Agent skill

Ajps Replication And Verification

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when building the replication package for an American Journal of Political Science (AJPS) manuscript.

No licenceAuto-check passedDatabases

Install Ajps Replication And Verification

skills CLI
$ npx skills add franklee16/academic-research-skills --skill ajps-replication-and-verification -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills ajps-replication-and-verification --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/American-Journal-of-Political-Science-Skills/skills/ajps-replication-and-verification .claude/skills/ajps-replication-and-verification && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
ajps-replication-and-verification
GitHub stars
223
Used in
1 other repo
Token cost
~1.3k tokens
SKILL.md length
557 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when building the replication package for an American Journal of Political Science (AJPS) manuscript.

  • Works in 4 steps: Deposit to the AJPS Dataverse. Materials… → Independent third-party verification. A… → Qualitative path. Qualitative /… → …
  • Building the replication package for an American Journal of Political Science (AJPS) manuscript
  • SKILL.md covers When to trigger, How AJPS verification actually…, Build-as-you-go checklist (so… and When data cannot be shared, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ajps Replication And Verification is an agent skill from franklee16/academic-research-skills. Use when building the replication package for an American Journal of Political Science (AJPS) manuscript. AJPS is famous for MANDATORY third-party PRE-publication verification — an independent verifier re-runs your deposited code and confirms it reproduces the numerical results in the main text before the article is published, with materials deposited to the AJPS Dataverse on Harvard Dataverse. Prepares the package; it does not waive requirements.

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases, covering Database administration and Econometrics and empirical research. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Building the replication package for an American Journal of Political Science (AJPS) manuscript
  • Tasks that involve Database administration
  • Tasks that involve Econometrics and empirical research

Example prompts

  • “/ajps-replication-and-verification”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Deposit to the AJPS Dataverse. Materials go into a Dataset within the **AJPS Dataverse on the
  2. Independent third-party verification. A verifier re-runs the code and confirms it reproduces the
  3. Qualitative path. Qualitative / multi-method materials are historically handled via the
  4. Timing. It happens **after the final draft is submitted, during the technical check, before

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Ajps Replication And Verification loads about 1.3k tokens when it runs. Until then it costs about 121 tokens; SKILL.md has 557 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~121
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 557 words (~1,323 tokens).

“This is AJPS's signature differentiator. Unlike journals that check reproducibility in-house (or not at all), AJPS sends your deposited materials to an independent third party that actually re-runs the code and confirms it reproduces the numerical results reported in the…”

— opening of SKILL.md by franklee16
name
ajps-replication-and-verification

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/American-Journal-of-Political-Science-Skills/skills/ajps-replication-and-verification of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Ajps Replication And Verification next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Ajps Replication And Verification compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ajps Replication And Verification this skillfranklee16/academic-research-skills2231 repos~1.3kAutomated safety check: PassNone
Replication Auditflonat/flonat-research146—~2.3kAutomated safety check: PassMIT
Rof Replication And Data Policybrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Jeem Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~2.4kAutomated safety check: PassMIT
Jue Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.9kAutomated safety check: PassMIT
Scholar Replicationjoshzyj/open-scholar-skill168—~19kAutomated safety check: PassCustom licence

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Categories

Questions about Ajps Replication And Verification

What does Ajps Replication And Verification do?

A skill your agent uses when building the replication package for an American Journal of Political Science (AJPS) manuscript. Ajps Replication And Verification is an agent skill from franklee16/academic-research-skills. Use when building the replication package for an American Journal of Political Science (AJPS) manuscript.

When should I use Ajps Replication And Verification?

Ajps Replication And Verification fits situations like: building the replication package for an American Journal of Political Science (AJPS) manuscript; tasks that involve Database administration; tasks that involve Econometrics and empirical research.

How do I install Ajps Replication And Verification in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill ajps-replication-and-verification -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/American-Journal-of-Political-Science-Skills/skills/ajps-replication-and-verification in franklee16/academic-research-skills) into .claude/skills/ajps-replication-and-verification in your project. Claude Code loads it when a task matches its description.

How do I install Ajps Replication And Verification in Codex?

Run `npx skills add franklee16/academic-research-skills --skill ajps-replication-and-verification -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/American-Journal-of-Political-Science-Skills/skills/ajps-replication-and-verification in franklee16/academic-research-skills) into .agents/skills/ajps-replication-and-verification in your project. Codex loads it when a task matches its description.

Can I use Ajps Replication And Verification in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill ajps-replication-and-verification -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ajps-replication-and-verification, .gemini/skills/ajps-replication-and-verification, .github/skills/ajps-replication-and-verification and .opencode/skills/ajps-replication-and-verification in your project.

What does Ajps Replication And Verification need to run?

SKILL.md names no scripts, command-line tools or credentials: Ajps Replication And Verification is instructions for the agent only.

Does Ajps Replication And Verification access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Ajps Replication And Verification safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Ajps Replication And Verification use?

No licence was found for Ajps Replication And Verification or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Ajps Replication And Verification use?

About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Ajps Replication And Verification?

Skills that share tags, products or a category with Ajps Replication And Verification: Replication Audit (flonat/flonat-research, 146 stars), Rof Replication And Data Policy (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jeem Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jue Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ajps Replication And Verification?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.