lh-llm-integration SKILL.md skillA
lh-llm-integration from jrodrigopuca/local-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jrodrigopuca/local-agents/lh-llm-integration@v1.1Pins v1.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jrodrigopuca/local-agents
- Path
data-ml/skills/lh-llm-integration/SKILL.md- Versions recorded
- 1
- Latest version
- v1.1, committed Oct 14, 2026
- Size
- 11,099 bytes
- Repository stars
- 2
- License
- Apache-2.0
Building reliable product features on LLMs: RAG, prompting-as-code, output validation, evals, and cost/latency engineering. Trigger: load when integrating an LLM into a product — chat, extraction, RAG, agents, or any "add AI to this" request.
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
## Critical Patterns ### 1. Treat the LLM as an unreliable external dependency It's a network call to a probabilistic service that can be slow, wrong, malformed, or down. Engineer accordingly: constrain the output at generation when the API offers it (structured outputs, a schema the model must satisfy) and validate it anyway before trusting it — an LLM promising JSON is not JSON until parsed; handle timeouts and failures gracefully; and never let its raw output reach a dangerous sink (a database, a shell, the DOM, a tool call) unchecked. Everything the model READS is input from whoever wrote it — a document, a ticket, a web page, a tool result — and instructions hidden in that input are the attack ([security/lh-threat-modeling](../../../security/skills/lh-threat-modeling/SKILL.md) maps it; [lh-code-audit](../../../security/skills/lh-code-audit/SKILL.md) hunts it). Data is never promoted to instructions, whatever it says. "The model usually returns the right format" is a production incident scheduled for later. ### 2. Prompts are code — versioned, reviewed, tested A prompt is program logic expressed in English; treat it like source: in …
Read the whole file at its exact version.
How to install
mdr add jrodrigopuca/local-agents/lh-llm-integration@sha256:1f2bc19b2a3764edThe line at the top of this page pins the label v1.1, 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.
[](https://markdownregistry.com/a/art_jqgy2ev6o4d47jlf)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11099 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
jrodrigopuca/local-agents · 2 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jqgy2ev6o4d47jlf GET https://markdownregistry.com/api/v1/resolve?ref=jrodrigopuca/local-agents/lh-llm-integration GET https://markdownregistry.com/api/v1/blob/1f2bc19b2a3764edc62571844fd7d893925af8d4d2929a07182254683cfa8b34
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.