---
title: "specification-skills"
description: "Requirements and specification workflow skills for AI agents: auditing acceptance criteria, finding requirement ambiguity, sharpening requirements, defining scope boundaries, surfacing assumptions, enumerating edge cases"
canonical: https://agentpluginsdirectory.com/plugins/specification-skills
last-updated: 2026-10-12
---

# specification-skills
Requirements and specification workflow skills for AI agents: auditing acceptance criteria, finding requirement ambiguity, sharpening requirements, defining scope boundaries, surfacing assumptions, enumerating edge cases, consolidating same-kind artifacts, and reconciling docs against the live source tree.
- Slug: specification-skills
- Publisher: Volodymyr Kolesnykov
- Repository: https://github.com/sjinks/ai-plugins
- Manifest: specification-skills/plugin.json
- License: MIT
- Category (editorial): other
- Skills: 8 (acceptance-criteria-quality, artifact-consolidation, assumption-surfacing, doc-source-reconciliation, requirement-sharpening, requirements-ambiguity-audit, scope-boundary-definition, spec-edge-case-enumeration)
- MCP servers: 0
- Stars: 1
- Repository created: 2026-06-10
- Repository last pushed: 2026-10-12
- Publisher type: User
- Listing: https://agentpluginsdirectory.com/plugins/specification-skills
- Schema: https://agent-plugins.org/schemas/1.0.0/plugin.schema.json

## What specification-skills does, in the publisher's words

A plugin that ships requirements and specification workflow skills for AI agents. The skills cover acceptance criteria, ambiguity, requirement precision, scope, assumptions, edge cases, artifact consolidation, and reconciliation of documentation with source code.

The skills are not hooks and do not intercept anything. Their descriptions state when each skill applies; a compatible host can use those descriptions for discovery.

- skills/acceptance-criteria-quality/: write, rewrite, or audit acceptance criteria against a five-property contract (testable, observable, single, scoped, implementation-neutral) plus a five-category coverage check, so each criterion can be objectively verified before work starts.
- skills/requirements-ambiguity-audit/: audit draft specs, requirements, and user stories for ambiguity across eight classes (vague quantifiers, undefined terms, missing actors, conflicting requirements, placeholders, unspecified paths, ambiguous references, untestable wording) with quotes, plausible readings, and proposed rewrites.

From the project README, punctuation lightly normalized. Full text: https://raw.githubusercontent.com/sjinks/ai-plugins/HEAD/specification-skills/README.md
