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llm-integration

Patterns for calling LLM APIs, streaming, structured output, and cost controls per stack.

Skill by alec-c4

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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/alec-c4-llm-integration

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Patterns for calling LLM APIs, streaming, structured output, and cost controls per stack.

Use cases: ml

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Install scripts
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/llm-integration

What's inside

Skill name
llm-integration
Description
Patterns for calling LLM APIs, streaming, structured output, and cost controls per stack.
License
MIT
Instructions
24 lines in SKILL.md · view on GitHub

Files (5)

  • SKILL.md
  • elixir.md · stacks/
  • node.md · stacks/
  • python.md · stacks/
  • rails.md · stacks/

SKILL.md (first lines)

# LLM integration

Use when adding chat, completion, embeddings, or agent features. Read the stack file from `topic_files.llm` after [stack-detection](../stack-detection/SKILL.md).

## Universal principles

- **Provider abstraction** — isolate vendor SDK behind one module; swap models via config.
- **Secrets** — API keys in env only; never in client bundles or logs.
- **Timeouts and retries** — bounded retries with backoff; fail closed on auth errors.
- **Structured output** — schema-validate JSON; do not trust free-form parsing for control flow.
- **Cost** — cap tokens, log usage in server paths, cache idempotent reads where safe.

## Stack reference

| Stack family | File |
|--------------|------|
| Rails | [stacks/rails.md](stacks/rails.md) |
| Node / Next / Nuxt / Svelte | [stacks/node.md](stacks/node.md) |
| Python / Django / FastAPI | [stacks/python.md](stacks/python.md) |
| Elixir / Phoenix | [stacks/elixir.md](stacks/elixir.md) |

Follow project conventions for AI SDK (Vercel AI SDK, LangChain, etc.) when already present — do not add a second stack.

From alec-c4/agent_dev_kit, MIT.

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Last commit (this folder)
Sep 6, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

llm-integration skill. Agent Mart. https://agentmart.dev/skills/alec-c4-llm-integration (last updated 2026-10-24)