Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add jnPiyush/AgentX --skill low-code-vs-pro-codegit clone --depth 1 https://github.com/jnPiyush/AgentXWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/jnpiyush/agentx/low-code-vs-pro-code)<a href="https://agentmods.dev/skills/jnpiyush/agentx/low-code-vs-pro-code"><img src="https://agentmods.dev/badge/skills/jnpiyush/agentx/low-code-vs-pro-code/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/jnpiyush/agentx/low-code-vs-pro-code"><img src="https://agentmods.dev/badge/skills/jnpiyush/agentx/low-code-vs-pro-code.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00118 | $0.02595 |
| Opus 5.5 | $0.00047 | $0.01038 |
| Sonnet 5.5 | $0.00024 | $0.00519 |
| Haiku 4.5 | $0.00012 | $0.00260 |
Grade A, and why
low-code-vs-pro-code scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 180 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Low-Code vs Pro-Code Architecture Review
Purpose: give the Architect and Architecture Reviewer a repeatable rubric for choosing between low-code platforms and pro-code, and for reviewing whether an existing decision still fits. Focus: decision criteria, anti-patterns, review checklist, escalation triggers. Not a tutorial for any specific platform.
When to Use
- Reviewing an ADR that picks Copilot Studio, Power Apps, Power Automate, Logic Apps, or another low-code platform
- Reviewing an ADR that picks pro-code where a low-code platform would have been adequate
- An existing low-code solution is hitting limits (perf, governance, complexity) and a migration is proposed
- An AI agent is being scoped and the team must choose between Copilot Studio (declarative, low-code) and Foundry/Agent Framework (pro-code)
- The user explicitly asks "should this be low-code or pro-code?"
Core Definitions
| Term | Meaning |
|---|---|
| Low-code | Declarative or visual authoring with vendor-managed runtime. Examples: Microsoft Copilot Studio, Power Apps, Power Automate, Logic Apps, AppSheet, OutSystems, Mendix, Retool, Make. |
| No-code | Subset of low-code with no scripting surface at all. Same review rubric applies. |
| Pro-code | Source code in a general-purpose language with self-managed lifecycle. Examples: .NET/C#, Python, TypeScript, Rust, Foundry SDK, Microsoft Agent Framework, LangGraph. |
| Hybrid | Low-code shell calling pro-code components (custom connectors, Functions, MCP tools, plugins, custom skills). The most common production answer. |
Hybrid is usually the right answer for non-trivial systems. Treat "pure low-code" and "pure pro-code" as endpoints on a spectrum, not as defaults.
Decision Rubric (Score Each Dimension 1-5)
Score the proposed approach against each dimension. 1 = poor fit, 5 = excellent fit. Score both approaches if the ADR did not. Pick the higher total. Tie -> prefer the option with the lower long-term risk.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed 717e7b0ace4b
- 1mo ago First seen · 180 lines · 118 tokens per session scan A 12539ff0e681
low-code-vs-pro-code is a skill published in the GitHub repository jnPiyush/AgentX (16 stars, last pushed 3d ago), licensed Apache-2.0. It adds 118 tokens to every session and 2,595 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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