts/export_results.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`research-talent-scout/scripts/fetch_records.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```
Access to secretsline 20
```
[Credential-related source omitted]
```
Access to secretsline 21
```
[Credential-related source omitted]
```
Access to secretsline 53
```
[Credential-related source omitted]
```
Access to secretsline 54
```
[Credential-related source omitted]
```
Access to secretsline 128
```
[Credential-related source omitted]
```
Access to secretsline 132
```
[Credential-related source omitted]
```

`research-talent-scout/scripts/import_records.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`research-talent-scout/scripts/init_index.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`research-talent-scout/scripts/query_candidates.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`research-talent-scout/tests/init.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/tests/fixtures/openalex_sources.json`

Network accessline 3

"results": [     {       "id": "https://openalex.org/S9990000001",

Network accessline 4

{       "id": "https://openalex.org/S9990000001",       "display_name": "Neural Information Processing Systems",

Network accessline 5

"id": "https://openalex.org/S9990000001",

Network accessline 9

},     {       "id": "https://openalex.org/S9990000002",

Network accessline 10

{       "id": "https://openalex.org/S9990000002",       "display_name": "Journal of Unrelated Studies",

Network accessline 11

"id": "https://openalex.org/S9990000002",

`research-talent-scout/tests/fixtures/openalex_works.json`

Network accessline 3

"results": [     {       "id": "https://openalex.org/W1000000001",

Network accessline 4

{       "id": "https://openalex.org/W1000000001",       "title": "Fixture NeurIPS Paper",

Network accessline 5

"id": "https://openalex.org/W1000000001",

Network accessline 6

"title": "Fixture NeurIPS Paper",       "publication_year": 2024,       "doi": "https://doi.org/10.0000/fixture.neurips",

Network accessline 7

"publication_year": 2024,       "doi": "https://doi.org/10.0000/fixture.neurips",       "primary_location": {

Network accessline 8

"doi": "https://doi.org/10.0000/fixture.neurips",

Network accessline 9

"primary_location": {         "source": {           "id": "https://openalex.org/S9990000001",

Network accessline 10

"source": {           "id": "https://openalex.org/S9990000001",           "display_name": "Neural Information Processing Systems"

Network accessline 11

"id": "https://openalex.org/S9990000001",

Network accessline 12

"display_name": "Neural Information Processing Systems"         },         "landing_page_url": "https://example.org/fixture-neurips"

Network accessline 13

},         "landing_page_url": "https://example.org/fixture-neurips"       },

Network accessline 14

"landing_page_url": "https://example.org/fixture-neurips"

Network accessline 15

},       "open_access": {"oa_url": "https://example.org/fixture-neurips.pdf"},       "authorships": [

Network accessline 16

"open_access": {"oa_url": "https://example.org/fixture-neurips.pdf"},

Network accessline 19

"author_position": "first",           "author": {             "id": "https://openalex.org/A5000000001",

Network accessline 20

"author": {             "id": "https://openalex.org/A5000000001",             "display_name": "Ada Fixture",

Network accessline 21

"id": "https://openalex.org/A5000000001",

Network accessline 29

"author_position": "middle",           "author": {             "id": "https://openalex.org/A5000000002",

Network accessline 30

"author": {             "id": "https://openalex.org/A5000000002",             "display_name": "Ben Fixture",

Network accessline 31

"id": "https://openalex.org/A5000000002",

Network accessline 45

},     {       "id": "https://openalex.org/W1000000009",

Network accessline 46

{       "id": "https://openalex.org/W1000000009",       "title": "Not a supported venue",

Network accessline 47

"id": "https://openalex.org/W1000000009",

Network accessline 50

"primary_location": {         "source": {           "id": "https://openalex.org/S9990000002",

Network accessline 51

"source": {           "id": "https://openalex.org/S9990000002",           "display_name": "Journal of Unrelated Studies"

Network accessline 52

"id": "https://openalex.org/S9990000002",

Network accessline 53

"display_name": "Journal of Unrelated Studies"         },         "landing_page_url": "https://example.org/journal"

Network accessline 54

},         "landing_page_url": "https://example.org/journal"       },

Network accessline 55

"landing_page_url": "https://example.org/journal"

Network accessline 59

"author_position": "first",           "author": {             "id": "https://openalex.org/A5000000001",

Network accessline 60

"author": {             "id": "https://openalex.org/A5000000001",             "display_name": "Ada Fixture"

Network accessline 61

"id": "https://openalex.org/A5000000001",

`research-talent-scout/tests/fixtures/records.jsonl`

Network accessline 1

{"candidate":{"id":"phd-2027","name":"Alice Example","degree":"phd","institution":"Example University","lab":"AI Lab","graduation_year":2027,"graduation_state":"confirmed","identity_state":"verified","homepage":"https://example.edu/alice","

Network accessline 2

{"candidate":{"id":"phd-2028","name":"Bob Example","degree":"phd","institution":"Example Institute","lab":"Systems Lab","graduation_year":2028,"graduation_state":"likely_needs_verification","identity_state":"verified","homepage":"https://ex

Network accessline 3

{"candidate":{"id":"ms-2028","name":"Chen Example","degree":"masters","institution":"Example University","lab":"Vision Lab","graduation_year":2028,"graduation_state":"confirmed","identity_state":"verified","homepage":"https://example.edu/ch

Network accessline 4

{"candidate":{"id":"ambiguous-2027","name":"Alice Example","degree":"phd","institution":"Other University","lab":"Unknown","graduation_year":2027,"graduation_state":"confirmed","identity_state":"ambiguous","homepage":"","verified_at":"2026-

`research-talent-scout/tests/fixtures/s2_author_papers.json`

Network accessline 12

"type": "conference"       },       "url": "https://www.semanticscholar.org/paper/aaa111",

Network accessline 13

},       "url": "https://www.semanticscholar.org/paper/aaa111",       "externalIds": {"ArXiv": "2401.00001"},

Network accessline 14

"url": "https://www.semanticscholar.org/paper/aaa111",

Network accessline 15

"externalIds": {"ArXiv": "2401.00001"},       "openAccessPdf": {"url": "https://example.org/s2-fixture.pdf"},       "authors": [

Network accessline 16

"openAccessPdf": {"url": "https://example.org/s2-fixture.pdf"},

Network accessline 20

"name": "Cara Fixture",           "affiliations": ["Example University"],           "homepage": "https://www.semanticscholar.org/author/1111111",

Network accessline 21

"affiliations": ["Example University"],           "homepage": "https://www.semanticscholar.org/author/1111111",           "email": "cara@example.edu"

Network accessline 22

"homepage": "https://www.semanticscholar.org/author/1111111",

Network accessline 34

"alternate_names": ["NeurIPS"]       },       "url": "https://www.semanticscholar.org/paper/ccc333",

Network accessline 35

},       "url": "https://www.semanticscholar.org/paper/ccc333",       "authors": [

Network accessline 36

"url": "https://www.semanticscholar.org/paper/ccc333",

`research-talent-scout/tests/fixtures/s2_author_search.json`

Network accessline 7

"name": "Cara Fixture",       "affiliations": ["Example University"],       "homepage": "https://example.edu/cara",

Network accessline 8

"affiliations": ["Example University"],       "homepage": "https://example.edu/cara",       "url": "https://www.semanticscholar.org/author/1111111",

Network accessline 9
```
"homepage": "https://example.edu/cara",
```

Network accessline 10

"url": "https://www.semanticscholar.org/author/1111111",

`research-talent-scout/tests/fixtures/s2_paper_search.json`

Network accessline 13

"type": "conference"       },       "url": "https://www.semanticscholar.org/paper/aaa111",

Network accessline 14

},       "url": "https://www.semanticscholar.org/paper/aaa111",       "externalIds": {"ArXiv": "2401.00001", "DOI": "10.0000/fixture.s2"},

Network accessline 15

"url": "https://www.semanticscholar.org/paper/aaa111",

Network accessline 16

"externalIds": {"ArXiv": "2401.00001", "DOI": "10.0000/fixture.s2"},       "openAccessPdf": {"url": "https://example.org/s2-fixture.pdf"},       "authors": [

Network accessline 17

"openAccessPdf": {"url": "https://example.org/s2-fixture.pdf"},

Network accessline 32

"venue": "Nature",       "publicationVenue": {"name": "Nature", "type": "journal"},       "url": "https://www.semanticscholar.org/paper/bbb222",

Network accessline 33

"publicationVenue": {"name": "Nature", "type": "journal"},       "url": "https://www.semanticscholar.org/paper/bbb222",       "authors": [{"authorId": "1111111", "name": "Cara Fixture", "affiliations": ["Example University"]}]

Network accessline 34

"url": "https://www.semanticscholar.org/paper/bbb222",

`research-talent-scout/tests/test_connectors.py`

Executable scriptline 1
```
Executable file
```

Network accessline 74

[                 {                     "id": "https://openalex.org/W1000000003",

Network accessline 75

{                     "id": "https://openalex.org/W1000000003",                     "title": "Fixture Workshop Paper",

Network accessline 76

"id": "https://openalex.org/W1000000003",

Network accessline 81

"display_name": "Neural Information Processing Systems Workshops"                         },                         "landing_page_url": "https://example.org/workshop",

Network accessline 82

},                         "landing_page_url": "https://example.org/workshop",                     },

Network accessline 83

"landing_page_url": "https://example.org/workshop",

Network accessline 87

"author_position": "first",                             "author": {                                 "id": "https://openalex.org/A5000000001",

Network accessline 88

"author": {                                 "id": "https://openalex.org/A5000000001",                                 "display_name": "Ada Fixture",

Network accessline 89

"id": "https://openalex.org/A5000000001",

Network accessline 108

author_id="A5000000001",                     name="Ada Fixture",                     profile_url="https://openalex.org/A5000000001",

Network accessline 109

name="Ada Fixture",                     profile_url="https://openalex.org/A5000000001",                     institution="Example University ada@example.edu",

Network accessline 110

profile_url="https://openalex.org/A5000000001",

Network accessline 111

institution="Example University ada@example.edu",                     institution_url="https://example.org/fixture-neurips",                     institution_excerpt="Affiliation ada@example.edu",

Network accessline 112

institution_url="https://example.org/fixture-neurips",

Network accessline 119

venue="NeurIPS",                             category="main_first",                             url="https://example.org/fixture-neurips",

Network accessline 120

category="main_first",                             url="https://example.org/fixture-neurips",                         )

Network accessline 121

url="https://example.org/fixture-neurips",

Network accessline 167

self.assertEqual(ada["publications"][0]["category"], "main_first")         self.assertEqual(ada["publications"][0]["venue"], "NeurIPS")         self.assertEqual(ada["publications"][0]["url"], "https://example.org/fixture-neurips")

Network accessline 168

self.assertEqual(ada["publications"][0]["venue"], "NeurIPS")         self.assertEqual(ada["publications"][0]["url"], "https://example.org/fixture-neurips")         self.assertEqual(records[1]["publications"][0]["category"], "unclassified")

Network accessline 169

self.assertEqual(ada["publications"][0]["url"], "https://example.org/fixture-neurips")

Access to secretsline 182
```
[Credential-related source omitted]
```

Network accessline 261

drew = next(record for record in records if record["candidate"]["id"] == "s2:2222222")         self.assertEqual(cara["publications"][0]["category"], "main_first")         self.assertEqual(cara["publications"][0]["url"], "https://example.org

Network accessline 262

self.assertEqual(cara["publications"][0]["category"], "main_first")         self.assertEqual(cara["publications"][0]["url"], "https://example.org/s2-fixture.pdf")         self.assertEqual(drew["publications"][0]["category"], "unclassified")

Network accessline 263

self.assertEqual(cara["publications"][0]["url"], "https://example.org/s2-fixture.pdf")

Network accessline 305

candidate = records[0]["candidate"]         self.assertEqual(candidate["id"], "s2:1111111")         self.assertEqual(candidate["homepage"], "https://example.edu/cara")

Network accessline 306

self.assertEqual(candidate["id"], "s2:1111111")         self.assertEqual(candidate["homepage"], "https://example.edu/cara")         self.assertNotIn("semanticscholar.org", candidate["homepage"])

Network accessline 307

self.assertEqual(candidate["homepage"], "https://example.edu/cara")

Network accessline 325

sleeps = []         client = JsonClient(transport, delay=0, max_retries=3, sleeper=sleeps.append)         self.assertEqual(client.get_json("https://api.semanticscholar.org/graph/v1/paper/search"), {"ok": True})

Network accessline 326

client = JsonClient(transport, delay=0, max_retries=3, sleeper=sleeps.append)         self.assertEqual(client.get_json("https://api.semanticscholar.org/graph/v1/paper/search"), {"ok": True})         self.assertEqual(len(transport.calls), 2)

Network accessline 327

self.assertEqual(client.get_json("https://api.semanticscholar.org/graph/v1/paper/search"), {"ok": True})

Network accessline 339
```
[Credential-related source omitted]
```
Network accessline 340
```
[Credential-related source omitted]
```
Network accessline 341
```
[Credential-related source omitted]
```
Access to secretsline 341
```
[Credential-related source omitted]
```

`research-talent-scout/tests/test_export_results.py`

Executable scriptline 1
```
Executable file
```

Network accessline 20

"qualifying_publications": [{                     "title": "Paper One", "normalized_venue": "ACL", "year": 2026,                     "category": "main_first", "url": "https://papers.example/1",

Network accessline 21

"title": "Paper One", "normalized_venue": "ACL", "year": 2026,                     "category": "main_first", "url": "https://papers.example/1",                 }],

Network accessline 22

"category": "main_first", "url": "https://papers.example/1",

Network accessline 24

"evidence": [{                     "field": "graduation_year", "state": "confirmed",                     "source_type": "personal_cv", "url": "https://example.edu/cv.pdf",

Network accessline 25

"field": "graduation_year", "state": "confirmed",                     "source_type": "personal_cv", "url": "https://example.edu/cv.pdf",                     "excerpt": "Expected | graduation: 2027", "retrieved_at": "2026-08-04",

Network accessline 26

"source_type": "personal_cv", "url": "https://example.edu/cv.pdf",

Network accessline 37

self.assertIn("## 高概率待确认", markdown)         self.assertIn("Alice \\| Example", markdown)         self.assertIn("[Paper One](https://papers.example/1)", markdown)

Network accessline 38

self.assertIn("Alice \\| Example", markdown)         self.assertIn("[Paper One](https://papers.example/1)", markdown)         self.assertIn("[Expected \\| graduation: 2027](https://example.edu/cv.pdf)", markdown)

Network accessline 39

self.assertIn("[Paper One](https://papers.example/1)", markdown)

Network accessline 40

self.assertIn("[Expected \\| graduation: 2027](https://example.edu/cv.pdf)", markdown)

`research-talent-scout/tests/test_import_records.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/tests/test_index.py`

Executable scriptline 1
```
Executable file
```

`research-talent-scout/tests/test_query_candidates.py`

Executable scriptline 1
```
Executable file
```

`scripts/init.py`

Executable scriptline 1
```
Executable file
```

`scripts/build_pages_index.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`scripts/render_demo_report.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

Network accessline 24

ARXIV_ID = "1706.03762" ARXIV_ABS = "https://arxiv.org/abs/1706.03762"

Network accessline 25

ARXIV_ABS = "https://arxiv.org/abs/1706.03762"

Network accessline 26

ARXIV_HTML = "https://arxiv.org/html/1706.03762"

Network accessline 27

ARXIV_PDF = "https://arxiv.org/pdf/1706.03762"

`scripts/validate_skill_frontmatter.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`tests/skill-cases.md`

Network accessline 7

> Find every author of https://arxiv.org/abs/2606.19980, their institution,

`tests/test_build_pages_index.py`

Executable scriptline 1
```
Executable file
```

`tests/test_demo_report.py`

Executable scriptline 1
```
Executable file
```

Network accessline 19

self.assertIn("Attention Is All You Need", rendered)         self.assertIn("演示样本 · DEMO", rendered)         self.assertIn("https://arxiv.org/abs/1706.03762", rendered)

Network accessline 20

self.assertIn("演示样本 · DEMO", rendered)         self.assertIn("https://arxiv.org/abs/1706.03762", rendered)         self.assertIn("https://arxiv.org/html/1706.03762", rendered)

Network accessline 21

self.assertIn("https://arxiv.org/abs/1706.03762", rendered)

Network accessline 22

self.assertIn("https://arxiv.org/html/1706.03762", rendered)

`tests/test_validate_skill_frontmatter.py`

Executable scriptline 1
```
Executable file
```

`tests/verify-all.sh`

Executable scriptline 1
```
#!/usr/bin/env bash
```

`tests/verify-skill.sh`

Executable scriptline 1
```
#!/bin/sh
```

Network accessline 36

require "$verify_all" 'python3 -m unittest tests.test_build_pages_index -v' 'homepage tests in full verification' require "$verify_all" 'python3 -m unittest tests.test_demo_report -v' 'demo report test in full verification' require "$root/R

Network accessline 37

require "$verify_all" 'python3 -m unittest tests.test_demo_report -v' 'demo report test in full verification' require "$root/README.md" 'https://github.com/LofiSu/recruiting-skills.git' 'current clone URL' require "$root/README.md" 'cd recr

Network accessline 38

require "$root/README.md" 'https://github.com/LofiSu/recruiting-skills.git' 'current clone URL'

Network accessline 45

if grep -Fq 'https://github.com/LofiSu/researcher-recruiting-skill.git' "$root/README.md"; then

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Declared and executed: 5 facts

Contacts api.openalex.org, which SKILL.md, the README and the plugin manifest do not mentionresearch-talent-scout/scripts/connectors/openalex.py:49High confidence
Contacts openalex.org, which SKILL.md, the README and the plugin manifest do not mentionresearch-talent-scout/scripts/connectors/openalex.py:274High confidence
Contacts api.semanticscholar.org, which SKILL.md, the README and the plugin manifest do not mentionresearch-talent-scout/scripts/connectors/semanticscholar.py:54High confidence
Contacts www.semanticscholar.org, which SKILL.md, the README and the plugin manifest do not mentionresearch-talent-scout/scripts/connectors/semanticscholar.py:307High confidence
Contacts doi.org, which SKILL.md, the README and the plugin manifest do not mentionresearch-talent-scout/scripts/connectors/semanticscholar.py:374High confidence

Signal confidence: 236 facts

Network access in prose of documentation.github/ISSUE_TEMPLATE/bug_report.md:7Low confidence
Access to secrets in prose of documentation.github/ISSUE_TEMPLATE/bug_report.md:19Low confidence
Network access in prose of documentation.github/ISSUE_TEMPLATE/feature_request.md:7Low confidence
Network access in prose of documentation.github/ISSUE_TEMPLATE/feature_request.md:21Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:66Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:67Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:79Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:80Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:81Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:93Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:95Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:163Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:165Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:176Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:177Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:178Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:180Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:181Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:182Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:183Low confidence
Network access in prose of documentationCODE_OF_CONDUCT.md:184Low confidence
Network access in code of documentationCONTRIBUTING.md:10Low confidence
Network access in prose of documentationREADME.md:3Low confidence
Network access in prose of documentationREADME.md:4Low confidence
Network access in prose of documentationREADME.md:5Low confidence
Network access in code of documentationREADME.md:77Low confidence
Network access in code of documentationREADME.md:108Low confidence
Network access in code of documentationREADME.md:115Low confidence
Access to secrets in prose of documentationREADME.md:165Low confidence
Access to secrets in prose of documentationREADME.md:166Low confidence
Access to secrets in code of documentationREADME.md:170Low confidence
Access to secrets in code of documentationREADME.md:171Low confidence
Network access in prose of documentationREADME.md:202Low confidence
Network access in prose of documentationREADME.md:234Low confidence
Network access in code of documentationREADME.md:308Low confidence
Network access in code of documentationREADME.md:339Low confidence
Access to secrets in prose of documentationREADME.md:363Low confidence
Access to secrets in prose of documentation: a variable, placeholder or call, not a stored valueREADME.md:364Low confidence
Access to secrets in code of documentationREADME.md:368Low confidence
Access to secrets in code of documentationREADME.md:369Low confidence
Network access in prose of documentationREADME.md:400Low confidence
Network access in prose of documentationREADME.md:454Low confidence
Network access in prose of documentationREPO_META.md:26Low confidence
Network access in prose of documentationREPO_META.md:27Low confidence
Network access in prose of documentationSECURITY.md:18Low confidence
Network access in prose of documentationSECURITY.md:20Low confidence
Network access in prose of documentationSECURITY.md:21Low confidence
Access to secrets in prose of documentationSECURITY.md:46Low confidence
Access to secrets in prose of documentationSECURITY.md:51Low confidence
Network access in prose of documentationdocs/plans/2026-07-20-embedded-article-html-github-pages-design.md:58Low confidence

and 186 more

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Compatible	Standard SKILL.md SKILL.md	`.claude/skills/<skill-name>/`
Codex	Compatible	Standard SKILL.md SKILL.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard SKILL.md SKILL.md	`.opencode/skills/<skill-name>/`

Native The repository ships a manifest, folder or frontmatter field for this agent.
Compatible A standard SKILL.md that this agent can read.
Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

LofiSu/recruiting-skills

History

SKILL.md

research-talent-scout/SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

researcher-recruiting-skill

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

research-talent-scout

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Before you install

.github/ISSUE_TEMPLATE/bug_report.md

.github/ISSUE_TEMPLATE/config.yml

.github/ISSUE_TEMPLATE/feature_request.md

.gitignore

CODE_OF_CONDUCT.md

CONTRIBUTING.md

README.md

REPO_META.md

SECURITY.md

assets/pages-index-template.html

docs/plans/2026-07-20-embedded-article-html-github-pages-design.md

docs/superpowers/plans/2026-07-20-embedded-html-pages.md

docs/superpowers/plans/2026-08-05-recruiting-skills-pages-home.md

docs/superpowers/specs/2026-08-05-recruiting-skills-pages-home-design.md

docs/trending-notes-2026-10-29.md

examples/demo-report/index.html

llms.txt

references/collaboration.md

references/search.md

research-talent-scout/SKILL.md

research-talent-scout/examples/sample-records.jsonl

research-talent-scout/references/compliance.md

research-talent-scout/references/schema.md

research-talent-scout/scripts/__init__.py

research-talent-scout/scripts/connectors/__init__.py

research-talent-scout/scripts/connectors/http.py

research-talent-scout/scripts/connectors/mapping.py

research-talent-scout/scripts/connectors/openalex.py

research-talent-scout/scripts/connectors/semanticscholar.py

research-talent-scout/scripts/export_results.py

research-talent-scout/scripts/fetch_records.py

research-talent-scout/scripts/import_records.py

research-talent-scout/scripts/init_index.py

research-talent-scout/scripts/query_candidates.py

research-talent-scout/tests/__init__.py

research-talent-scout/tests/fixtures/openalex_sources.json

research-talent-scout/tests/fixtures/openalex_works.json

research-talent-scout/tests/fixtures/records.jsonl

research-talent-scout/tests/fixtures/s2_author_papers.json

research-talent-scout/tests/fixtures/s2_author_search.json

research-talent-scout/tests/fixtures/s2_paper_search.json

research-talent-scout/tests/test_connectors.py

research-talent-scout/tests/test_export_results.py

research-talent-scout/tests/test_import_records.py

research-talent-scout/tests/test_index.py

research-talent-scout/tests/test_query_candidates.py

scripts/__init__.py

scripts/build_pages_index.py

scripts/render_demo_report.py

scripts/validate_skill_frontmatter.py

tests/skill-cases.md

tests/test_build_pages_index.py

tests/test_demo_report.py

tests/test_validate_skill_frontmatter.py

`SKILL.md`

`research-talent-scout/SKILL.md`

`.github/ISSUE_TEMPLATE/bug_report.md`

`.github/ISSUE_TEMPLATE/config.yml`

`.github/ISSUE_TEMPLATE/feature_request.md`

`.gitignore`

`CODE_OF_CONDUCT.md`

`CONTRIBUTING.md`

`README.md`

`REPO_META.md`

`SECURITY.md`

`assets/pages-index-template.html`

`docs/plans/2026-07-20-embedded-article-html-github-pages-design.md`

`docs/superpowers/plans/2026-07-20-embedded-html-pages.md`

`docs/superpowers/plans/2026-08-05-recruiting-skills-pages-home.md`

`docs/superpowers/specs/2026-08-05-recruiting-skills-pages-home-design.md`

`docs/trending-notes-2026-10-29.md`

`examples/demo-report/index.html`

`llms.txt`

`references/collaboration.md`

`references/search.md`

`research-talent-scout/SKILL.md`

`research-talent-scout/examples/sample-records.jsonl`

`research-talent-scout/references/compliance.md`

`research-talent-scout/references/schema.md`

`research-talent-scout/scripts/init.py`

`research-talent-scout/scripts/connectors/init.py`

`research-talent-scout/scripts/connectors/http.py`

`research-talent-scout/scripts/connectors/mapping.py`

`research-talent-scout/scripts/connectors/openalex.py`

`research-talent-scout/scripts/connectors/semanticscholar.py`

`research-talent-scout/scripts/export_results.py`

`research-talent-scout/scripts/fetch_records.py`

`research-talent-scout/scripts/import_records.py`

`research-talent-scout/scripts/init_index.py`

`research-talent-scout/scripts/query_candidates.py`

`research-talent-scout/tests/init.py`

`research-talent-scout/tests/fixtures/openalex_sources.json`

`research-talent-scout/tests/fixtures/openalex_works.json`

`research-talent-scout/tests/fixtures/records.jsonl`

`research-talent-scout/tests/fixtures/s2_author_papers.json`

`research-talent-scout/tests/fixtures/s2_author_search.json`

`research-talent-scout/tests/fixtures/s2_paper_search.json`

`research-talent-scout/tests/test_connectors.py`

`research-talent-scout/tests/test_export_results.py`

`research-talent-scout/tests/test_import_records.py`

`research-talent-scout/tests/test_index.py`

`research-talent-scout/tests/test_query_candidates.py`

`scripts/init.py`

`scripts/build_pages_index.py`

`scripts/render_demo_report.py`

`scripts/validate_skill_frontmatter.py`

`tests/skill-cases.md`

`tests/test_build_pages_index.py`

`tests/test_demo_report.py`

`tests/test_validate_skill_frontmatter.py`

`tests/verify-all.sh`

`tests/verify-skill.sh`