ai-serving-apis

ai-serving-apis is a skill for Claude Code from lebsral/DSPy-Programming-not-prompting-LMs-skills. It costs 134 tokens per session (3,163 once invoked), scanned A, original, no licence file.

A way to expose an AI feature through an API, which is a web endpoint that other software can call. It can wrap an AI program or language model in REST or HTTP services.

In plain words
What is it for?
Use it to build AI microservices, add AI to a backend, serve models through FastAPI or Flask, or deploy AI endpoints for production use.
Why use it?
It lets existing backends and other services use an AI feature through a standard web request. This turns a local AI program into a service that can be deployed and called by applications.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the dspy-build-skills plugin — 28 skills shipped together

Good fit Use it to build AI microservices, add AI to a backend, serve models through FastAPI or Flask, or deploy AI endpoints for production use.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis
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 lebsral/DSPy-Programming-not-prompting-LMs-skills --skill ai-serving-apis
Clone the repo
git clone --depth 1 https://github.com/lebsral/DSPy-Programming-not-prompting-LMs-skills

Made for: Claude Code.

Or install dspy-build-skills, the plugin that ships this one along with the rest of its 28 skills.

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 ai-serving-apis

README.md
[![agentmods](https://agentmods.dev/badge/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis/github.svg)](https://agentmods.dev/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis)
Your own site
<a href="https://agentmods.dev/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis"><img src="https://agentmods.dev/badge/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis/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 ai-serving-apis

Your own site · 80×15
<a href="https://agentmods.dev/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis"><img src="https://agentmods.dev/badge/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-serving-apis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 134 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,163 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 unknown 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 $0.00134 $0.03163
Opus 5 $0.00067 $0.01581
Sonnet 5 $0.00027 $0.00633
Haiku 4.5 $0.00013 $0.00316

Measured 12d ago against content hash d186a3773b8e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ai-serving-apis 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 12d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/fastapi_template.py, templates/app.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.

Makes network callslowCapability

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

curl http://localhost:8000/health
skills/ai-serving-apis/SKILL.md · 360 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

6 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. 12d ago First seen · 360 lines · 134 tokens per session scan A d186a3773b8e

Subscribe to this mod's changes

ai-serving-apis is a skill published in the GitHub repository lebsral/DSPy-Programming-not-prompting-LMs-skills (11 stars, last pushed 2mo ago), with no licence file. It adds 134 tokens to every session and 3,163 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 2026-08-30.

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