Borrowing it
Nothing to install: this file belongs to BlackbirdWorks/gopherstack. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/BlackbirdWorks/gopherstack/main/.claude/skills/gopherstack-parity-audit/SKILL.mdgit clone --depth 1 https://github.com/BlackbirdWorks/gopherstackWrote 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/blackbirdworks/gopherstack/gopherstack-parity-audit)<a href="https://agentmods.dev/skills/blackbirdworks/gopherstack/gopherstack-parity-audit"><img src="https://agentmods.dev/badge/skills/blackbirdworks/gopherstack/gopherstack-parity-audit/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/blackbirdworks/gopherstack/gopherstack-parity-audit"><img src="https://agentmods.dev/badge/skills/blackbirdworks/gopherstack/gopherstack-parity-audit.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 | $0.00101 | $0.02016 |
| Opus 5.5 | $0.00040 | $0.00806 |
| Sonnet 5.5 | $0.00020 | $0.00403 |
| Haiku 4.5 | $0.00010 | $0.00202 |
Grade A, and why
gopherstack-parity-audit 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 yesterday.
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 — 137 lines — stays where its author put it; the contents beside it link to each section on GitHub.
gopherstack-parity-audit
The 5 parity principles
- Never ship stub methods. No-op handlers,
&StubOutput{}, fabricated IDs are all disqualifying. Every routed op must mutate/read real state, return AWS-accurate shapes + error codes, persist when persistence is on. If something genuinely can't be implemented, say so instructural_gaps:— never a half-working stub. - Verify wire shapes against the real SDK, not the handler's own output.
Real bug classes found this way: wrong XML list wrapper (
<member>vs<Item>); wrong root elements; missing response-root nesting when Output has no httpPayload member; ISO8601 strings where the JSON protocol wants epoch-seconds numbers; a hardcodedxml:"StubResponse"XMLName silently overriding every runtime root; stub registrations overwriting real handlers by registration order; missing errCodeLookup entries → 500 InternalFailure. Usegopherstack-sdk-shapeto do the verification — don't restate its recipes here. - Unit tests are not parity proof. SDK-driven integration tests have
caught 8 client-breaking wire bugs that green unit tests missed. Run
task build-linuxbeforego test ./test/integration/...— integration tests exercise the real Docker-built binary, not a Go-level shortcut. - Grep-based stub hunting has false positives in both directions. An op that returns an empty envelope after real backend logic ran is correct (void-result ops — read the backend method before flagging it). Conversely a "real-looking" op can be a disguised stub, e.g. filtering a map that is never actually populated. Read the backend method, not just the handler.
- De-stub hygiene, once a stub is found and fixed: remove the stub registration, delete the orphaned stub handler func entirely, drop it from any bare-call stub test manifests, and run golangci-lint before calling it done.
The EC2 stub mechanism (read before touching services/ec2)
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.
- yesterday First seen · 137 lines · 101 tokens per session scan A 3421dbb789d8
gopherstack-parity-audit is a skill published in the GitHub repository BlackbirdWorks/gopherstack (17 stars, last pushed yesterday), licensed MIT. It adds 101 tokens to every session and 2,016 once invoked, about $0.0004 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 2026-11-07.
gopherstack-parity-audit compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| gopherstack-parity-auditBlackbirdWorks/gopherstack | Skill | 17 | yesterday | MIT | A | 101 | Claude Code |
| django-migration-psqlprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 96 | Claude Code |
| prowler-apiprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 61 | Claude Code |
| django-drfprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 51 | Claude Code |
| prowler-changelogprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 92 | Claude Code |
| jsonapiprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 34 | Claude Code, Codex |
| prowler-mcpprowler-cloud/prowler | Skill | 15k | yesterday | Apache-2.0 | A | 67 | Claude Code |