🛠️
AutomationKotlin

Implement

by jpicklyk

Implement is an Automation 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 Implement
Copy Implement 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/implement ~/.claude/skills/implement

Requires Node.js. Downloads this skill only — not the rest of the repository — 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 skill’s own directory into your skills folder yourself.

In this catalog

Source file
.claude/skills/implement/SKILL.md in jpicklyk/task-orchestrator
Installs to
~/.claude/skills/implement
Collection
One of 25 skills cataloged from this repository
Category
Automation1956 skills

What Implement does

Implement takes MCP work items from backlog to merged PR. It handles branching, schema-driven planning, implementation, review, and PR creation when you need to pick up a task or fix bugs.

Implement is cataloged under Automation on DirSkills. Implement comes from a repository tagged ai-coding-assistant, ai-development, ai-harness, ai-memory and ai-tools.

Documentation

README

Implement

End-to-end workflow for taking MCP work items from queue to PR. This skill composes the schema-driven planning (spec-quality), implementation, review (review-quality), and git/PR workflow into a single pipeline.

Usage:

  • /implement <item-id> — work on a specific item
  • /implement — with context about what to work on
  • Can process single items or multiple items in batch

Step 1 — Assess the Work

Load the item(s) and determine the execution tier and interaction mode.

For each item, call get_context(itemId=...) to understand:

  • Current role and gate status
  • Schema tag (feature-implementation, bug-fix, etc.)
  • Existing notes already filled
  • Dependencies and blocked status

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

Commands Implement provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

  • /implement
  • /simplify

Frequently asked about Implement

  • What else does jpicklyk publish alongside Implement?

    Implement 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 Implement 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 Implement compare to other Automation skills?

    Implement ranks #1729 by stars among the 1956 Automation skills in this catalog. The most-starred ones next to it are Autonomous Loops, Autonomous Agent Harness and Automation Audit Ops. 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 Implement against them. Open each page to compare what they document and how they install.

More from jpicklyk/task-orchestrator

Implement is one of 25 skills cataloged on DirSkills from jpicklyk/task-orchestrator.

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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.
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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.
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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.
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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.
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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.
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