mcpbeat

Lamina Evaluation

aryaniyaps/lamina-evaluation

Judge product usability and evidence quality. Use when running Persona-based walkthroughs on a built product, planning an expert heuristic review, defining evidence-backed success metrics, or checking quantitative claims without inventing measurements. Use lamina-research to plan or synthesize evidence collection and lamina-ux to design interaction behavior.

1k tokens
context cost
the whole folder, loaded on every use
4
files
instructions only
0
copies elsewhere
how many repositories repackaged it
111
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/aryaniyaps/lamina --skill lamina-evaluation

What comes with it

2 448 bytes besides the instruction
references/heuristic-review.md
references/quantitative-validation.md
references/usability-evaluation.md

The instruction itself

4 sections, as written by the author

Lamina Evaluation

Reference-loading protocol

  • Match the request's primary evaluation method to one row below.
  • Open that linked reference before answering. Add another only when a second

method materially changes the answer; do not preload the directory.

  • Start the response with Using lamina-evaluation: <topic path(s)> so the

selected evaluation lens is auditable.

Topic index

| Evaluation signal | Read | Adds |

|---|---|---|

| Need actors to attempt workflows and edge probes on a built product | Actor Evaluation | Persona-based walkthrough method and reproducible blockers |

| Need specialists to inspect a contract or live product through explicit lenses | Expert Lens Review | parallel lens coverage tied to evidence and contract refs |

| Need success metrics, analytics interpretation, or experiment claims | Metrics Discipline | measurement boundaries and anti-fabrication rules |

Working rule

Use the smallest sufficient reference set. Actor evaluation requires a runnable

product; use expert review before build or when a lens-specific inspection is

requested. Pair either with metrics discipline only when real measurements or a

measurement plan are in scope.

How to use it

Copy the folder

Take aryaniyaps/lamina-evaluation from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.