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llm-inference-integration SKILL.md skillA

llm-inference-integration from ccoalm/ccl-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add ccoalm/ccl-skills/llm-inference-integration@git:20260907.2a1553a

Pins git:20260907.2a1553a in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: ccoalm/ccl-skills
Path: skills/llm-inference-integration/SKILL.md
Versions recorded: 7
Latest version: git:20260907.2a1553a, committed Sep 7, 2026
First version recorded: Aug 22, 2026
Size: 22,851 bytes
Repository stars: 6
License: Apache-2.0

Use when designing, implementing, reviewing, debugging, or operating LLM, agent, RAG, prompt, model-routing, streaming, evaluation, replay, shadow, token-cost, or batch inference features across backend products. Product-agnostic; do not depend on prior codebase names, paths, providers, or business domains. Triggers also include "接 LLM", "大模型怎么调", "提示词怎么写", "RAG 怎么实现", "LLM 智能体 / 工具调用怎么搭", "模型评测".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# LLM Inference Integration

Use this for product backend work that calls, hosts, evaluates, or operates LLM and inference systems. Keep the skill generic: extract reusable mechanics only, not business-specific prompts, datasets, provider names, repository paths, or domain nouns.

- Code/test changes require self-checks; invoke `code-review` automatically before completion.

## Skill Routing

- Use this skill for LLM gateway/client design, model registry, prompt versioning, agent/tool orchestration, streaming APIs, fallback, token/cost accounting, evals, replay, shadow comparison, batch inference, and inference observability.
- Use `go-microservice-architecture` or `go-microservice-dev` when the work is mainly a Go service with ordinary storage/RPC/MQ concerns and only minor LLM integration.
- Use `python-service-architecture` or `python-service-dev` when the work is mainly a Python service, AI-service host, worker, SDK/package, or batch job with ordinary API/storage/Redis/queue/pytest/packaging concerns and only minor inference integration.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add ccoalm/ccl-skills/llm-inference-integration@sha256:f79872e12ba613d1

The line at the top of this page pins the label git:20260907.2a1553a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_dspu3iofhak7bdoq.svg)](https://markdownregistry.com/a/art_dspu3iofhak7bdoq)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 22, 2026 and Sep 7, 2026, about one every 3 days.

version	committed	commit	size	audit
git:20260907.2a1553a latest	2026-09-07	2a1553a	22,851 B	A	view · diff
git:20260907.78d410b	2026-09-07	78d410b	22,847 B	A	view · diff
git:20260902.04d8916	2026-09-02	04d8916	22,755 B	A	view · diff
git:20260902.d5919e7	2026-09-02	d5919e7	22,675 B	A	view · diff
git:20260901.1c17028	2026-09-01	1c17028	21,250 B	A	view · diff
git:20260830.050daf6	2026-08-30	050daf6	20,909 B	A	view · diff
git:20260822.05a5b65	2026-08-22	05a5b65	21,042 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (22851 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

ccoalm/ccl-skills · 6 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dspu3iofhak7bdoq
GET https://markdownregistry.com/api/v1/resolve?ref=ccoalm/ccl-skills/llm-inference-integration
GET https://markdownregistry.com/api/v1/blob/f79872e12ba613d1943832acd3fbf762e5ed249e88215d6a6dad3598a5d4a642

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.