mcpbeat Sign in

Lamina Product Behavior Agent Skill

Define authoritative runtime product truth across actors and views. Use when modeling domain behavior, setting product density, specifying side effects, protecting invariants, choosing consistency guarantees, handling retries or concurrent actions, defining time semantics and prerequisites, drawing ownership boundaries, or keeping views coherent. Use lamina-systems for causal loops and change over time, and lamina-ux for interaction expression.

6k tokens
context cost
the whole folder, loaded on every use
11
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-product-behavior

What comes with it

21 759 bytes besides the instruction
references/consistency-guarantees.md
references/dependencies.md
references/idempotency-concurrency.md
references/invariants.md
references/modularity-boundaries.md
references/multi-view-integrity.md
references/platform-posture.md
references/product-behavior.md
references/side-effects.md
references/time-semantics.md

The instruction itself

4 sections, as written by the author

Lamina Product Behavior

Reference-loading protocol

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

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

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

the selected behavior lens is auditable.

Topic index

| Runtime signal | Read | Adds |

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

| Need the represented domain model to match how actors understand the task | Product Behavior | entities, permissions, workflows, surfaces, and illegal states |

| Need to choose how much power or complexity each actor sees | Product Density | actor- and surface-specific complexity budgets |

| One mutation must update, notify, invalidate, audit, or retry elsewhere | Side Effects | primary effect, downstream effects, delivery lifecycle, and failure recovery |

| Need a rule that must hold in every valid state | Invariants | explicit predicates and violation probes |

| Views may lag or disagree after a state change | Consistency Guarantees | strong, eventual, and read-your-writes product promises |

| An operation may repeat, race, conflict, or arrive after state changed | Idempotency and Concurrency | duplicate safety, conflict policy, and fencing |

| Behavior depends on zones, dates, recurrence, duration, deadline, or correction | Time Semantics | explicit temporal meaning and boundary behavior |

| A workflow requires prior setup, ownership, state, or another workflow | Dependencies | prerequisite edges and unmet behavior |

| Need to decide which domain owns a rule or what data crosses a boundary | Modularity Boundaries | information hiding and cohesive ownership |

| Several roles or surfaces must agree on the same entity and lifecycle | Multi-View Integrity | handoffs, visibility, and cross-view truth |

Working rule

Use the smallest sufficient reference set. Common pairs are invariants +

idempotency for consequential writes, consistency + multi-view integrity for

role-based products, and side effects + time semantics for scheduled delivery.

Keep behavior in product language; do not prescribe implementation machinery

unless the user asks for it.

Other skills for the same job

different authors, same section of the catalogue
Protocolsio Integration
by christophacham
×4

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.

16k tokens
Tailored Resume Generator
by frostant
×4

Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances

3k tokens
Excalidraw Diagram Generator
by github
vendor ×3

Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.

36k tokens scripts
Expo Dev Client
by openai
vendor ×3

Build and distribute Expo development clients locally or via TestFlight

961 tokens
Executing Plans
by ZhanlinCui
×3

Use when you have a written implementation plan to execute in a separate session with review checkpoints

542 tokens
Anndata
by christophacham
×3

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.

16k tokens
Benchling Integration
by christophacham
×3

Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.

14k tokens
Biopython
by christophacham
×3

Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.

24k tokens

How to use it

Copy the folder

Take aryaniyaps/lamina-product-behavior 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.