Security bounty hunter
Hunt for exploitable, bounty-worthy security issues in repositories. Focuses on remotely reachable vulnerabilities that qualify for real reports instead of noisy local-only findings.From its SKILL.md
npx -y skills add asong56/skills --skill security-bounty-hunterAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
2 things to look at
- 21 days oldThe repository was created 21 days ago. New is not bad, but a brand new repository carrying a familiar-sounding name is the shape a typosquat arrives in, and there has been no time for anyone else to find a problem with it.
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
3.4 KB, 713 tokens by cl100k_base, as published. Nobody here has run it
Security Bounty Hunter
Use this when the goal is practical vulnerability discovery for responsible disclosure or bounty submission, not a broad best-practices review.
When to Use
- Scanning a repository for exploitable vulnerabilities
- Preparing a Huntr, HackerOne, or similar bounty submission
- Triage where the question is "does this actually pay?" rather than "is this theoretically unsafe?"
How It Works
Bias toward remotely reachable, user-controlled attack paths and throw away patterns that platforms routinely reject as informative or out of scope.
In-Scope Patterns
These are the kinds of issues that consistently matter:
| Pattern | CWE | Typical impact |
|---|---|---|
| SSRF through user-controlled URLs | CWE-918 | internal network access, cloud metadata theft |
| Auth bypass in middleware or API guards | CWE-287 | unauthorized account or data access |
| Remote deserialization or upload-to-RCE paths | CWE-502 | code execution |
| SQL injection in reachable endpoints | CWE-89 | data exfiltration, auth bypass, data destruction |
| Command injection in request handlers | CWE-78 | code execution |
| Path traversal in file-serving paths | CWE-22 | arbitrary file read or write |
| Auto-triggered XSS | CWE-79 | session theft, admin compromise |
Skip These
These are usually low-signal or out of bounty scope unless the program says otherwise:
- Local-only
pickle.loads,torch.load, or equivalent with no remote path eval()orexec()in CLI-only toolingshell=Trueon fully hardcoded commands- Missing security headers by themselves
- Generic rate-limiting complaints without exploit impact
- Self-XSS requiring the victim to paste code manually
- CI/CD injection that is not part of the target program scope
- Demo, example, or test-only code
Workflow
- Check scope first: program rules, SECURITY.md, disclosure channel, and exclusions.
- Find real entrypoints: HTTP handlers, uploads, background jobs, webhooks, parsers, and integration endpoints.
- Run static tooling where it helps, but treat it as triage input only.
- Read the real code path end to end.
- Prove user control reaches a meaningful sink.
- Confirm exploitability and impact with the smallest safe PoC possible.
- Check for duplicates before drafting a report.
Example Triage Loop
semgrep --config=auto --severity=ERROR --severity=WARNING --json
Then manually filter:
- drop tests, demos, fixtures, vendored code
- drop local-only or non-reachable paths
- keep only findings with a clear network or user-controlled route
Report Structure
## Description
[What the vulnerability is and why it matters]
## Vulnerable Code
[File path, line range, and a small snippet]
## Proof of Concept
[Minimal working request or script]
## Impact
[What the attacker can achieve]
## Affected Version
[Version, commit, or deployment target tested]
Quality Gate
Before submitting:
- The code path is reachable from a real user or network boundary
- The input is genuinely user-controlled
- The sink is meaningful and exploitable
- The PoC works
- The issue is not already covered by an advisory, CVE, or open ticket
- The target is actually in scope for the bounty program
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.
Gives 0 of the 12 instructions most security skills give in 713 tokens
Counted across 648 of the 828 authors here whose files we hold, read 2026-08-07
- Parameterize all database queriesin 68 of 648, across 51 files
- Hash passwords using bcrypt, scrypt, or argon2in 49 of 648, across 36 files
- Apply rate limiting to authentication endpointsin 48 of 648, across 24 files
- Configure security headersin 35 of 648, across 19 files
- Validate all inputsin 32 of 648, across 24 files
- Validate all external input at the system boundaryin 29 of 648, across 19 files
- Run containers as a non-root userin 28 of 648, across 15 files
- Use httponly secure samesite cookies for sessionsin 26 of 648, across 15 files
- Run dependency audits before every releasein 21 of 648, across 10 files
- Encode output to prevent cross-site scriptingin 21 of 648, across 11 files
- Copy dependencies before source codein 20 of 648, across 9 files
- Store secrets in environment variablesin 20 of 648, across 18 files
Said here and by no other author read
- check bounty scope and exclusions first
- find real network or user entrypoints
- trace each code path end to end
- confirm exploitability with a minimal PoC
- check for duplicate reports before drafting
- drop test, demo, fixture, and vendored code
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.