finding-writer
Skill37 starsChanged 5 months agoMITView on GitHub
Converts raw pentest notes, logs, or observations into a structured audit finding ready for a security report. Trigger when the user pastes raw notes, tool output, or a quick observation from a pentest, describes a vulnerability needing structure for a client report, has a log snippet or HTTP request/response revealing a security issue, or wants to turn a single-line note into a deliverable write-up.
In this repository38 other files it gives its agents.
- ad-breachSkill
- ai-llm-hunterSkill
- attack-surfaceSkill
- bugbounty-reporterSkill
- cavemanSkill
- check-exploitSkill
- clickjacking-hunterSkill
- compliance-gap-analyzerSkill
- control-lookupSkill
- ctf-writeupSkill
- cvss-scorerSkill
- deadangleSkill
- droid-reconSkill
- economist-attackSkill
- engagement-handoffSkill
- find-skillsSkill
- graphql-raiderSkill
- hexstrike-forgeSkill
- high-severity-hunterSkill
- hpp-hunterSkill
- idor-hunterSkill
- js-analyzerSkill
- jwt-crackerSkill
- less-aggressive-attackSkill
- less-noise-attackSkill
- nuclei-template-writerSkill
- pentest-reportSkill
- redirect-forgeSkill
- redmindSkill
- remediation-plannerSkill
- risk-assessorSkill
- scope-grillSkill
- skill-benchmarkSkill
- ssrf-hunterSkill
- ssti-hunterSkill
- vuln-diagnoseSkill
- xss-hunterSkill
- xxe-phantomSkill
The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 5 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 17
Do NOT apply the finding format — respond normally — when:
- Distinctive: line 22
No evidence, observation, or artifact has been provided — ask for it rather than writing a finding from theory
- Distinctive: line 27
Clarify if Needed: If the input is ambiguous or missing critical context, ask ONE clarifying question before proceeding — do not stall
- Very specific: line 29
Tag the Finding: Run scripts/cwe-search.py <keyword> to look up the correct CWE ID and OWASP category for the vulnerability type.
- Very specific: line 54
Never invent evidence — if the user didn't provide it, mark it [TO BE ADDED]
- Distinctive: line 57
Ask at most one clarifying question per finding
- Distinctive: line 58
Do not add disclaimers, caveats, or legal boilerplate to the output
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Finding Writer
Convert raw pentest notes, log snippets, vulnerability descriptions, or any unstructured observation into a complete, report-ready audit finding.
When NOT to use
Do NOT apply the finding format — respond normally — when:
- The user is asking a general security question, not describing a specific vulnerability they found
- The user wants to know how to exploit something (use the relevant hunter skill instead)
- The user is asking for a CVSS score only (use
cvss-scorerinstead) - The user is asking how to fix a vulnerability (use
remediation-plannerinstead) - No evidence, observation, or artifact has been provided — ask for it rather than writing a finding from theory
Process
- Parse Input: Identify the vulnerability class, affected component, and any evidence provided
- Clarify if Needed: If the input is ambiguous or missing critical context, ask ONE clarifying question before proceeding — do not stall
- Assess Severity: Score based on actual exploitability and impact in context, not just the vulnerability class — see
references/severity-guide.md. Runscripts/cvss-scorer.pyto produce the CVSS v3.1 vector and base score. - Tag the Finding: Run
scripts/cwe-search.py <keyword>to look up the correct CWE ID and OWASP category for the vulnerability type. - Write the Finding: Fill every field using only information provided or derivable from the input
- Flag Gaps: Mark any field without sufficient input as
[TO BE ADDED]
Output Format
Title: Short, action-oriented title describing the vulnerability (e.g. "Unauthenticated Access to Admin Endpoint")
Severity: Critical / High / Medium / Low / Informational Justification: one sentence explaining the rating based on exploitability and impact
CVSS: CVSS:3.1/AV:_/AC:_/PR:_/UI:_/S:_/C:_/I:_/A:_ — [score] ([rating])
Description: What the vulnerability is, where it was found, and why it matters. 2–4 sentences, technical but readable by a non-specialist.
Evidence: The specific proof — URL, HTTP request/response snippet, log line, screenshot reference, or step-by-step reproduction steps. Be precise. If not provided: [TO BE ADDED]
Impact: What an attacker can achieve by exploiting this. Be concrete — data exposure, privilege escalation, account takeover, RCE, lateral movement, etc.
Recommendation: What to fix and exactly how. Not "fix the access control" — but "validate object ownership server-side on every request to /api/resource/{id} before returning data."
References: CWE ID, OWASP Top 10 category, and/or CVE if applicable. See references/owasp-cwe-map.md for common mappings.
Rules
- Never invent evidence — if the user didn't provide it, mark it
[TO BE ADDED] - Severity reflects actual exploitability and business impact in context, not the vulnerability class alone
- Recommendations must be specific enough that a developer can implement the fix without follow-up questions
- Ask at most one clarifying question per finding
- Do not add disclaimers, caveats, or legal boilerplate to the output
- See
references/examples.mdfor a complete example at each severity level
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

