evaluating-new-technology

evaluating-new-technology is a skill for Claude Code, Codex from liqiongyu/lenny_skills_plus. It costs 39 tokens per session (2,141 once invoked), scanned A, original, Apache-2.0.

A structured way to evaluate a new technology, platform, vendor, or AI product before adopting it.

In plain words
What is it for?
Use it to assess emerging tools, plan proof-of-value pilots, review security and operational risks, and recommend whether to build or buy.
Why use it?
It replaces an informal choice with a comparison of options, build-versus-buy reasoning, a pilot plan, risks, and a decision record.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to assess emerging tools, plan proof-of-value pilots, review security and operational risks, and recommend whether to build or buy.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/liqiongyu/lenny_skills_plus/evaluating-new-technology
Install

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.

Any agent
npx skills add liqiongyu/lenny_skills_plus --skill evaluating-new-technology
Clone the repo
git clone --depth 1 https://github.com/liqiongyu/lenny_skills_plus

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for evaluating-new-technology

README.md
[![agentmods](https://agentmods.dev/badge/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology/github.svg)](https://agentmods.dev/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology)
Your own site
<a href="https://agentmods.dev/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology"><img src="https://agentmods.dev/badge/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology/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.

agentmods 80×15 button for evaluating-new-technology

Your own site · 80×15
<a href="https://agentmods.dev/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology"><img src="https://agentmods.dev/badge/skills/liqiongyu/lenny_skills_plus/evaluating-new-technology.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,141 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.02141
Opus 5.5 $0.00016 $0.00856
Sonnet 5.5 $0.00008 $0.00428
Haiku 4.5 $0.00004 $0.00214

Measured 2mo ago against content hash 910af5064565, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

evaluating-new-technology 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 2mo 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.

skills/evaluating-new-technology/SKILL.md · 136 lines

How it starts

The opening of the file, as written. The whole thing — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Evaluating New Technology

Scope

Covers

  • Evaluating a new tool/platform/vendor (including AI products) for adoption
  • Emerging tech “should we use this?” decisions
  • Build vs buy decisions and tech stack changes
  • Running a proof-of-value pilot and capturing evidence
  • First-pass risk review (security/privacy/compliance, vendor claims, operational readiness)

When to use

  • “Evaluate this new AI tool/vendor for our team.”
  • “Should we build this in-house or buy a vendor?”
  • “We’re considering changing our analytics/experimentation stack—make a recommendation.”
  • “Create a technology evaluation doc with a pilot plan, risks, and decision memo.”

When NOT to use

  • You don’t have a real problem/job to solve yet (use problem-definition first).
  • You need a full product strategy/roadmap (use ai-product-strategy).
  • You’re designing how to build an LLM system (use building-with-llms).
  • You need a formal security assessment / penetration testing (engage security; this skill produces a structured first pass).
  • You are weighing trade-offs within an existing design or architecture decision (use evaluating-trade-offs).
  • You need to manage or pay down existing technical debt rather than adopt something new (use managing-tech-debt).
  • You already chose the technology and need an implementation/migration plan (use managing-tech-debt or platform-infrastructure).

Inputs

Minimum required

  • Candidate technology (what it is, vendor/build option, links if available)
  • Problem/workflow to improve + who it’s for
  • Current approach/stack and what’s not working
  • Constraints: data sensitivity, privacy/compliance, budget, timeline, regions, deployment model (SaaS/on-prem)
  • Decision context: who decides, adoption scope, risk tolerance

Missing-info strategy

  • Ask up to 5 questions from references/INTAKE.md (3–5 at a time).
  • If still missing, proceed with explicit assumptions and present 2–3 options (e.g., buy vs build vs defer).
  • Do not request secrets. If asked to run tools, change production systems, or sign up for vendors, require explicit confirmation.

Read the full file on GitHub · 136 lines

Changes

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.

  1. 2mo ago First seen · 136 lines · 39 tokens per session scan A 910af5064565

Subscribe to this mod's changes

evaluating-new-technology is a skill published in the GitHub repository liqiongyu/lenny_skills_plus (53 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 39 tokens to every session and 2,141 once invoked, about $0.0002 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 2026-08-30.

Related

evaluating-new-technology compared with skills from other repositories

evaluating-new-technology next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
evaluating-new-technologyliqiongyu/lenny_skills_plusSkill535mo agoApache-2.0A39Claude Code, Codex
happiness-skillkangarooking/cangjie-skillSkill12k1mo agoMITA136Claude Code, Codex
setup-matt-pocock-skillsdevcxl/mattpocock-skills-zhSkill5303d agoMITA43Claude Code, Codex
pixel-art-studioAnastasiyaW/codex-claude-code-configSkill214yesterdayMITA349Claude Code
config-validatorjmagly/aiwgSkill229yesterdayMITA15Claude Code, Codex
aiwg-regenerate-copilotjmagly/aiwgSkill229yesterdayMITA25Claude Code, Codex
link-checkjmagly/aiwgSkill229yesterdayMITA29Claude Code, Codex