Querying Data Lake
aws/agent-toolkit-for-aws
Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift).
Agent skill
Investigate AWS account compromise by querying CloudTrail with boto3's LookupEvents or AWS Athena SQL over S3-delivered logs, filtering on suspicious user agents, source IPs, and event names to…
$ npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrail --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/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .claude/skills/performing-cloud-forensics-with-aws-cloudtrail && 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 "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .claude/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrailType 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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrail --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .agents/skills/performing-cloud-forensics-with-aws-cloudtrail && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .agents/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrail --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .cursor/skills/performing-cloud-forensics-with-aws-cloudtrail && 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 "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .cursor/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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/mukul975/Anthropic-Cybersecurity-Skills.git --path skills/performing-cloud-forensics-with-aws-cloudtrail--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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrail --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .gemini/skills/performing-cloud-forensics-with-aws-cloudtrail && 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 "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .gemini/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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 mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrailInstalls 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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .github/skills/performing-cloud-forensics-with-aws-cloudtrail && 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 "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .github/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills performing-cloud-forensics-with-aws-cloudtrail --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/performing-cloud-forensics-with-aws-cloudtrail .opencode/skills/performing-cloud-forensics-with-aws-cloudtrail && 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 "performing-cloud-forensics-with-aws-cloudtrail" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/performing-cloud-forensics-with-aws-cloudtrail into .opencode/skills/performing-cloud-forensics-with-aws-cloudtrail/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "performing-cloud-forensics-with-aws-cloudtrail", 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.
performing-cloud-forensics-with-aws-cloudtrailInvestigate AWS account compromise by querying CloudTrail with boto3's LookupEvents or AWS Athena SQL over S3-delivered logs, filtering on suspicious user agents, source IPs, and event names to…
Performing Cloud Forensics With AWS Cloudtrail is an agent skill from mukul975/Anthropic-Cybersecurity-Skills. Investigate AWS account compromise by querying CloudTrail with boto3's LookupEvents or AWS Athena SQL over S3-delivered logs, filtering on suspicious user agents, source IPs, and event names to reconstruct an attacker timeline. Use when tracing unauthorized API calls, S3 data exfiltration, IAM privilege escalation, or credential exposure, and building a forensic report of findings and remediation steps.
Its SKILL.md is about 850 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `references/api-reference.md` and `scripts/agent.py`).
It sits in Security, covering File uploads and storage, Red teaming and adversary simulation and Digital forensics. It works with Amazon Web Services and SQL. The repository describes itself as: 817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io…. The licence is Apache-2.0.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 54a7988. 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 1 file 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.
Performing Cloud Forensics With AWS Cloudtrail loads about 845 tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 113 tokens; SKILL.md has 272 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 mukul975/Anthropic-Cybersecurity-Skills at commit 54a7988, republished under its Apache-2.0 licence (© mukul975). 272 words, ~845 tokens.
.claude/skills/performing-cloud-forensics-with-aws-cloudtrail/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.| Concept | Description |
|---|---|
| LookupEvents | CloudTrail API to query management events (last 90 days) |
| Athena Queries | SQL queries against CloudTrail logs in S3 for historical analysis |
| User Agent Analysis | Identify tool signatures (AWS CLI, SDK, console, custom) |
| AccessKeyId | Track activity by specific IAM access key |
| EventName | AWS API action name (e.g., GetObject, CreateUser, AssumeRole) |
| sourceIPAddress | Origin IP of API call for geolocation analysis |
| Tool | Purpose |
|---|---|
| boto3 CloudTrail client | Programmatic CloudTrail event lookup |
| AWS Athena | SQL-based analysis of CloudTrail S3 logs |
| AWS CLI | Command-line CloudTrail queries |
| jq | JSON processing for CloudTrail event parsing |
| CloudTrail Lake | Advanced event data store with SQL query support |
Forensic Report: AWS-IR-[DATE]-[SEQ]
Account: [AWS Account ID]
Timeframe: [Start] to [End]
Compromised Credentials: [Access Key IDs]
Suspicious Events: [Count]
Source IPs: [List of attacker IPs]
Actions Taken: [API calls by attacker]
Data Accessed: [S3 objects, secrets, etc.]
Persistence Mechanisms: [New users, keys, roles]© mukul975, 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
SKILL.md and 3 other files (scripts, references) in skills/performing-cloud-forensics-with-aws-cloudtrail of mukul975/Anthropic-Cybersecurity-Skills.
Open the folder on GitHubat commit 54a7988
Performing Cloud Forensics With AWS Cloudtrail 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 |
|---|---|---|---|---|---|---|
| Performing Cloud Forensics With AWS Cloudtrail this skillmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~845 | Automated safety check: Pass | Apache-2.0 | |
| Querying Data Lakeaws/agent-toolkit-for-aws | 2.8k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Querying AWS Cloudwatchaws/agent-toolkit-for-aws | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | |
| Redshift Guideaws/agent-toolkit-for-aws | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Querying AWS Sagemaker Catalogaws/agent-toolkit-for-aws | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Investigating AWS Incidentstrilwu/secskills | 156 | — | ~4.8k | Automated safety check: Pass | MIT |
aws/agent-toolkit-for-aws
Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift).
aws/agent-toolkit-for-aws
Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables.
aws/agent-toolkit-for-aws
Amazon Redshift is NOT PostgreSQL — corrects PostgreSQL-derived LLM mistakes; covers Redshift-specific SQL, DDL, COPY/UNLOAD, system views, metadata discovery, and operational patterns.
aws/agent-toolkit-for-aws
Runs SQL analytics on SageMaker Catalog asset metadata tables exported as Apache Iceberg in S3 Tables.
trilwu/secskills
Investigate security incidents in Amazon Web Services -- reconstruct attacker activity from CloudTrail, VPC Flow Logs, and GuardDuty, anchor the investigation on the compromised principal (access…
aws/agent-toolkit-for-aws
Provisions, connects, migrates, and operates Amazon RDS for Db2.
mukul975/Anthropic-Cybersecurity-Skills
Weighs infrastructure, TTP, malware code and timing evidence with the Diamond Model and competing hypotheses to reach a confidence-rated attribution.
mukul975/Anthropic-Cybersecurity-Skills
Walks through reverse engineering Go-compiled malware in Ghidra: parsing buildinfo and pclntab, recovering stripped function names and extracting dependencies.
mukul975/Anthropic-Cybersecurity-Skills
Guides forensic analysis of Windows LNK shortcut files and Jump Lists with LECmd, JLECmd and manual parsing to show file access and program execution.
mukul975/Anthropic-Cybersecurity-Skills
Hunts Windows malware persistence with Sysinternals Autoruns, covering run keys, services, scheduled tasks and drivers, with baseline comparison.
mukul975/Anthropic-Cybersecurity-Skills
Guides a Windows forensic examination of the NTFS Master File Table to recover deleted-file evidence, build timelines and spot timestomping.
mukul975/Anthropic-Cybersecurity-Skills
Detects DNS tunneling, ICMP exfiltration and HTTP-based covert channels in packet captures and DNS logs when hunting for hidden command-and-control traffic.
Works with
Categories
Investigate AWS account compromise by querying CloudTrail with boto3's LookupEvents or AWS Athena SQL over S3-delivered logs, filtering on suspicious user agents, source IPs, and event names to…. Performing Cloud Forensics With AWS Cloudtrail is an agent skill from mukul975/Anthropic-Cybersecurity-Skills. Investigate AWS account compromise by querying CloudTrail with boto3's LookupEvents or AWS Athena SQL over S3-delivered logs, filtering on suspicious user agents, source IPs, and event names to reconstruct an attacker timeline.
Performing Cloud Forensics With AWS Cloudtrail fits situations like: tracing unauthorized API calls; S3 data exfiltration; IAM privilege escalation; credential exposure.
Run `npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a claude-code`. Or copy the skill folder (skills/performing-cloud-forensics-with-aws-cloudtrail in mukul975/Anthropic-Cybersecurity-Skills) into .claude/skills/performing-cloud-forensics-with-aws-cloudtrail in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a codex`. Or copy the skill folder (skills/performing-cloud-forensics-with-aws-cloudtrail in mukul975/Anthropic-Cybersecurity-Skills) into .agents/skills/performing-cloud-forensics-with-aws-cloudtrail 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 mukul975/Anthropic-Cybersecurity-Skills --skill performing-cloud-forensics-with-aws-cloudtrail -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/performing-cloud-forensics-with-aws-cloudtrail, .gemini/skills/performing-cloud-forensics-with-aws-cloudtrail, .github/skills/performing-cloud-forensics-with-aws-cloudtrail and .opencode/skills/performing-cloud-forensics-with-aws-cloudtrail in your project.
Going by SKILL.md and its folder, Performing Cloud Forensics With AWS Cloudtrail 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.
Performing Cloud Forensics With AWS Cloudtrail is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 845 tokens (SKILL.md is roughly 3.4k 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 811 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Performing Cloud Forensics With AWS Cloudtrail: Querying Data Lake (aws/agent-toolkit-for-aws, 2.8k stars), Querying AWS Cloudwatch (aws/agent-toolkit-for-aws, 2.8k stars), Redshift Guide (aws/agent-toolkit-for-aws, 2.8k stars) and Querying AWS Sagemaker Catalog (aws/agent-toolkit-for-aws, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mukul975 (a GitHub user) maintains it in mukul975/Anthropic-Cybersecurity-Skills, which has 33,922 GitHub stars. The repository holds 637 skills in this directory. The repository was last updated on August 31, 2026.
Source: mukul975/Anthropic-Cybersecurity-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.