software-ai-integration SKILL.md skillA
software-ai-integration from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/software-ai-integration@v1.3Pins v1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/software-ai-integration/SKILL.md- Versions recorded
- 1
- Latest version
- v1.3, committed Oct 5, 2026
- Size
- 23,397 bytes
- Repository stars
- 101
- License
- MIT
Applies production AI integration patterns for chat, structured output, guardrails, provider routing, and AI UX. Use when adding LLM-powered features to an application.
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
# AI-Augmented Product Engineering ## Quick Reference | Concern | Defaults | |---|---| | LLM API integration | Vercel AI SDK by default; use a direct provider SDK when its capabilities or smaller abstraction fit better (see Integration and Gateway Choice) | | Streaming responses | SSE / ReadableStream from the SDK's server streaming call; streaming mode matched to guardrail risk (see Streaming Architecture) | | Structured output | Schema-constrained output or tool calling, one schema definition (e.g. Zod) validated in code; contract rules in ai-prompt-engineering | | Chat interface | The SDK's chat UI hook, or a custom streaming UI | | AI-assisted forms | Inline suggestions, auto-complete, content generation | | Guardrails | Input/output filtering, content moderation, PII detection | | Cost management | Token counting, caching (semantic + exact), model routing | | Multi-provider | Thin internal router for one product; consider a Portkey-class gateway for shared routing or policy (see Integration and Gateway Choice) | | Evaluation | Human feedback, LLM-as-judge, A/B testing AI variants | | RAG in products | Vector search + context injection (see also ai-rag for deeper patterns) | …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/software-ai-integration@sha256:eb9c21c791f6b618The line at the top of this page pins the label v1.3, 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_ndwuti4vfbo5ulsw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 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 (23397 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ndwuti4vfbo5ulsw GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/software-ai-integration GET https://markdownregistry.com/api/v1/blob/eb9c21c791f6b6188618735f275345dbcf6eeb5b8ff9290f152b29602ad26862
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.