๐Ÿงญ
AI EngineeringKotlin

Spec Quality Framework

by jpicklyk

Spec Quality Framework is an AI Engineering skill for Claude Code, published by jpicklyk in task-orchestrator.

206 stars20 forkson jpicklyk/task-orchestratorAdded 2026/09/05Repository updated 2026/08/04
ai-coding-assistantai-developmentai-harnessai-memoryai-toolsclaudeclaude-codeclaude-desktopcontext-persistencedeveloper-toolsharness-engineeringharness-frameworkmcpmcp-servermodel-context-protocoltask-managementvibe-codingworkflow-automation
Install in seconds
Install Spec Quality Framework
Copy Spec Quality Framework into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/jpicklyk/task-orchestrator/tree/main/.claude/skills/spec-quality ~/.claude/skills/spec-quality

Requires Node.js. Downloads this skill only โ€” not the rest of the repository โ€” into your Claude Code skills folder.

Without Node.js

git clone https://github.com/jpicklyk/task-orchestrator.git

Clones the whole repository, then copy the skillโ€™s own directory into your skills folder yourself.

In this catalog

Source file
.claude/skills/spec-quality/SKILL.md in jpicklyk/task-orchestrator
Installs to
~/.claude/skills/spec-quality
Collection
One of 25 skills cataloged from this repository
Category
AI Engineering โ€” 3101 skills

What Spec Quality Framework does

Spec Quality Framework defines the minimum analysis a plan must include: alternatives, non-goals, blast radius, risk flags, and test strategy. Use it when filling queue-phase specification notes for MCP work items.

Spec Quality Framework is cataloged under AI Engineering on DirSkills. Spec Quality Framework comes from a repository tagged ai-coding-assistant, ai-development, ai-harness, ai-memory and ai-tools.

Documentation

README

Specification Quality Framework

This skill defines the minimum thinking floor for plans and specifications. The sections below represent what every plan must address. They are not a ceiling โ€” if the problem demands additional analysis, add it. But these areas must not be skipped.

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Spec Quality Framework

  • What else does jpicklyk publish alongside Spec Quality Framework?

    Spec Quality Framework is one of 25 skills that DirSkills catalogs from jpicklyk/task-orchestrator, the repository it ships in. Its siblings there include API Compatibility Review, Adopt Project Scope and Batch Complete. Each one is a separate skill with its own page in this directory, installs the same way Spec Quality Framework does, and is maintained by jpicklyk in that same repository. The rest of the collection is listed on the jpicklyk/task-orchestrator page.

  • How does Spec Quality Framework compare to other AI Engineering skills?

    Spec Quality Framework ranks #2796 by stars among the 3101 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Spec Quality Framework against them. Open each page to compare what they document and how they install.

More from jpicklyk/task-orchestrator

Spec Quality Framework is one of 25 skills cataloged on DirSkills from jpicklyk/task-orchestrator.

See all 25 skills โ†’
๐Ÿงช
48m ago

API Compatibility Review

API Compatibility Review assesses changes to MCP tools and REST endpoints separately for compatibility notes. Use it when a change may affect parameter schemas, response shapes, or documentation updates.
Quality
20620
๐Ÿ—‚๏ธ
48m ago

Adopt Project Scope

Adopt Project Scope migrates an existing unscoped Task Orchestrator database to project scoping in place. It creates or attaches a project root, re-parents existing work trees, and writes the root UUID to config.yaml when setting up a workspace for multiple projects.
Automation
20620
โœ…
48m ago

Batch Complete

Batch Complete closes out or cancels multiple items in a task tree. Use it to finish a feature subtree, clean up old work, or archive completed workstreams.
Automation
20620
๐Ÿ› ๏ธ
48m ago

Configure Server

Configure Server decides how the MCP Task Orchestrator container runs and is reached, including HTTP vs STDIO, REST API mode, port publishing, config mounts, and config-sync. Use it when reconfiguring the server, exposing the API, or switching endpoints.
DevOps
20620
๐Ÿ—‚๏ธ
48m ago

Create Item

Create Item turns conversation context into a tracked MCP work item. It anchors bugs, features, tech debt, and observations in the right container, infers priority, and can create single items or work trees.
AI Engineering
20620
๐Ÿ”—
48m ago

Dependency Manager

Dependency Manager visualizes, creates, and deletes BLOCKS-style dependencies between MCP work items. Use it to see what blocks an item, link items, remove edges, or diagnose why work cannot start.
Automation
20620