Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add makifbaysal/tasktrooper --skill false-positive-gategit clone --depth 1 https://github.com/makifbaysal/tasktrooperWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/makifbaysal/tasktrooper/false-positive-gate)<a href="https://agentmods.dev/skills/makifbaysal/tasktrooper/false-positive-gate"><img src="https://agentmods.dev/badge/skills/makifbaysal/tasktrooper/false-positive-gate/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/makifbaysal/tasktrooper/false-positive-gate"><img src="https://agentmods.dev/badge/skills/makifbaysal/tasktrooper/false-positive-gate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00051 | $0.01590 |
| Opus 5.5 | $0.00020 | $0.00636 |
| Sonnet 5.5 | $0.00010 | $0.00318 |
| Haiku 4.5 | $0.00005 | $0.00159 |
Grade A, and why
false-positive-gate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 100 lines — stays where its author put it; the contents beside it link to each section on GitHub.
False-Positive Gate
Overview
Reviewers — language models especially — are biased toward seeing vulnerabilities and toward rating them higher than they are. A pattern that looks dangerous ("string concatenated into a query", "path from a variable") is a candidate, not a finding. Every false block costs a developer round-trip and teaches the team to skim your comments; that is how the real one gets missed.
Core principle: try to kill each finding before you write it. What survives an honest attempt is worth blocking on.
1. Restate the Claim
Write it in one sentence, concretely: "An unauthenticated caller can send name=../../etc/passwd to GET /export and read any file the server can read." Many candidates collapse here — you cannot name who sends what to where, or the sentence is obviously not true once written down.
2. Five Conditions — All Must Hold
- Reachability. The attacker controls the data at the source. Trace it: a value from config, an environment variable, a CLI flag, a constant, a server-generated id or an admin-only form is not attacker input for the user-facing threat model.
- Real impact. Reaching the sink produces code execution, privilege escalation, data disclosure or integrity loss for someone other than the attacker. A crash, a 500 or an ugly log line is a bug, not a vulnerability.
- A concrete exploit. You can write the request, the payload or a unit test that would demonstrate it. If you cannot, the confidence is below 0.8.
- The bounds hold. Length limits, type coercion, an integer parse, an enum switch, a regex anchor, a UUID format check — read them; one of them often makes the payload impossible.
- No environment control fully blocks it. A framework default (auto-escaping, parameter binding, CSRF middleware), a gateway rule visible in the repo, a network policy. Read it — "probably the WAF catches it" is not an argument either way.
3. Triage Dismissals
Drop the candidate when:
- No threat model fits. You cannot complete "an attacker with [capability] can [action] → [impact]".
- Exploit from the heavens. It needs a capability that already equals the impact: "an attacker who can edit the server's config file can make it run commands".
- Not in actual usage. The vulnerable function has no caller reachable from input (
grep_codethe symbol) — unless this diff adds one. - Documented, intended behaviour. An admin tool that runs admin-supplied SQL; a CLI that reads the path its user gives it.
- The cure is worse than the disease. Hardening that would break the feature for a theoretical gain.
- A CVE number alone. An advisory against a library is evidence only when the vulnerable function or configuration is actually used here (supply-chain-and-dependency-review).
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 100 lines · 51 tokens per session scan A f82e509fbd84
false-positive-gate is a skill published in the GitHub repository makifbaysal/tasktrooper (113 stars, last pushed yesterday), licensed Apache-2.0. It adds 51 tokens to every session and 1,590 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-09.
Other skills, from other repositories
github-pr-workflow
Prepare a GitHub pull request from a feature branch — branch hygiene, commit shape, title/body, verification notes, screenshots for UI work, and replies to review comments.
agent-code-review-swarm
Agent skill for code-review-swarm - invoke with $agent-code-review-swarm.
agent-swarm-pr
Agent skill for swarm-pr - invoke with $agent-swarm-pr.
agent-reviewer
Agent skill for reviewer - invoke with $agent-reviewer.
agent-code-analyzer
Agent skill for code-analyzer - invoke with $agent-code-analyzer.
agent-pr-manager
Agent skill for pr-manager - invoke with $agent-pr-manager.