Root Cause Investigation
garrytan/gstack
Debugs in four phases (investigate, analyze, hypothesize, implement) under one rule: no fix is made until the root cause is found.
A skill your agent uses to audit Necessist results, running Necessist first if needed, and investigate whether passing removals reveal bugs in code or tests, including test-harness bugs that let…
$ npx skills add trailofbits/necessist --skill necessist-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install trailofbits/necessist necessist-audit --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/necessist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/core/skills/necessist-audit .claude/skills/necessist-audit && 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 "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .claude/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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/necessist/tree/main/core/skills/necessist-auditType 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/necessist --skill necessist-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install trailofbits/necessist necessist-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/necessist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/core/skills/necessist-audit .agents/skills/necessist-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .agents/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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/necessist --skill necessist-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install trailofbits/necessist necessist-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/necessist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/core/skills/necessist-audit .cursor/skills/necessist-audit && 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 "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .cursor/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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/necessist.git --path core/skills/necessist-audit--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/necessist --skill necessist-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install trailofbits/necessist necessist-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/necessist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/core/skills/necessist-audit .gemini/skills/necessist-audit && 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 "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .gemini/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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/necessist necessist-auditInstalls 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/necessist --skill necessist-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/trailofbits/necessist.git skills-src && mkdir -p .github/skills && cp -r skills-src/core/skills/necessist-audit .github/skills/necessist-audit && 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 "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .github/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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/necessist --skill necessist-audit -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/necessist necessist-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/necessist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/core/skills/necessist-audit .opencode/skills/necessist-audit && 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 "necessist-audit" agent skill from https://github.com/trailofbits/necessist/tree/main/core/skills/necessist-audit into .opencode/skills/necessist-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "necessist-audit", 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.
necessist-auditA skill your agent uses to audit Necessist results, running Necessist first if needed, and investigate whether passing removals reveal bugs in code or tests, including test-harness bugs that let…
Necessist Audit is an agent skill from trailofbits/necessist, published by the product's own GitHub organization. Use to audit Necessist results, running Necessist first if needed, and investigate whether passing removals reveal bugs in code or tests, including test-harness bugs that let tests pass without checking intended behavior.
Its SKILL.md is about 990 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: A mutation-based tool for finding bugs in tests. The licence is AGPL-3.0.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit e00dca6. 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.
Necessist Audit loads about 988 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 511 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 trailofbits/necessist at commit e00dca6, republished under its AGPL-3.0 licence (© trailofbits). 511 words, ~988 tokens.
.claude/skills/necessist-audit/SKILL.md (or your agent's skills folder).Use passing removals as leads for finding bugs in the code or tests being audited.
Do not modify project source unless the user explicitly requests changes. Running Necessist and allowing it to create necessist.db is permitted.
Analyze only removals whose outcome is passed.
Use the directory specified by the user; otherwise use the current working directory. The active editor file does not limit scope. Audit every passing removal in that directory’s database unless the user explicitly limits the scope.
Look for necessist.db in that directory. If it does not exist, run necessist there and use the resulting database. If Necessist is unavailable or the run fails, report the error and ask the user how to proceed.
Read passing removals with necessist --dump. Use read-only SQLite queries only if needed.
For each passing removal:
Do not infer that a passing removal is a bug merely because Necessist reports it.
Classify a result as a finding only when all of the following are established:
If any required element is missing, classify the result as a lead and state what evidence is missing. When uncertain, classify the result as a lead.
Order findings by likely impact. For each finding, report:
List leads separately. End with counts of passing removals examined, findings, results for which no bug was established, and stale results.
Use concise Markdown. Do not implement recommendations unless the user asks.
© trailofbits, 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
Just SKILL.md in core/skills/necessist-audit of trailofbits/necessist.
Open the folder on GitHubat commit e00dca6
Necessist Audit 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 |
|---|---|---|---|---|---|---|
| Necessist Audit this skilltrailofbits/necessist | 156 | — | ~988 | Automated safety check: Pass | AGPL-3.0 | |
| Root Cause Investigationgarrytan/gstack | 136k | — | ~12k | Automated safety check: Notes | MIT | |
| Investigate CIClickHouse/ClickHouse | 50k | — | ~11k | Automated safety check: Notes | Apache-2.0 | |
| What Context Neededgithub/awesome-copilot | 40k | 1 repos | ~219 | Automated safety check: Pass | MIT | |
| Investigate Issuevideojs/video.js | 40k | — | ~318 | Automated safety check: Pass | Custom licence | |
| Investigating ReplayPostHog/posthog | 40k | — | ~2.5k | Automated safety check: Pass | Custom licence |
garrytan/gstack
Debugs in four phases (investigate, analyze, hypothesize, implement) under one rule: no fix is made until the root cause is found.
ClickHouse/ClickHouse
Investigate a ClickHouse CI failure end-to-end from a PR or S3 report URL.
github/awesome-copilot
Ask Copilot what files it needs to see before answering a question
videojs/video.js
Investigate GitHub issues without changing code. An agent skill from videojs/video.js.
PostHog/posthog
Investigates a session recording by gathering metadata, person profile, same-session events, and linked error tracking issues in one pass.
PostHog/posthog
Investigate logs in a PostHog project: verify a service or deployment is healthy, explain an error spike, triage an incident, or understand what a log stream is saying.
A skill your agent uses to audit Necessist results, running Necessist first if needed, and investigate whether passing removals reveal bugs in code or tests, including test-harness bugs that let…. Necessist Audit is an agent skill from trailofbits/necessist, published by the product's own GitHub organization. Use to audit Necessist results, running Necessist first if needed, and investigate whether passing removals reveal bugs in code or tests, including test-harness bugs that let tests pass without checking intended behavior.
Necessist Audit fits situations like: audit Necessist results; running Necessist first if needed; investigate whether passing removals reveal bugs in code; including test-harness bugs that let tests pass without checking intended behavior.
Run `npx skills add trailofbits/necessist --skill necessist-audit -a claude-code`. Or copy the skill folder (core/skills/necessist-audit in trailofbits/necessist) into .claude/skills/necessist-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add trailofbits/necessist --skill necessist-audit -a codex`. Or copy the skill folder (core/skills/necessist-audit in trailofbits/necessist) into .agents/skills/necessist-audit 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/necessist --skill necessist-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/necessist-audit, .gemini/skills/necessist-audit, .github/skills/necessist-audit and .opencode/skills/necessist-audit in your project.
SKILL.md names no scripts, command-line tools or credentials: Necessist Audit 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.
Necessist Audit 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 988 tokens (SKILL.md is roughly 4k 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 Necessist Audit: Root Cause Investigation (garrytan/gstack, 136k stars), Investigate CI (ClickHouse/ClickHouse, 50k stars), What Context Needed (github/awesome-copilot, 40k stars) and Investigate Issue (videojs/video.js, 40k 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/necessist, which has 156 GitHub stars. The repository was last updated on October 8, 2026.
Source: trailofbits/necessist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.