verifying-external-behavior

verifying-external-behavior is a skill for Claude Code from AleksandarBisevac/claude-plugins. It costs 138 tokens per session (2,229 once invoked), scanned A, original, MIT.

A practice for checking the real behaviour of a third-party library, remote service, build system, or scraped document before depending on it. A probe is a small throwaway test that makes the exact call and observes the result.

In plain words
What is it for?
Use it before writing integrations, API clients, build steps, parsers, or library calls, checking details such as arguments, URLs, status codes, response shapes, and generated artifacts.
Why use it?
Documentation, assumptions, and similar examples may not match the actual version or endpoint. Verifying the real response prevents integration code from being built around a contract that does not exist.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it before writing integrations, API clients, build steps, parsers, or library calls, checking details such as arguments, URLs, status codes, response shapes, and generated artifacts.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/aleksandarbisevac/claude-plugins/verifying-external-behavior
Install

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.

Any agent
npx skills add AleksandarBisevac/claude-plugins --skill verifying-external-behavior
Clone the repo
git clone --depth 1 https://github.com/AleksandarBisevac/claude-plugins

Made for: Claude Code.

Wrote 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.

agentmods badge for verifying-external-behavior

README.md
[![agentmods](https://agentmods.dev/badge/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior/github.svg)](https://agentmods.dev/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior)
Your own site
<a href="https://agentmods.dev/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior"><img src="https://agentmods.dev/badge/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior/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.

agentmods 80×15 button for verifying-external-behavior

Your own site · 80×15
<a href="https://agentmods.dev/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior"><img src="https://agentmods.dev/badge/skills/aleksandarbisevac/claude-plugins/verifying-external-behavior.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 138 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,229 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00138 $0.02229
Opus 5 $0.00069 $0.01115
Sonnet 5 $0.00028 $0.00446
Haiku 4.5 $0.00014 $0.00223

Measured 9d ago against content hash 1461f335e39c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

verifying-external-behavior scanned grade A with 1 finding 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 9d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s -o /dev/null -w '%{http_code}\n' https://api.example.com/v1/things
.claude/skills/verifying-external-behavior/SKILL.md · 202 lines

How it starts

The opening of the file, as written. The whole thing — 202 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Verifying External Behavior

Most integration bugs are not coding errors. They are a belief about someone else's system — a status code, a parameter name, a response shape, a build backend's scoping rule — that was never checked and turned out to be wrong. The code is written correctly against a contract that does not exist.

The fix is not more care. It is a probe: a throwaway command that asks the real system the exact question, before the code is written. Probes cost seconds. The bugs they prevent are silent, ship green, and are found months later.

Probe the exact call you are about to write

Not a similar call, not the documented example — the same endpoint form, the same library version, the same argument spelling.

# A library's real defaults / return shapes, with no venv to create or clean up
uv run --no-project --with somelib python -c "import somelib; print(somelib.Thing())"

# The exact URL, including the collection-vs-item distinction
curl -s -o /dev/null -w '%{http_code}\n' https://api.example.com/v1/things
curl -s -o /dev/null -w '%{http_code}\n' https://api.example.com/v1/things/1

# What a build backend actually put in the artifact
uv build && unzip -l dist/*.whl

# A real service instead of a fake, for one minute
docker run --rm -p 6390:6379 redis:7-alpine

Two rules make probes worth the minute they cost:

  • Probe before you design around the answer. A probe that confirms a parameter tweak "should" fix a discrepancy is worth more than the tweak.
  • Paste the probe command and its output into the PR, comment, or test. A finding with no reproduction decays into folklore, and the next person re-derives it — or, worse, trusts it after it has gone stale.

Permissive clients don't reject wrong arguments — they ignore them

This is the highest-severity class, because the failure returns plausible data. Many HTTP client wrappers forward keyword arguments verbatim into the query string without validating them against their own documented parameter list. The remote service then drops the unknown parameter and applies its default — often "the authenticated user". A misspelled selector (owner= for owner_screen_name=, id_= for id=) does not raise; it silently returns someone else's records.

Read the full file on GitHub · 202 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. 9d ago First seen · 202 lines · 138 tokens per session scan A 1461f335e39c

Subscribe to this mod's changes

verifying-external-behavior is a skill published in the GitHub repository AleksandarBisevac/claude-plugins (4 stars, last pushed today), licensed MIT. It adds 138 tokens to every session and 2,229 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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