gopherstack: Skill for Claude Code

.claude/skills/gopherstack-parity-audit/SKILL.md

gopherstack-parity-audit is a skill for Claude Code from BlackbirdWorks/gopherstack. It costs 101 tokens per session (2,016 once invoked), scanned A, original, MIT.

A gopherstack audit workflow for checking whether an AWS service emulator behaves like the real AWS service. It examines routed operations, response formats, errors, persistence, tests, and gaps, then records an honest grade in PARITY.md.

In plain words
What is it for?
Use it to audit a service, update its parity report, find unimplemented operations, verify SDK-facing response shapes, and run relevant integration checks.
Why use it?
It helps distinguish working support from placeholders and catches wire-format errors that ordinary unit tests may miss. AWS parity means matching the real service's requests, responses, errors, and state behaviour.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is BlackbirdWorks/gopherstack's own configuration. It tells Claude Code how to work on gopherstack itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything gopherstack configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is task docs # = go run ./cmd/gendocs.

Reuse

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.

Copy the file
curl -O https://raw.githubusercontent.com/BlackbirdWorks/gopherstack/main/.claude/skills/gopherstack-parity-audit/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/BlackbirdWorks/gopherstack

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Per session 101 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,016 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured yesterday against content hash 3421dbb789d8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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.

.claude/skills/gopherstack-parity-audit/SKILL.md · 137 lines

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

  1. 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 in structural_gaps: — never a half-working stub.
  2. 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 hardcoded xml:"StubResponse" XMLName silently overriding every runtime root; stub registrations overwriting real handlers by registration order; missing errCodeLookup entries → 500 InternalFailure. Use gopherstack-sdk-shape to do the verification — don't restate its recipes here.
  3. 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-linux before go test ./test/integration/... — integration tests exercise the real Docker-built binary, not a Go-level shortcut.
  4. 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.
  5. 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)

Read the full file on GitHub · 137 lines

Changes

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.

  1. yesterday First seen · 137 lines · 101 tokens per session scan A 3421dbb789d8

Subscribe to this mod's changes

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.

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