openspec-workflows — datafile openspec-workflows, iterabledata, community, datafile, ide skills, file-conversion, jsonlines, messagepack, parquet, Claude Code, Cursor

v1.0.0

About this Skill

Perfect for Data Analysis Agents needing advanced data file format handling capabilities. OpenSpec proposal creation, validation, and implementation workflows. Use when creating change proposals, implementing specs, or working with OpenSpec conventions.

# Core Topics

datenoio datenoio
[29]
[1]
Updated: 2/26/2026

Killer-Skills Review

Decision support comes first. Repository text comes second.

Reference-Only Page Review Score: 7/11

This page remains useful for operators, but Killer-Skills treats it as reference material instead of a primary organic landing page.

Original recommendation layer Concrete use-case guidance Explicit limitations and caution Locale and body language aligned
Review Score
7/11
Quality Score
47
Canonical Locale
en
Detected Body Locale
en

Perfect for Data Analysis Agents needing advanced data file format handling capabilities. OpenSpec proposal creation, validation, and implementation workflows. Use when creating change proposals, implementing specs, or working with OpenSpec conventions.

Core Value

Empowers agents to read, write, and convert data files in various formats, supporting diverse data file types and enabling seamless data exchange using openspec-workflows' Python library, ideal for tasks involving data file conversions and integrations with multiple file formats.

Ideal Agent Persona

Perfect for Data Analysis Agents needing advanced data file format handling capabilities.

Capabilities Granted for openspec-workflows

Automating data file conversions
Generating data visualizations from diverse file formats
Debugging data inconsistencies across different file types

! Prerequisites & Limits

  • Requires Python environment
  • Limited to supported file formats

Why this page is reference-only

  • - The underlying skill quality score is below the review floor.

Source Boundary

The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.

After The Review

Decide The Next Action Before You Keep Reading Repository Material

Killer-Skills should not stop at opening repository instructions. It should help you decide whether to install this skill, when to cross-check against trusted collections, and when to move into workflow rollout.

Labs Demo

Browser Sandbox Environment

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Boot Container Sandbox

FAQ & Installation Steps

These questions and steps mirror the structured data on this page for better search understanding.

? Frequently Asked Questions

What is openspec-workflows?

Perfect for Data Analysis Agents needing advanced data file format handling capabilities. OpenSpec proposal creation, validation, and implementation workflows. Use when creating change proposals, implementing specs, or working with OpenSpec conventions.

How do I install openspec-workflows?

Run the command: npx killer-skills add datenoio/iterabledata/openspec-workflows. It works with Cursor, Windsurf, VS Code, Claude Code, and 19+ other IDEs.

What are the use cases for openspec-workflows?

Key use cases include: Automating data file conversions, Generating data visualizations from diverse file formats, Debugging data inconsistencies across different file types.

Which IDEs are compatible with openspec-workflows?

This skill is compatible with Cursor, Windsurf, VS Code, Trae, Claude Code, OpenClaw, Aider, Codex, OpenCode, Goose, Cline, Roo Code, Kiro, Augment Code, Continue, GitHub Copilot, Sourcegraph Cody, and Amazon Q Developer. Use the Killer-Skills CLI for universal one-command installation.

Are there any limitations for openspec-workflows?

Requires Python environment. Limited to supported file formats.

How To Install

  1. 1. Open your terminal

    Open the terminal or command line in your project directory.

  2. 2. Run the install command

    Run: npx killer-skills add datenoio/iterabledata/openspec-workflows. The CLI will automatically detect your IDE or AI agent and configure the skill.

  3. 3. Start using the skill

    The skill is now active. Your AI agent can use openspec-workflows immediately in the current project.

! Reference-Only Mode

This page remains useful for installation and reference, but Killer-Skills no longer treats it as a primary indexable landing page. Read the review above before relying on the upstream repository instructions.

Upstream Repository Material

The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.

Upstream Source

openspec-workflows

Install openspec-workflows, an AI agent skill for AI agent workflows and automation. Works with Claude Code, Cursor, and Windsurf with one-command setup.

SKILL.md
Readonly
Upstream Repository Material
The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.
Supporting Evidence

OpenSpec Workflows

When to Create Proposals

Create proposals for:

  • New features or capabilities
  • Breaking changes (API, schema)
  • Architecture changes
  • Performance optimizations (behavior changes)
  • Security pattern updates

Skip proposals for:

  • Bug fixes (restoring intended behavior)
  • Typos, formatting, comments
  • Non-breaking dependency updates
  • Configuration changes
  • Tests for existing behavior

Quick Commands

bash
1openspec list # List active changes 2openspec list --specs # List specifications 3openspec show [item] # Display change or spec 4openspec validate [item] --strict # Validate changes 5openspec archive <change-id> --yes # Archive after deployment

Creating Change Proposals

1. Context Checklist

Before starting:

  • Read openspec/project.md for conventions
  • Run openspec list to see active changes
  • Run openspec list --specs to see existing capabilities
  • Check for conflicts with pending changes

2. Choose Change ID

  • Use kebab-case, verb-led: add-, update-, remove-, refactor-
  • Examples: add-two-factor-auth, update-parquet-support
  • Ensure uniqueness

3. Scaffold Structure

bash
1mkdir -p openspec/changes/<change-id>/specs/<capability>

Create:

  • proposal.md - Why, what, impact
  • tasks.md - Implementation checklist
  • design.md - Only if needed (cross-cutting, architectural, or complex decisions)
  • specs/<capability>/spec.md - Delta changes

4. Write Spec Deltas

Use operation headers:

  • ## ADDED Requirements - New capabilities
  • ## MODIFIED Requirements - Changed behavior (include full requirement)
  • ## REMOVED Requirements - Deprecated features
  • ## RENAMED Requirements - Name changes

Critical: Every requirement MUST have at least one scenario:

markdown
1#### Scenario: Success case 2- **WHEN** user performs action 3- **THEN** expected result

5. Validate

bash
1openspec validate <change-id> --strict

Fix all issues before sharing the proposal.

Implementation Workflow

  1. Read proposal.md - Understand what's being built
  2. Read design.md (if exists) - Review technical decisions
  3. Read tasks.md - Get implementation checklist
  4. Implement tasks sequentially
  5. Update checklist: mark all tasks - [x] when complete
  6. Do not start implementation until proposal is approved

Archiving Changes

After deployment:

bash
1openspec archive <change-id> --yes

This moves changes/[name]/changes/archive/YYYY-MM-DD-[name]/

Common Patterns

Multi-Capability Changes

Create separate delta files:

changes/add-feature/
└── specs/
    ├── capability-a/
    │   └── spec.md   # ADDED: Feature A
    └── capability-b/
        └── spec.md   # ADDED: Feature B

MODIFIED Requirements

Always include the complete requirement:

  1. Copy entire requirement from openspec/specs/<capability>/spec.md
  2. Paste under ## MODIFIED Requirements
  3. Edit to reflect new behavior
  4. Keep at least one scenario

Troubleshooting

"Change must have at least one delta"

  • Check changes/[name]/specs/ exists with .md files
  • Verify files have operation prefixes

"Requirement must have at least one scenario"

  • Use #### Scenario: format (4 hashtags)
  • Don't use bullet points for scenario headers

Debug delta parsing:

bash
1openspec show [change] --json --deltas-only

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