python-external-client

python-external-client is a skill for Claude Code, Codex from denyszhak/pystack-skills. It costs 186 tokens per session (3,536 once invoked), scanned A, original, MIT.

A pattern for wrapping an outside web service, such as a payment provider, CRM, email service, or language-model provider, in a typed Python client.

In plain words
What is it for?
Use it when adding or extending an external API client, choosing retry behavior, or testing API calls with an in-process mock.
Why use it?
It keeps API calls, retries, errors, connection handling, and tests in one consistent place and makes providers easier to replace.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when adding or extending an external API client, choosing retry behavior, or testing API calls with an in-process mock.

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Install with agentmods
npx agentmods add skills/denyszhak/pystack-skills/python-external-client
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 denyszhak/pystack-skills --skill python-external-client
Clone the repo
git clone --depth 1 https://github.com/denyszhak/pystack-skills

Made for: Claude Code, Codex.

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.

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README.md
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Your own site
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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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/denyszhak/pystack-skills/python-external-client"><img src="https://agentmods.dev/badge/skills/denyszhak/pystack-skills/python-external-client.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 186 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,536 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 $0.00186 $0.03536
Opus 5.5 $0.00074 $0.01414
Sonnet 5.5 $0.00037 $0.00707
Haiku 4.5 $0.00019 $0.00354

Measured 1mo ago against content hash d6099d36fa20, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

python-external-client 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 1mo ago.

The scan reads SKILL.md. This mod also ships 4 executable files (examples/base.py, examples/llm_dispatch.py, examples/openai_client.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/python-external-client/SKILL.md · 310 lines

How it starts

The opening of the file, as written. The whole thing — 310 lines — stays where its author put it; the contents beside it link to each section on GitHub.

External HTTP client pattern

Every external system your service talks to — an LLM provider, Stripe, Slack, a CRM — gets its own typed Python wrapper. The wrapper is a thin class with one method per API call your service actually needs. Inside, it uses a shared httpx.AsyncClient pool that lives for the app's lifetime and is torn down at shutdown.

This skill encodes the canonical shape: a BaseHTTPClient for shared concerns (retry policy, error handling), per-system subclasses with domain-shaped methods, and httpx.MockTransport for fast in-process tests.

Bonus payoff: provider decoupling. When you have multiple providers for the same role (OpenAI / Anthropic / Gemini for LLM, SendGrid / Postmark / SES for email), define a Protocol for the role and let each concrete client satisfy it. Services depend on the Protocol; swapping providers is one env var.

When to use this skill

  • Adding a new external client (app/clients/<name>.py)
  • Adding a method to an existing client because a service needs one new call
  • Writing tests for a client (or a service that uses one)
  • Choosing a retry policy

The rules

1. BaseHTTPClient carries the retry policy and the http pool

# app/clients/base.py — shape; full version in examples/base.py
type HTTPMethod = Literal["GET", "POST", "PUT", "PATCH", "DELETE", "HEAD", "OPTIONS"]


class BaseHTTPClient:
    def __init__(self, *, http: httpx.AsyncClient, config: BaseHTTPClientConfig) -> None:
        self._http = http
        self._config = config

    @classmethod
    def from_config(cls, config: BaseHTTPClientConfig) -> Self:
        http = httpx.AsyncClient(
            base_url=config.BASE_URL,
            timeout=config.TIMEOUT,
            limits=httpx.Limits(
                max_keepalive_connections=config.KEEP_ALIVE_CONNECTIONS,
                max_connections=config.MAX_CONNECTIONS,
            ),
            headers=config.auth_headers(),     # per-system seam, see config below
        )
        return cls(http=http, config=config)

    async def close(self) -> None:
        await self._http.aclose()

    async def _request(self, method: HTTPMethod, url: str, **kwargs: Any) -> httpx.Response:
        # tenacity AsyncRetrying with stop_after_attempt(config.MAX_RETRIES) +
        # wait_exponential, retrying on TransportError and HTTPStatusError.
        ...

Read the full file on GitHub · 310 lines

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 1mo ago First seen · 310 lines · 186 tokens per session scan A d6099d36fa20

Subscribe to this mod's changes

python-external-client is a skill published in the GitHub repository denyszhak/pystack-skills (4 stars, last pushed 5mo ago), licensed MIT. It adds 186 tokens to every session and 3,536 once invoked, about $0.0007 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 2026-08-31.

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