Tw Legal RAG
aa0101181514/tw-legal-rag
Retrieve real Taiwan court judgments with verifiable citations before answering any question about Taiwan law or case law.
A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original…
Install Sciverse
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverse --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skill-claude-code .claude/skills/sciverse && rm -rf skills-srcUse ~/.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/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .claude/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-codeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverse --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skill-claude-code .agents/skills/sciverse && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .agents/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverse --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skill-claude-code .cursor/skills/sciverse && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .cursor/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/opendatalab/Sciverse-Agent-Tools.git --path skill-claude-code--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverse --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skill-claude-code .gemini/skills/sciverse && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .gemini/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverseInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .github/skills && cp -r skills-src/skill-claude-code .github/skills/sciverse && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .github/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install opendatalab/Sciverse-Agent-Tools sciverse --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/opendatalab/Sciverse-Agent-Tools.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skill-claude-code .opencode/skills/sciverse && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sciverse" agent skill from https://github.com/opendatalab/Sciverse-Agent-Tools/tree/main/skill-claude-code into .opencode/skills/sciverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sciverse", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sciverse- GitHub stars
- 119
- Token cost
- ~3k tokens
- SKILL.md length
- 1,161 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original…
- Works in 2 steps: Install the MCP server → Obtain an API token from…
- The user needs academic paper retrieval — searching scientific literature by author/year/journal
- SKILL.md covers When to use, Prerequisites, Tools and Bootstrap: learn the schema…, plus 2 more sections
- Calls npm; reaches orcid.org; needs SCIVERSE_API_TOKEN
What it does
Sciverse is an agent skill from opendatalab/Sciverse-Agent-Tools. Use when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original text around a known paper offset. Provides six Sciverse tools (searchpapers, semanticsearch, listcatalog, listpaperrelations, readcontent, getresource) via the sciverse-mcp-server MCP server.
Its SKILL.md is about 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 AI & LLM Engineering, covering Citation management, Retrieval-augmented generation and MCP servers. It works with Model Context Protocol. The repository describes itself as: Standardized tool schemas and SDKs that expose Sciverse Open Platform retrieval capabilities to LLM agents.
When your agent uses it
- The user needs academic paper retrieval — searching scientific literature by author/year/journal
- Finding paper chunks for RAG-style citations
- Expanding original text around a known paper offset
Example prompts
- “/sciverse”
Requirements
- Python 3
- Node.js
- A credential in SCIVERSE_API_TOKEN
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Install the MCP server
- Obtain an API token from https://sciverse.space and export it
What it can do on your machine
Read from SKILL.md and the folder at commit 5246a81. 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
Shell commands in SKILL.md call:
npm
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
orcid.org
Also links to:
sciverse.space
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
SCIVERSE_API_TOKEN
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Sciverse loads about 3k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 1,161 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,161 words (~3,049 tokens).
“Retrieval skill for the Sciverse open platform. Exposes six tools for working with scientific literature: field introspection, structured metadata search, semantic chunk retrieval for RAG, citation / reference pagination, character-range content reading, and figure / table image fetching.”
- name
- sciverse
Files
Just SKILL.md in skill-claude-code of opendatalab/Sciverse-Agent-Tools.
Open the folder on GitHubat commit 5246a81
Compare with similar skills
Sciverse 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sciverse this skillopendatalab/Sciverse-Agent-Tools | 119 | — | ~3k | Automated safety check: Pass | Custom licence | |
| Tw Legal RAGaa0101181514/tw-legal-rag | 327 | — | ~580 | Automated safety check: Pass | Custom licence | |
| AutoRAG Setup and RepairMarker-Inc-Korea/AutoRAG | 5.1k | — | ~5.3k | Automated safety check: Pass | MIT | |
| Local RAG Searchnkapila6/mcp-local-rag | 134 | 1 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Neurolink Guidejuspay/neurolink | 143 | — | ~1.4k | Automated safety check: Pass | MIT | |
| RAG Cite Sourceslyonzin/knowledge-rag | 290 | — | ~1.4k | Automated safety check: Pass | MIT |
Similar skills
AutoRAG Setup and Repair
Marker-Inc-Korea/AutoRAG
Installs, configures, and repairs AutoRAG's search model, approved folders, indexes, and datasources, and registers its Lite MCP server.
Local RAG Search
nkapila6/mcp-local-rag
Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking.
Neurolink Guide
juspay/neurolink
Guide for using the NeuroLink SDK and CLI. An agent skill from juspay/neurolink.
RAG Cite Sources
lyonzin/knowledge-rag
Every technical claim drawn from the local corpus must ship with a source citation formatted as path:line or path:section.
Setup Medsci
Aperivue/medsci-skills
A skill your agent uses when a skill fails for a missing tool or the environment needs checking.
More from opendatalab/Sciverse-Agent-Tools
Sciverse Academic Retrieval
opendatalab/Sciverse-Agent-Tools
Sciverse academic paper retrieval: structured metadata search, semantic chunk retrieval for RAG, and character-range content reading (offsets in Unicode code points).
Related
Works with
Questions about Sciverse
What does Sciverse do?
A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original…. Sciverse is an agent skill from opendatalab/Sciverse-Agent-Tools. Use when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original text around a known paper offset.
When should I use Sciverse?
Sciverse fits situations like: the user needs academic paper retrieval — searching scientific literature by author/year/journal; finding paper chunks for RAG-style citations; expanding original text around a known paper offset.
How do I install Sciverse in Claude Code?
Run `npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a claude-code`. Or copy the skill folder (skill-claude-code in opendatalab/Sciverse-Agent-Tools) into .claude/skills/sciverse in your project. Claude Code loads it when a task matches its description.
How do I install Sciverse in Codex?
Run `npx skills add opendatalab/Sciverse-Agent-Tools --skill sciverse -a codex`. Or copy the skill folder (skill-claude-code in opendatalab/Sciverse-Agent-Tools) into .agents/skills/sciverse in your project. Codex loads it when a task matches its description.
Can I use Sciverse 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 opendatalab/Sciverse-Agent-Tools --skill sciverse -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sciverse, .gemini/skills/sciverse, .github/skills/sciverse and .opencode/skills/sciverse in your project.
What does Sciverse need to run?
Going by SKILL.md and its folder, Sciverse needs the command-line tools its instructions call (npm) and credentials named SCIVERSE_API_TOKEN. Our summary lists: Python 3; Node.js; A credential in SCIVERSE_API_TOKEN.
Does Sciverse access the network?
SKILL.md names 2 domains. In commands or code: orcid.org; the agent is likely to contact it when it follows the instructions. As links in the text: sciverse.space. This is read from the text; nothing was executed.
Is Sciverse 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 Sciverse use?
Sciverse has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Sciverse use?
About 3k tokens (SKILL.md is roughly 12k 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 Sciverse?
Skills that share tags, products or a category with Sciverse: Tw Legal RAG (aa0101181514/tw-legal-rag, 327 stars), AutoRAG Setup and Repair (Marker-Inc-Korea/AutoRAG, 5.1k stars), Local RAG Search (nkapila6/mcp-local-rag, 134 stars) and Neurolink Guide (juspay/neurolink, 143 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sciverse?
opendatalab (a GitHub organization) maintains it in opendatalab/Sciverse-Agent-Tools, which has 119 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on September 20, 2026.
Source: opendatalab/Sciverse-Agent-Tools on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.