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Agent skill

Index

by ZimoLiao in ZimoLiao/scholaraio

A skill your agent uses when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

MITAuto-check passedDatabases

Install Index

skills CLI
$ npx skills add ZimoLiao/scholaraio --skill index -a claude-code

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

GitHub CLI
$ gh skill install ZimoLiao/scholaraio index --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/ZimoLiao/scholaraio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/index .claude/skills/index && 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
index
GitHub stars
577
Token cost
~196 tokens
SKILL.md length
37 words
Files
1
Skills in repo
43
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

  • The user wants to rebuild
  • SKILL.md covers 执行逻辑 and 示例
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Refresh ScholarAIO keyword

What it does

Index is an agent skill from ZimoLiao/scholaraio. Use when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

Its SKILL.md is about 200 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 Vector databases. The repository describes itself as: Scholar All-In-One: A research infrastructure for AI agents. The licence is MIT.

When your agent uses it

  • The user wants to rebuild
  • Refresh ScholarAIO keyword
  • Semantic search indexes after data
  • Metadata changes

Example prompts

  • “/index”

What it can do on your machine

Read from SKILL.md and the folder at commit 777628b. 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 (its code samples are bash).

    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

Index loads about 196 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 37 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~196

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

The full file from ZimoLiao/scholaraio at commit 777628b, republished under its MIT licence (© ZimoLiao). 37 words, ~196 tokens.

Download SKILL.mdSave it as .claude/skills/index/SKILL.md (or your agent's skills folder).
name
index
description
Use when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

重建索引

重建 FTS5 全文检索索引或 FAISS 语义向量索引。

执行逻辑

更新 FTS5 全文索引（增量）：

bash
scholaraio index

重建 FTS5 全文索引：

bash
scholaraio index --rebuild

更新证据片段索引（增量）：

bash
scholaraio index --chunks

重建证据片段索引：

bash
scholaraio index --chunks --rebuild

更新语义向量索引（增量）：

bash
scholaraio embed

重建语义向量索引：

bash
scholaraio embed --rebuild

两者都更新：

bash
scholaraio pipeline reindex

示例

用户说："重建索引" → 执行 pipeline reindex

用户说："只重建全文索引" → 执行 index --rebuild

用户说："重建证据片段索引" 或 "让搜索能定位到原文行号" → 执行 index --chunks --rebuild

用户说："更新向量" → 执行 embed

© ZimoLiao, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/index of ZimoLiao/scholaraio.

Open the folder on GitHubat commit 777628b

Compare with similar skills

Index 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.

Index compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Index this skillZimoLiao/scholaraio577—~196Automated safety check: PassMIT
Qdrant Horizontal Scalingqdrant/skills2542 repos~833Automated safety check: PassApache-2.0
Qdrant Indexing Performance Optimizationqdrant/skills2542 repos~1.2kAutomated safety check: PassApache-2.0
Redis Searchredis/agent-skills1661 repos~2.9kAutomated safety check: PassMIT
Qdrant Minimize Latencyqdrant/skills2542 repos~725Automated safety check: PassApache-2.0
Foldseekadaptyvbio/protein-design-skills1643 repos~1.1kAutomated safety check: PassMIT

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  • Bioinformatics

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  • Citation Check

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Categories

Questions about Index

What does Index do?

A skill your agent uses when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes. Index is an agent skill from ZimoLiao/scholaraio. Use when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

When should I use Index?

Index fits situations like: the user wants to rebuild; refresh ScholarAIO keyword; semantic search indexes after data; metadata changes.

How do I install Index in Claude Code?

Run `npx skills add ZimoLiao/scholaraio --skill index -a claude-code`. Or copy the skill folder (.claude/skills/index in ZimoLiao/scholaraio) into .claude/skills/index in your project. Claude Code loads it when a task matches its description.

How do I install Index in Codex?

Run `npx skills add ZimoLiao/scholaraio --skill index -a codex`. Or copy the skill folder (.claude/skills/index in ZimoLiao/scholaraio) into .agents/skills/index in your project. Codex loads it when a task matches its description.

Can I use Index 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 ZimoLiao/scholaraio --skill index -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/index, .gemini/skills/index, .github/skills/index and .opencode/skills/index in your project.

What does Index need to run?

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

Does Index 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 Index 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 Index use?

Index is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Index use?

About 196 tokens (SKILL.md is roughly 784 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 Index?

Skills that share tags, products or a category with Index: Qdrant Horizontal Scaling (qdrant/skills, 254 stars), Qdrant Indexing Performance Optimization (qdrant/skills, 254 stars), Redis Search (redis/agent-skills, 166 stars) and Qdrant Minimize Latency (qdrant/skills, 254 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Index?

ZimoLiao (a GitHub user) maintains it in ZimoLiao/scholaraio, which has 577 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on September 25, 2026.

Source: ZimoLiao/scholaraio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.