Performing False Positive Reduction In Siem
mukul975/Anthropic-Cybersecurity-Skills
Reduces SIEM false positives through systematic rule tuning, threshold adjustment, correlation logic refinement, allowlisting, and threat intelligence enrichment.
Systematically verifies suspected security bugs to eliminate false positives, producing a TRUE POSITIVE or FALSE POSITIVE verdict with documented evidence for each.
$ npx skills add trailofbits/skills --skill fp-check -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install trailofbits/skills fp-check --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/trailofbits/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .claude/skills/fp-check && 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 "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .claude/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-checkType 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 trailofbits/skills --skill fp-check -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install trailofbits/skills fp-check --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .agents/skills/fp-check && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .agents/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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 trailofbits/skills --skill fp-check -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install trailofbits/skills fp-check --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .cursor/skills/fp-check && 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 "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .cursor/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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/trailofbits/skills.git --path plugins/fp-check/skills/fp-check--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 trailofbits/skills --skill fp-check -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install trailofbits/skills fp-check --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .gemini/skills/fp-check && 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 "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .gemini/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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 trailofbits/skills fp-checkInstalls 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 trailofbits/skills --skill fp-check -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .github/skills/fp-check && 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 "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .github/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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 trailofbits/skills --skill fp-check -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install trailofbits/skills fp-check --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/fp-check/skills/fp-check .opencode/skills/fp-check && 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 "fp-check" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/fp-check/skills/fp-check into .opencode/skills/fp-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fp-check", 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.
fp-checkSystematically verifies suspected security bugs to eliminate false positives, producing a TRUE POSITIVE or FALSE POSITIVE verdict with documented evidence for each.
Fp Check is an agent skill from trailofbits/skills, published by the product's own GitHub organization. Systematically verifies suspected security bugs to eliminate false positives, producing a TRUE POSITIVE or FALSE POSITIVE verdict with documented evidence for each. Use when asked whether a specific finding is real, exploitable, or a false positive, or to verify or validate a suspected vulnerability — not for hunting or discovering new bugs.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files and assets (for example `agents/openai.yaml`, `references/bug-class-verification.md` and `references/deep-verification.md`).
The repository describes itself as: Trail of Bits Claude Code skills for security research, vulnerability detection, and audit workflows. The licence is CC-BY-SA-4.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 82fe822. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobLSPBashTaskWriteEditAskUserQuestionTaskCreate…and 3 more on the same allowed-tools line.
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.
Fp Check loads about 1.7k tokens when it runs, and up to ~10k if it reads all its reference files. Until then it costs about 88 tokens; SKILL.md has 795 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Grep, Glob, LSP, Bash, Task, Write, Edit, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TAutomated 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 trailofbits/skills at commit 82fe822, republished under its CC-BY-SA-4.0 licence (© trailofbits). 795 words, ~1,681 tokens.
.claude/skills/fp-check/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.If you catch yourself thinking any of these, STOP.
| Rationalization | Why It's Wrong | Required Action |
|---|---|---|
| "Rapid analysis of remaining bugs" | Every bug gets full verification | Return to task list, verify next bug through all phases |
| "This pattern looks dangerous, so it's a vulnerability" | Pattern recognition is not analysis | Complete data flow tracing before any conclusion |
| "Skipping full verification for efficiency" | No partial analysis allowed | Execute all steps per the chosen verification path |
| "The code looks unsafe, reporting without tracing data flow" | Unsafe-looking code may have upstream validation | Trace the complete path from source to sink |
| "Similar code was vulnerable elsewhere" | Each context has different validation, callers, and protections | Verify this specific instance independently |
| "This is clearly critical" | LLMs are biased toward seeing bugs and overrating severity | Complete devil's advocate review; prove it with evidence |
Before any analysis, restate the bug in your own words. If you cannot do this clearly, ask the user for clarification. Half of false positives collapse at this step — the claim doesn't make coherent sense when restated precisely.
Document:
parse_header() when content_length exceeds 4096")memcpy at line 142")After Step 0, choose a verification path.
Use when ALL of these hold:
Follow standard-verification.md. No task tracking — work through the linear checklist sequentially, documenting findings inline.
Use when ANY of these hold:
Follow deep-verification.md. Track each phase as a task with explicit dependencies, and execute the phases using the plugin's analysis agents.
Start with standard. Standard verification has two built-in escalation checkpoints that route to deep when complexity exceeds the linear checklist.
When verifying multiple bugs at once:
After processing ALL suspected bugs, provide:
© trailofbits, CC-BY-SA-4.0. 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 (references, assets) in plugins/fp-check/skills/fp-check of trailofbits/skills.
Open the folder on GitHubat commit 82fe822
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in trailofbits/skills, which our catalogue first saw on October 7, 2026.
Fp Check 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 |
|---|---|---|---|---|---|---|
| Fp Check this skilltrailofbits/skills | 7.4k | 2 repos | ~1.7k | Automated safety check: Notes | CC-BY-SA-4.0 | |
| Performing False Positive Reduction In Siemmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| False Positive Reviewerconorbronsdon/avoid-ai-writing | 4.9k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Verifyasgeirtj/system_prompts_leaks | 69k | — | ~3k | Automated safety check: Pass | CC0-1.0 | |
| Verify Thiscursor/plugins | 10k | 2 repos | ~693 | Automated safety check: Pass | None | |
| Bug Huntersickn33/agentic-awesome-skills | 47k | 2 repos | ~2k | Automated safety check: Pass | MIT |
mukul975/Anthropic-Cybersecurity-Skills
Reduces SIEM false positives through systematic rule tuning, threshold adjustment, correlation logic refinement, allowlisting, and threat intelligence enrichment.
conorbronsdon/avoid-ai-writing
A skill your agent uses when a user asks what AI-writing flags mean, whether detector output proves AI authorship, or wants a careful interpretation of possible false positives, especially for…
asgeirtj/system_prompts_leaks
Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior — drive the affected flow, not just tests or typecheck.
cursor/plugins
Verify a claim with fresh local evidence: restate it falsifiably, capture baseline and treatment, compare artifacts, and return VERIFIED, NOT VERIFIED, or INCONCLUSIVE.
sickn33/agentic-awesome-skills
Systematically finds and fixes bugs using proven debugging techniques.
saadeghi/daisyui
Investigates suspected bugs in the daisyUI monorepo through read-only analysis, then writes a decision-ready fix plan in tmp/bugs without changing any product code.
trailofbits/skills
Scans a codebase for vulnerabilities with CodeQL's data flow and taint tracking in run-all or important-only modes, including data extensions for project-specific sources and sinks.
trailofbits/skills
Generates Mermaid diagrams from Trailmark code graphs, including call graphs, class hierarchies, module dependency maps, complexity heatmaps and attack surface data flows.
trailofbits/skills
Compares Trailmark code graphs at two snapshots, such as commits, tags or directories, to surface attack paths, blast radius and taint changes that text diffs miss.
trailofbits/skills
Draws a 12 Houses tarot spread to break ties when a request is vague or casually delegated, then reads the cards to pick the next step.
trailofbits/skills
Detects languages, proposes rulesets for approval, then runs the approved Semgrep scan across a codebase and merges the output into one SARIF file.
trailofbits/skills
Searches and extracts data from Burp Suite project files on the command line: regex searches over responses, audit findings, proxy history and site map data.
Systematically verifies suspected security bugs to eliminate false positives, producing a TRUE POSITIVE or FALSE POSITIVE verdict with documented evidence for each. Fp Check is an agent skill from trailofbits/skills, published by the product's own GitHub organization. Systematically verifies suspected security bugs to eliminate false positives, producing a TRUE POSITIVE or FALSE POSITIVE verdict with documented evidence for each.
Fp Check fits situations like: asked whether a specific finding is real; A false positive; validate a suspected vulnerability — not for hunting; discovering new bugs.
Run `npx skills add trailofbits/skills --skill fp-check -a claude-code`. Or copy the skill folder (plugins/fp-check/skills/fp-check in trailofbits/skills) into .claude/skills/fp-check in your project. Claude Code loads it when a task matches its description.
Run `npx skills add trailofbits/skills --skill fp-check -a codex`. Or copy the skill folder (plugins/fp-check/skills/fp-check in trailofbits/skills) into .agents/skills/fp-check 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 trailofbits/skills --skill fp-check -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fp-check, .gemini/skills/fp-check, .github/skills/fp-check and .opencode/skills/fp-check in your project.
SKILL.md names no scripts, command-line tools or credentials: Fp Check is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, LSP, Bash, Task, Write, Edit, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TaskGet.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Fp Check is published under the CC-BY-SA-4.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.7k 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 8.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Fp Check: Performing False Positive Reduction In Siem (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), False Positive Reviewer (conorbronsdon/avoid-ai-writing, 4.9k stars), Verify (asgeirtj/system_prompts_leaks, 69k stars) and Verify This (cursor/plugins, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
trailofbits (a GitHub organization, an official publisher) maintains it in trailofbits/skills, which has 7,400 GitHub stars. The repository holds 79 skills in this directory. The repository was last updated on October 2, 2026.
Source: trailofbits/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.