Write BDD Gherkin feature files and fabricate test data from a specification. Use to project a use case catalogue (Cockburn White/Blue) or turn acceptance criteria or an EPIC into business-language .feature scenarios — Scenario Outline with Examples, explicit edge cases, no implementation detail, traced back to use…
Standardise the application-repo Continuous Delivery side of Meaningfy systems — the deploy trigger, the reusable deploy mechanism, and the release/image standard. Use to set up a CD/deploy workflow, release and push a versioned Docker image to a registry (recommended GHCR, tagged by semver + git sha), standardise or…
Pre-ingestion quality gate for specifications and documents before they drive implementation. Use to score a spec/EPIC against a 13-item checklist (6-criterion rubric, must reach ≥9/10), surfacing hidden assumptions and ungrounded claims. Trigger on "score this spec", "is this spec ready", "run the clarity gate"…
Build and evolve a living, representation-agnostic conceptual model for a product (programming) project — the domain's entities, attributes, relationships, and meaning — and choose how it is rendered. Use to model the domain, do conceptual data modelling in UML, run ontology-engineering at the concept level…
Produce the Decision Package — the paid keystone deliverable of a semantic/data consulting engagement's P1 Decision Phase. Use to write the recommendation, the in/out scope, the sequenced (pilot → scale) roadmap, the buy/build/defer decisions, and the ready-to-contract execution brief that hands off to the…
Shape an EPIC from human seeds, then derive its clarity-gated PLAN. Specifications-first, Shape-Up style — the EPIC is the work shape (appetite, problem, solution outline, key decisions, rabbit-holes, no-gos) and IS the OpenSpec proposal; the PLAN is the derived executable breakdown (design + tasks) scored by the…
A lightweight fixed-cost scoping / estimation discipline that de-risks fixed-cost bids — a CHECKLIST + METHOD, not a heavy model. Produces a work breakdown plus PERT-weighted effort estimates, uncertainty ranges, assumptions & exclusions, and contingency, feeding the SoW scope boundary. PERT (three-point: optimistic /…
Use when turning rough input into a clear, concise, persuasive executive message or analysis: a board paper, proposal, client recommendation, email or Slack note, spoken narrative, slide outline, or a strategic problem to be solved. Triggers include "structure this", "make this persuasive", "write this up for a board…
Apply explanatory craft so that Explanation-quadrant prose reads clearly — one controlling metaphor, a concrete example beside every abstract claim, self-answered question pivots, short declaratives, coin-and-explain, a confident grounded close. Use when writing or improving an explainer, a blog-style or internal…
Apply agentic guardrails to every step where an LLM agent acts — decision bounds, output validation, and prompt-injection defence. Use to make an agent step safe before it runs tools, writes files, or trusts external content. Guardrails validate agent BEHAVIOUR (is this action in bounds, is this output well-formed, is…
The operational LinkML craft, downstream of an existing model or spec — never greenfield. Use to derive a LinkML schema from a UML model, a text spec, a model2owl output, or another existing model; to author/refine it (reusable slots, the URI-as-datatype artifice, implicit classuri/sloturi, enums, schema-level…
The Meaningfy pre-PR review — two modes (standalone = five lens subagents fanned out in parallel, one lens each; interactive main-thread), a methodical catalogue-complete review procedure (traverse the whole cosmic-python region a lens owns, not a fixed subset), and a fit-and-refactoring investigation, reported by…
Meaningfy git and GitHub conventions — Conventional Commits (imperative, no trailing punctuation), branch naming, rebase/merge etiquette, the pull-request workflow, free-tier GitHub constraints, and dev-environment hygiene. Use when committing, branching, opening or maintaining a PR, or setting up a development…
The shared, representation-agnostic modelling craft reused across the modelling skills — naming discipline, modelling anti-patterns, and the guardrails a modeller follows while working, plus the two load-bearing principles (decouple attributes into reusable first-class properties; identify everything by a stable URI…
Scaffold or modernise a Meaningfy-standard repo and PROJECT the Meaningfy spine into it — a top-level package (no src/), Poetry + dedicated root tool configs, cosmic-python layering with import-linter guardrails, TDD+BDD tests, a CLAUDE-canonical agentic setup (CLAUDE.md is canonical; AGENTS.md is an optional…
Produce the proposal + Statement of Work (SoW) that frames the paid Decision Phase (P1) offer — with an explicit in/out scope boundary, priced as a fixed frame. This is the ENTRY skill of the consulting front-of-funnel: it qualifies the need, frames the Decision Phase offer, prices it (delegating the numbers to…
Use when someone running or building a semantic-technologies / data consulting business (ontologies, knowledge graphs, data governance, MDM, semantic interoperability) is thinking through a business, service-design, pricing, partnering, engagement-process, client-situation (B2B sale or B2G tender), negotiation, or…
Steward the living specification spine after an EPIC is authored — the EPIC↔change lifecycle, archiving completed changes, grooming the durable specs/ store, and keeping the orientation index in sync. Use when finishing/archiving a change, merging spec deltas into the truth, grooming or reviewing the living specs, or…
Produce clear documentation, explanations, summaries, and docstrings — AsciiDoc/Antora or Markdown — with a lightweight clarity check. Use to write or improve project docs, explain how a module works, summarise an area, or add docstrings. Trigger on "document this", "write docs/README", "explain how X works", "add…
The register/genre-conditional catalogue of how writing fails — a genre map (Tutorial, How-to, Reference, Explanation, Decision, Decision record, Contract/specification, Coaching dialogue), a short list of defects that apply regardless of genre, and an inversion matrix of antipatterns whose correctness depends on…
System-level solution architecture — C4 levels (Context, Container, Component, Code), ArchiMate and UML notations, ADRs, and contracts (OpenAPI/AsyncAPI/LinkML). Use for system and solution design, architecture documentation, and architectural decision-making. Distinct from code structure inside a service (see the…
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GPL-3.0
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: