llm-integration
Patterns for calling LLM APIs, streaming, structured output, and cost controls per stack.
Skill by alec-c4
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Install
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
Use cases: ml
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
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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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 6, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/alec-c4/agent_dev_kit
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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- 0.547score
feature
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Start feature workflow — analyze, spec v1.0, plan, TDD, comprehension, verification.
SkillBFreshness: B★ 1Claude Code +9 - 0.547score
fix
alec-c4
Start bug-fix workflow — analyze, spec bump, TDD fix, verification.
SkillBFreshness: B★ 1Claude Code +9 - 0.544score
intent-router
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comprehension-check
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changelog
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Draft user-facing changelog entries from spec changelog and merged PRs.
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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)