Sciverse
opendatalab/Sciverse-Agent-Tools
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…
Test authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover…
$ npx skills add cyberful/cyberful --skill test-rag-isolation-integrity -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cyberful/cyberful test-rag-isolation-integrity --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/cyberful/cyberful.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .claude/skills/test-rag-isolation-integrity && 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 "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .claude/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrityType 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 cyberful/cyberful --skill test-rag-isolation-integrity -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cyberful/cyberful test-rag-isolation-integrity --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .agents/skills/test-rag-isolation-integrity && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .agents/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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 cyberful/cyberful --skill test-rag-isolation-integrity -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cyberful/cyberful test-rag-isolation-integrity --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .cursor/skills/test-rag-isolation-integrity && 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 "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .cursor/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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/cyberful/cyberful.git --path cyberful/builtin/skills/test-rag-isolation-integrity--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 cyberful/cyberful --skill test-rag-isolation-integrity -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cyberful/cyberful test-rag-isolation-integrity --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .gemini/skills/test-rag-isolation-integrity && 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 "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .gemini/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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 cyberful/cyberful test-rag-isolation-integrityInstalls 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 cyberful/cyberful --skill test-rag-isolation-integrity -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .github/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .github/skills/test-rag-isolation-integrity && 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 "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .github/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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 cyberful/cyberful --skill test-rag-isolation-integrity -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cyberful/cyberful test-rag-isolation-integrity --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cyberful/builtin/skills/test-rag-isolation-integrity .opencode/skills/test-rag-isolation-integrity && 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 "test-rag-isolation-integrity" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-rag-isolation-integrity into .opencode/skills/test-rag-isolation-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-rag-isolation-integrity", 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.
test-rag-isolation-integrityTest authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover…
Test RAG Isolation Integrity is an agent skill from cyberful/cyberful. Test authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover using benign canaries and matched queries.
Its SKILL.md is about 610 tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/rag-isolation-evidence.schema.json` and `assets/rag-isolation-probe.example.json`).
It sits in AI & LLM Engineering, covering Retrieval-augmented generation, Deployment and Citation management. The repository describes itself as: Cyberful is an open-source AI Red Team for discovering, exploiting, verifying, and remediating vulnerabilities. The licence is AGPL-3.0.
Read from SKILL.md and the folder at commit ec598a6. It shows what the files ask for, not the result of running them.
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.
Ships 2 files in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Test RAG Isolation Integrity loads about 612 tokens when it runs, and up to ~900 if it reads all its reference files. Until then it costs about 67 tokens; SKILL.md has 184 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.
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); the scripts in this folder are not scanned.
The full file from cyberful/cyberful at commit ec598a6, republished under its AGPL-3.0 licence (© cyberful). 184 words, ~612 tokens.
.claude/skills/test-rag-isolation-integrity/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.Treat ingestion authority, corpus ownership, embedding metadata, retrieval filters, reranking, prompt assembly, citations, and answer generation as separate boundaries. Use only benign canaries and tester-owned documents; a surprising answer is not evidence until the retrieved source and protected effect are attributable.
Read rag-isolation-method.md before designing control/candidate queries or interpreting citation and retrieval evidence.
For bounded HTTP probes in Pentest or Bug Bounty, stage scripts/run_rag_isolation_probe.py, its manifest, and the example. The helper invokes fixed curl, accepts attribution and defense-in-depth limits rather than authority, resolves authorization only from CYBERFUL_RAG_AUTHORIZATION after full preflight, and obtains non-loopback route and trust solely from Cyberful runtime environment. It is unavailable for Code Audit target traffic.
Create a control and candidate that differ in one identity, tenant, corpus, filter, or canary condition. Preserve the declared corpus, retrieved document identifiers, citation targets, response bytes, downstream tool use, and cleanup evidence. Distinguish retrieval crossover from model prior knowledge by using unique non-secret markers.
Report only a demonstrated confidentiality, integrity, authorization, or provenance invariant failure. Route prompt-only behavior to test-ai-prompt-injection and host capability enforcement to test-ai-tool-authorization.
© cyberful, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 8 other files (scripts, references, assets) in cyberful/builtin/skills/test-rag-isolation-integrity of cyberful/cyberful.
Open the folder on GitHubat commit ec598a6
Test RAG Isolation Integrity 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 |
|---|---|---|---|---|---|---|
| Test RAG Isolation Integrity this skillcyberful/cyberful | 135 | — | ~612 | Automated safety check: Pass | AGPL-3.0 | |
| Sciverseopendatalab/Sciverse-Agent-Tools | 120 | — | ~3k | Automated safety check: Pass | Custom licence | |
| RAG Cite Sourceslyonzin/knowledge-rag | 292 | — | ~1.4k | Automated safety check: Pass | MIT | |
| RAG AssistantAtmosphere/atmosphere | 3.8k | — | ~504 | Automated safety check: Pass | Apache-2.0 | |
| RAG Rerankermrmps/classifier-dev | 424 | — | ~1.5k | Automated safety check: Pass | MIT | |
| RAG Evaluation Harnessdavepoon/buildwithclaude | 3.6k | — | ~813 | Automated safety check: Pass | MIT |
opendatalab/Sciverse-Agent-Tools
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…
lyonzin/knowledge-rag
Every technical claim drawn from the local corpus must ship with a source citation formatted as path:line or path:section.
Atmosphere/atmosphere
Knowledge base assistant that retrieves and cites documents from a curated index.
mrmps/classifier-dev
Rerank retrieved passages by whether each one answers the question, drop the near-misses before they reach the prompt, and check every citation in the answer against the passage it points at.
davepoon/buildwithclaude
Evaluate retrieval and citation behavior for RAG pipelines from deterministic JSONL fixtures.
kangarooking/system-prompt-skills
当系统提示需要设计引用格式、信息溯源机制、来源标注系统时调用。适用于文档问答、搜索增强生成(RAG)、代码引用、浏览器辅助等需要让用户追溯信息来源的场景。不适用于纯创作类输出(如故事、诗歌),不适用于无需溯源的常识问答,也不适用于注入防御(虽然两者都涉及内容可信度)。
cyberful/cyberful
Audit infrastructure-as-code artifacts for unsafe defaults, policy gaps, privilege exposure, control drift, and deployment-impact evidence.
cyberful/cyberful
Audit Kubernetes admission and policy-as-code enforcement against local workload manifests, exception paths, namespace scope, and deployment evidence.
cyberful/cyberful
Audit PCI DSS penetration-test methodology, scope, internal and external reports, segmentation results, tester independence, remediation, retesting, retention, and multi-tenant support evidence.
cyberful/cyberful
Design and interpret advanced content discovery with ffuf and complementary web fuzzers.
cyberful/cyberful
Build a high-fidelity network and service inventory using Nmap, Masscan, packet capture, DNS, and protocol-specific follow-up.
cyberful/cyberful
Operate Semgrep and source-oriented static analysis as a hypothesis, coverage, and regression system during advanced code audits.
Categories
Test authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover…. Test RAG Isolation Integrity is an agent skill from cyberful/cyberful. Test authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover using benign canaries and matched queries.
Test RAG Isolation Integrity fits situations like: tasks that involve Retrieval-augmented generation; tasks that involve Deployment; tasks that involve Citation management.
Run `npx skills add cyberful/cyberful --skill test-rag-isolation-integrity -a claude-code`. Or copy the skill folder (cyberful/builtin/skills/test-rag-isolation-integrity in cyberful/cyberful) into .claude/skills/test-rag-isolation-integrity in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cyberful/cyberful --skill test-rag-isolation-integrity -a codex`. Or copy the skill folder (cyberful/builtin/skills/test-rag-isolation-integrity in cyberful/cyberful) into .agents/skills/test-rag-isolation-integrity in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add cyberful/cyberful --skill test-rag-isolation-integrity -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/test-rag-isolation-integrity, .gemini/skills/test-rag-isolation-integrity, .github/skills/test-rag-isolation-integrity and .opencode/skills/test-rag-isolation-integrity in your project.
Going by SKILL.md and its folder, Test RAG Isolation Integrity needs Python for the scripts in its folder. Our summary lists: Python 3.
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.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Test RAG Isolation Integrity is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 612 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 288 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Test RAG Isolation Integrity: Sciverse (opendatalab/Sciverse-Agent-Tools, 120 stars), RAG Cite Sources (lyonzin/knowledge-rag, 292 stars), RAG Assistant (Atmosphere/atmosphere, 3.8k stars) and RAG Reranker (mrmps/classifier-dev, 424 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cyberful (a GitHub organization) maintains it in cyberful/cyberful, which has 135 GitHub stars. The repository holds 85 skills in this directory. The repository was last updated on August 24, 2026.
Source: cyberful/cyberful on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.