ai-agent-development SKILL.md skillA
ai-agent-development from jnpiyush/agentx is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jnpiyush/agentx/ai-agent-development@git:20261010.87e53aaPins git:20261010.87e53aa in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jnpiyush/agentx
- Path
.github/skills/ai-systems/ai-agent-development/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261010.87e53aa, committed Oct 10, 2026
- First version recorded
- Feb 13, 2026
- Size
- 13,853 bytes
- Repository stars
- 18
- License
- Apache-2.0
Build production-ready AI agents with Microsoft Foundry and Agent Framework. Use when creating AI agents, selecting LLM models, implementing agent orchestration, adding tracing/observability, or evaluating agent quality. Covers agent architecture, model selection, multi-agent workflows, and production deployment.
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 Agent Development > **Purpose**: Build production-ready AI agents with Microsoft Foundry and Agent Framework. > **Scope**: Agent architecture, model selection, orchestration, observability, evaluation. --- ## When to Use This Skill - Building AI agents with Microsoft Foundry or Agent Framework - Selecting LLM models for agent scenarios - Implementing multi-agent orchestration workflows - Adding tracing and observability to AI agents - Evaluating agent quality and response accuracy ## Decision Tree ``` Need an AI agent? +-- Simple request-response? -> Single agent with tools +-- Multi-step reasoning? -> Reasoning model (tuned effort) + planner +-- Multiple specialized domains? -> Multi-agent orchestration +-- Human approval needed? -> Human-in-the-loop workflow +-- High reliability required? -> Reflection + self-correction loop +-- Real-time streaming? -> Async event-driven agent ``` ## Prerequisites - A runtime version supported by the target repository - A current stable Agent Framework SDK version verified against official docs - Microsoft Foundry workspace with deployed model ## Quick Start ### Installation …
Read the whole file at its exact version.
How to install
mdr add jnpiyush/agentx/ai-agent-development@sha256:82e3273833393624The line at the top of this page pins the label git:20261010.87e53aa, 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_snyvr74o7cbm3h2p)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Feb 13, 2026 and Oct 10, 2026, about one every 48 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261010.87e53aa latest | 2026-10-10 | 87e53aa | 13,853 B | A | view · diff |
| git:20260903.b3f2610 | 2026-09-03 | b3f2610 | 13,861 B | A | view · diff |
| git:20260404.1693004 | 2026-04-04 | 1693004 | 13,075 B | A | view · diff |
| git:20260301.969f335 | 2026-03-01 | 969f335 | 13,074 B | A | view · diff |
| git:20260216.30e409a | 2026-02-16 | 30e409a | 11,810 B | A | view · diff |
| git:20260213.2b48856 | 2026-02-13 | 2b48856 | 11,961 B | A | view |
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 (13853 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
jnpiyush/agentx · 18 stars · license Apache-2.0 · pushed 2026-11-01 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_snyvr74o7cbm3h2p GET https://markdownregistry.com/api/v1/resolve?ref=jnpiyush/agentx/ai-agent-development GET https://markdownregistry.com/api/v1/blob/82e327383339362459ec78f3f4bf2273fdf18b7220786f6f16102bcec6d32fbb
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.