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.
Perform exhaustive analysis of a critical IOC. An agent skill from dandye/ai-runbooks.
Install Deep Dive Ioc
$ npx skills add dandye/ai-runbooks --skill deep-dive-ioc -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dandye/ai-runbooks deep-dive-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/deep-dive-ioc .claude/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .claude/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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/deep-dive-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 deep-dive-ioc -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dandye/ai-runbooks deep-dive-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/deep-dive-ioc .agents/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .agents/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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 deep-dive-ioc -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dandye/ai-runbooks deep-dive-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/deep-dive-ioc .cursor/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .cursor/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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/deep-dive-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 deep-dive-ioc -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dandye/ai-runbooks deep-dive-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/deep-dive-ioc .gemini/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .gemini/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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 deep-dive-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 deep-dive-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/deep-dive-ioc .github/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .github/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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 deep-dive-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 deep-dive-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/deep-dive-ioc .opencode/skills/deep-dive-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 "deep-dive-ioc" agent skill from https://github.com/dandye/ai-runbooks/tree/main/skills/deep-dive-ioc into .opencode/skills/deep-dive-ioc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deep-dive-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.
Facts
- Skill name
deep-dive-ioc- GitHub stars
- 127
- Token cost
- ~1.1k tokens
- SKILL.md length
- 348 words
- Files
- 1
- Skills in repo
- 27
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Perform exhaustive analysis of a critical IOC. An agent skill from dandye/ai-runbooks.
- Works in 7 steps: Get Case Context (if CASE_ID provided) → Detailed GTI Report → GTI Pivoting → …
- An IOC needs Tier 2+ investigation beyond basic enrichment - includes GTI pivoting
- SKILL.md covers Inputs, Workflow, Required Outputs and When to Use This vs Basic…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Deep Dive Ioc is an agent skill from dandye/ai-runbooks. Perform exhaustive analysis of a critical IOC. Use when an IOC needs Tier 2+ investigation beyond basic enrichment - includes GTI pivoting, deep SIEM searches, correlation with related entities, and threat attribution. For escalated IOCs requiring comprehensive investigation.
Its SKILL.md is about 1.1k 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, covering Security operations. It works with Model Context Protocol. The licence is Apache-2.0.
When your agent uses it
- An IOC needs Tier 2+ investigation beyond basic enrichment - includes GTI pivoting
- Deep SIEM searches
- Correlation with related entities
- Threat attribution
Example prompts
- “/deep-dive-ioc”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 72a6863. 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
Deep Dive Ioc loads about 1.1k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 348 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
The full file from dandye/ai-runbooks at commit 72a6863, republished under its Apache-2.0 licence (© dandye). 348 words, ~1,072 tokens.
Download SKILL.mdSave it as
.claude/skills/deep-dive-ioc/SKILL.md (or your agent's skills folder).- name
- deep-dive-ioc
- description
- Perform exhaustive analysis of a critical IOC. Use when an IOC needs Tier 2+ investigation beyond basic enrichment - includes GTI pivoting, deep SIEM searches, correlation with related entities, and threat attribution. For escalated IOCs requiring comprehensive investigation.
- type
- Skill
- required_roles.chronicle
- roles/chronicle.editor
- required_roles.soar
- roles/chronicle.editor
- required_roles.gti
- GTI Enterprise
- personas
- tier2-analyst, tier3-analyst, threat-hunter, incident-responder
- generated.by
- human:dandye
- generated.at
- 2026-02-04T06:27:43-05:00
Deep Dive IOC Analysis Skill
Perform exhaustive analysis of a single, potentially critical Indicator of Compromise escalated from Tier 1 or identified during an investigation.
Inputs
IOC_VALUE- The IOC to analyze (IP, domain, hash, or URL)IOC_TYPE- The type: "IP Address", "Domain", "File Hash", or "URL"CASE_ID- case ID for documentation (optional)TIME_FRAME_HOURS- Lookback period (default: 168 = 7 days)
Workflow
Step 1: Get Case Context (if CASE_ID provided)
secops-soar.get_case_full_details(case_id=CASE_ID)Step 2: Detailed GTI Report
Get comprehensive threat intelligence:
| IOC Type | Tool |
|---|---|
| IP | gti-mcp.get_ip_address_report(ip_address=IOC_VALUE) |
| Domain | gti-mcp.get_domain_report(domain=IOC_VALUE) |
| Hash | gti-mcp.get_file_report(hash=IOC_VALUE) |
| URL | gti-mcp.get_url_report(url=IOC_VALUE) |
Record:
- Reputation and classifications
- First/last seen dates
- Associated threats (malware families, actors) →
ASSOCIATED_THREAT_IDS - Key behaviors (for file hashes)
Step 3: GTI Pivoting
Use /pivot-on-ioc or directly call GTI relationship tools:
Recommended relationships by type:
- IP:
communicating_files,downloaded_files,resolutions - Domain:
resolutions,communicating_files,subdomains - Hash:
contacted_domains,contacted_ips,dropped_files - URL:
communicating_files,downloaded_files
For file hashes, also get behavior summary:
gti-mcp.get_file_behavior_summary(hash=IOC_VALUE)Step 4: Deep SIEM Search
Search for activity involving the IOC and its related entities:
secops-mcp.search_security_events(
text="UDM query for IOC_VALUE",
hours_back=TIME_FRAME_HOURS
)Identify OBSERVED_RELATED_IOCS - IOCs from GTI pivoting that actually appear in SIEM results.
Step 5: SIEM Enrichment & Correlation
For the IOC and each OBSERVED_RELATED_IOC:
- Use
/enrich-iocfor enrichment - Use
/correlate-iocfor alert/case correlation - Use
/find-relevant-casefor broader case search
Step 6: Enrich Associated Threats (Optional)
If ASSOCIATED_THREAT_IDS were found (malware families, actors):
gti-mcp.get_collection_report(id=THREAT_ID)Step 7: Synthesize & Report
Combine all findings:
- GTI report details
- Related entities from pivoting
- SIEM search results
- Observed related IOCs with enrichment
- Related alerts and cases
- Associated threat context
Document in Case (if CASE_ID provided):
Use /document-in-case with comprehensive findings summaryOr generate standalone report:
Use /generate-report with REPORT_TYPE="deep_dive_ioc"Required Outputs
After completing this skill, you MUST report these outputs:
| Output | Description |
|---|---|
GTI_DEEP_FINDINGS | Comprehensive GTI analysis (reputation, classification, behaviors) |
SIEM_DEEP_CONTEXT | Extended SIEM event context (hosts, users, timelines) |
RELATED_ENTITIES | Related IOCs from GTI pivoting (infrastructure connections) |
DISCOVERED_IOCS | All IOCs discovered during analysis |
THREAT_ATTRIBUTION | Threat actor/campaign attribution if found |
Additionally provide:
- Impact assessment and scope identification
- Recommendations (escalate, contain, monitor)
- Documentation in case or standalone report
When to Use This vs Basic Enrichment
Use /enrich-ioc | Use /deep-dive-ioc |
|---|---|
| Initial triage | Escalated from Tier 1 |
| Quick context needed | Comprehensive investigation |
| Single IOC lookup | Full infrastructure mapping |
| Tier 1 workflow | Tier 2+ investigation |
© 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
Files
Just SKILL.md in skills/deep-dive-ioc of dandye/ai-runbooks.
Open the folder on GitHubat commit 72a6863
Compare with similar skills
Deep Dive 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 |
|---|---|---|---|---|---|---|
| Deep Dive Ioc this skilldandye/ai-runbooks | 127 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Kubernetes Network Security Auditkubeshark/kubeshark | 12k | — | ~7.3k | Automated safety check: Notes | Apache-2.0 | |
| Ecs Operation Reviewaws/tools-for-devops-agent | 103 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | |
| Threat Intelligence OSINTzhaoxuya520/reverse-skill | 41k | 1 repos | ~1k | Automated safety check: Pass | MIT | |
| Threat Database UpdateFlorianBruniaux/claude-code-ultimate-guide | 6.1k | — | ~680 | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Canary Tripwire Responsedeonmenezes/mantishack | 503 | — | ~376 | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Deep Dive Ioc
What does Deep Dive Ioc do?
Perform exhaustive analysis of a critical IOC. An agent skill from dandye/ai-runbooks. Deep Dive Ioc is an agent skill from dandye/ai-runbooks. Perform exhaustive analysis of a critical IOC.
When should I use Deep Dive Ioc?
Deep Dive Ioc fits situations like: an IOC needs Tier 2+ investigation beyond basic enrichment - includes GTI pivoting; deep SIEM searches; correlation with related entities; threat attribution.
How do I install Deep Dive Ioc in Claude Code?
Run `npx skills add dandye/ai-runbooks --skill deep-dive-ioc -a claude-code`. Or copy the skill folder (skills/deep-dive-ioc in dandye/ai-runbooks) into .claude/skills/deep-dive-ioc in your project. Claude Code loads it when a task matches its description.
How do I install Deep Dive Ioc in Codex?
Run `npx skills add dandye/ai-runbooks --skill deep-dive-ioc -a codex`. Or copy the skill folder (skills/deep-dive-ioc in dandye/ai-runbooks) into .agents/skills/deep-dive-ioc in your project. Codex loads it when a task matches its description.
Can I use Deep Dive Ioc 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 dandye/ai-runbooks --skill deep-dive-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/deep-dive-ioc, .gemini/skills/deep-dive-ioc, .github/skills/deep-dive-ioc and .opencode/skills/deep-dive-ioc in your project.
What does Deep Dive Ioc need to run?
SKILL.md names no scripts, command-line tools or credentials: Deep Dive Ioc is instructions for the agent only.
Does Deep Dive Ioc 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 Deep Dive Ioc 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 Deep Dive Ioc use?
Deep Dive 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.
How many tokens does Deep Dive Ioc use?
About 1.1k tokens (SKILL.md is roughly 4.3k 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 Deep Dive Ioc?
Skills that share tags, products or a category with Deep Dive Ioc: Kubernetes Network Security Audit (kubeshark/kubeshark, 12k stars), Ecs Operation Review (aws/tools-for-devops-agent, 103 stars), Threat Intelligence OSINT (zhaoxuya520/reverse-skill, 41k stars) and Threat Database Update (FlorianBruniaux/claude-code-ultimate-guide, 6.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Deep Dive Ioc?
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.