Kubernetes Network Security Audit
kubeshark/kubeshark
Hunts for compromised workloads and malicious traffic in a Kubernetes cluster by sweeping network data through Kubeshark MCP, mapped to MITRE ATT&CK.
Explore GTI relationships for an IOC to discover related entities.
$ npx skills add dandye/ai-runbooks --skill pivot-on-ioc -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dandye/ai-runbooks pivot-on-ioc --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/dandye/ai-runbooks.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pivot-on-ioc .claude/skills/pivot-on-ioc && 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 "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .claude/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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/dandye/ai-runbooks/tree/main/skills/pivot-on-iocType 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 dandye/ai-runbooks --skill pivot-on-ioc -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dandye/ai-runbooks pivot-on-ioc --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dandye/ai-runbooks.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/pivot-on-ioc .agents/skills/pivot-on-ioc && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .agents/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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 dandye/ai-runbooks --skill pivot-on-ioc -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dandye/ai-runbooks pivot-on-ioc --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dandye/ai-runbooks.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/pivot-on-ioc .cursor/skills/pivot-on-ioc && 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 "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .cursor/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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/dandye/ai-runbooks.git --path skills/pivot-on-ioc--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 dandye/ai-runbooks --skill pivot-on-ioc -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dandye/ai-runbooks pivot-on-ioc --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dandye/ai-runbooks.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/pivot-on-ioc .gemini/skills/pivot-on-ioc && 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 "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .gemini/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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 dandye/ai-runbooks pivot-on-iocInstalls 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 dandye/ai-runbooks --skill pivot-on-ioc -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dandye/ai-runbooks.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/pivot-on-ioc .github/skills/pivot-on-ioc && 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 "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .github/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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 dandye/ai-runbooks --skill pivot-on-ioc -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dandye/ai-runbooks pivot-on-ioc --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dandye/ai-runbooks.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/pivot-on-ioc .opencode/skills/pivot-on-ioc && 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 "pivot-on-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/pivot-on-ioc into .opencode/skills/pivot-on-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pivot-on-ioc", 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.
pivot-on-iocExplore GTI relationships for an IOC to discover related entities.
Pivot On Ioc is an agent skill from dandye/ai-runbooks. Explore GTI relationships for an IOC to discover related entities. Use to expand investigation by finding connected domains, IPs, files, or threat actors. Takes an IOC and relationship types to query.
Its SKILL.md is about 690 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 Security. It works with Model Context Protocol. The licence is Apache-2.0.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 72a6863. 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.
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.
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.
Pivot On Ioc loads about 690 tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 178 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); files beside SKILL.md are not scanned.
The full file from dandye/ai-runbooks at commit 72a6863, republished under its Apache-2.0 licence (© dandye). 178 words, ~690 tokens.
.claude/skills/pivot-on-ioc/SKILL.md (or your agent's skills folder).Explore relationships connected to an IOC within Google Threat Intelligence (GTI) to discover related entities for investigation expansion.
IOC_VALUE - The indicator value to pivot fromIOC_TYPE - The type: "IP Address", "Domain", "File Hash", "URL", or "Collection"RELATIONSHIP_NAMES - List of relationships to query (see table below)| IOC Type | Common Relationships |
|---|---|
| IP Address | communicating_files, downloaded_files, referrer_files, resolutions |
| Domain | resolutions, communicating_files, downloaded_files, subdomains, siblings |
| File Hash | contacted_domains, contacted_ips, contacted_urls, dropped_files, embedded_domains |
| URL | communicating_files, downloaded_files, last_serving_ip_address |
| Collection | malware_families, attack_techniques, threat_actors, indicators |
Based on IOC_TYPE:
| IOC Type | Tool |
|---|---|
| IP Address | gti-mcp.get_entities_related_to_an_ip_address |
| Domain | gti-mcp.get_entities_related_to_a_domain |
| File Hash | gti-mcp.get_entities_related_to_a_file |
| URL | gti-mcp.get_entities_related_to_an_url |
| Collection | gti-mcp.get_entities_related_to_a_collection |
For each relationship in RELATIONSHIP_NAMES:
[selected_tool](
identifier=IOC_VALUE,
relationship_name=relationship
)Store results keyed by relationship name.
After completing this skill, you MUST report these outputs:
| Output | Description |
|---|---|
RELATED_ENTITIES | Dictionary of entities found per relationship |
EXPANDED_IOCS | Flattened list of all discovered IOCs (IPs, domains, hashes) |
THREAT_CONTEXT | Threat actor/campaign context if found during pivoting |
PIVOT_STATUS | Success/failure status of the pivoting |
File Hash Investigation:
IOC_VALUE: "abcdef123456..."
IOC_TYPE: "File Hash"
RELATIONSHIP_NAMES: ["contacted_domains", "contacted_ips", "dropped_files"]Domain Investigation:
IOC_VALUE: "suspicious-domain.com"
IOC_TYPE: "Domain"
RELATIONSHIP_NAMES: ["resolutions", "communicating_files", "subdomains"]© dandye, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/pivot-on-ioc of dandye/ai-runbooks.
Open the folder on GitHubat commit 72a6863
Pivot On Ioc 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 |
|---|---|---|---|---|---|---|
| Pivot On Ioc this skilldandye/ai-runbooks | 127 | — | ~690 | Automated safety check: Pass | Apache-2.0 | |
| Kubernetes Network Security Auditkubeshark/kubeshark | 12k | — | ~7.3k | Automated safety check: Notes | Apache-2.0 | |
| Upgrade Notesgetknit/knit | 133 | — | ~1.2k | Automated safety check: Pass | GPL-3.0 | |
| Ecs Operation Reviewaws/tools-for-devops-agent | 103 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | |
| Security GuidejnMetaCode/shellward | 140 | — | ~644 | Automated safety check: Warn | Apache-2.0 | |
| Oma Securityfirst-fluke/oh-my-agent | 1.3k | — | ~3.9k | Automated safety check: Pass | MIT |
kubeshark/kubeshark
Hunts for compromised workloads and malicious traffic in a Kubernetes cluster by sweeping network data through Kubeshark MCP, mapped to MITRE ATT&CK.
getknit/knit
Read the vendor's breaking changes, deprecations, migration notes and CVEs for every version between the one pinned now and the one being moved to, through the whatsnew MCP server's upgradenotes tool.
aws/tools-for-devops-agent
Performs a comprehensive Amazon ECS operations review across the 6 review pillars (Resiliency & HA, Observability, Security, Operations, Performance, Additional Analysis) using read-only AWS APIs…
jnMetaCode/shellward
OpenClaw 安全部署指南 / Security deployment guide — help users secure their OpenClaw installation
first-fluke/oh-my-agent
Scan application source, agent skills, and MCP components; run penetration tests against scoped web test deployments, validate findings, and configure scan gates.
microsoft/GitHub-Copilot-for-Azure
Run Azure compliance and security audits with azqr plus Key Vault expiration checks.
dandye/ai-runbooks
Close a case or alert with proper reason and documentation. An agent skill from dandye/ai-runbooks.
dandye/ai-runbooks
Check for existing SIEM alerts and case management entries related to IOCs.
dandye/ai-runbooks
Perform exhaustive analysis of a critical IOC. An agent skill from dandye/ai-runbooks.
dandye/ai-runbooks
Enrich an IOC (IP, domain, hash, URL) with threat intelligence.
dandye/ai-runbooks
Search for existing cases related to specific indicators or entities.
dandye/ai-runbooks
Complete Tier 1 triage workflow. An agent skill from dandye/ai-runbooks.
Works with
Categories
Explore GTI relationships for an IOC to discover related entities. Pivot On Ioc is an agent skill from dandye/ai-runbooks. Explore GTI relationships for an IOC to discover related entities.
Pivot On Ioc fits situations like: expand investigation by finding connected domains.
Run `npx skills add dandye/ai-runbooks --skill pivot-on-ioc -a claude-code`. Or copy the skill folder (skills/pivot-on-ioc in dandye/ai-runbooks) into .claude/skills/pivot-on-ioc in your project. Claude Code loads it when a task matches its description.
Run `npx skills add dandye/ai-runbooks --skill pivot-on-ioc -a codex`. Or copy the skill folder (skills/pivot-on-ioc in dandye/ai-runbooks) into .agents/skills/pivot-on-ioc 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 dandye/ai-runbooks --skill pivot-on-ioc -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pivot-on-ioc, .gemini/skills/pivot-on-ioc, .github/skills/pivot-on-ioc and .opencode/skills/pivot-on-ioc in your project.
SKILL.md names no scripts, command-line tools or credentials: Pivot On Ioc is instructions for the agent only.
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. Review the folder before installing.
Pivot On Ioc is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 690 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Pivot On Ioc: Kubernetes Network Security Audit (kubeshark/kubeshark, 12k stars), Upgrade Notes (getknit/knit, 133 stars), Ecs Operation Review (aws/tools-for-devops-agent, 103 stars) and Security Guide (jnMetaCode/shellward, 140 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
dandye (a GitHub user) maintains it in dandye/ai-runbooks, which has 127 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on August 14, 2026.
Source: dandye/ai-runbooks on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.