Agent skill

Incremental Implementation

by skuramatata in skuramatata/my-pi-agent

A skill your agent uses when implementing my-pi-agent changes that touch multiple files, shared runtime behavior, prompt/skill logic, Feishu channel flow, verifier behavior, or coding workflow lanes.

No licenceAuto-check: notesAgent Workflows

Install Incremental Implementation

skills CLI
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.pi/user-skills/incremental-implementation .claude/skills/incremental-implementation && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
incremental-implementation
GitHub stars
114
Token cost
~869 tokens
SKILL.md length
416 words
Files
1
Skills in repo
24
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when implementing my-pi-agent changes that touch multiple files, shared runtime behavior, prompt/skill logic, Feishu channel flow, verifier behavior, or coding workflow lanes.

  • Works in 5 steps: Choose the smallest useful slice. → Edit inside the existing boundary. → Add or adjust the narrowest verification. → …
  • Implementing my-pi-agent changes that touch multiple files
  • SKILL.md covers Increment Loop, my-pi-agent Guardrails, Done Criteria and Common Failure Modes
  • Calls npm and git

What it does

Incremental Implementation is an agent skill from skuramatata/my-pi-agent. Use when implementing my-pi-agent changes that touch multiple files, shared runtime behavior, prompt/skill logic, Feishu channel flow, verifier behavior, or coding workflow lanes. Trigger for 实现, 改代码, 重构, 多文件改动, worker, and incremental delivery.

Its SKILL.md is about 870 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering Task breakdown and Messaging and chat bots. It works with Feishu (Lark) and npm.

When your agent uses it

  • Implementing my-pi-agent changes that touch multiple files
  • Shared runtime behavior
  • Prompt/skill logic
  • Feishu channel flow

Example prompts

  • “/incremental-implementation”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Choose the smallest useful slice.
  2. Edit inside the existing boundary.
  3. Add or adjust the narrowest verification.
  4. Run the closest check before expanding.
  5. Inspect the diff before the next slice.

What it can do on your machine

Read from SKILL.md and the folder at commit ed83ff1. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npm
    • git

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npm and git, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Incremental Implementation loads about 869 tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 416 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~68
When it runs · the whole SKILL.md, loaded when a task matches
~869

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:35
    Confirm generated paths, local memory, `.env`, and user changes were not touched.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 416 words (~869 tokens).

“This skill keeps my-pi-agent changes small, reversible, and continuously verifiable.”

— opening of SKILL.md by skuramatata
name
incremental-implementation

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .pi/user-skills/incremental-implementation of skuramatata/my-pi-agent.

Open the folder on GitHubat commit ed83ff1

Compare with similar skills

Incremental Implementation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Incremental Implementation compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Incremental Implementation this skillskuramatata/my-pi-agent114—~869Automated safety check: NotesNone
Beautiful Feishu Whiteboardzarazhangrui/beautiful-feishu-whiteboard751—~1.3kAutomated safety check: PassMIT
Feishu TaskOPPO-Mente-Lab/X-OmniClaw265—~482Automated safety check: PassApache-2.0
Wechat Article Camofoxdracohu2025-cloud/draco-skills-collection227—~1.1kAutomated safety check: PassMIT
Feishu Doc Writermohitagw15856/pm-claude-skills1.4k—~1.1kAutomated safety check: PassMIT
Chat SDKdatabuddy-analytics/Databuddy1.2k—~2.6kAutomated safety check: PassAGPL-3.0

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Questions about Incremental Implementation

What does Incremental Implementation do?

A skill your agent uses when implementing my-pi-agent changes that touch multiple files, shared runtime behavior, prompt/skill logic, Feishu channel flow, verifier behavior, or coding workflow lanes. Incremental Implementation is an agent skill from skuramatata/my-pi-agent. Use when implementing my-pi-agent changes that touch multiple files, shared runtime behavior, prompt/skill logic, Feishu channel flow, verifier behavior, or coding workflow lanes.

When should I use Incremental Implementation?

Incremental Implementation fits situations like: implementing my-pi-agent changes that touch multiple files; shared runtime behavior; prompt/skill logic; feishu channel flow.

How do I install Incremental Implementation in Claude Code?

Run `npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a claude-code`. Or copy the skill folder (.pi/user-skills/incremental-implementation in skuramatata/my-pi-agent) into .claude/skills/incremental-implementation in your project. Claude Code loads it when a task matches its description.

How do I install Incremental Implementation in Codex?

Run `npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a codex`. Or copy the skill folder (.pi/user-skills/incremental-implementation in skuramatata/my-pi-agent) into .agents/skills/incremental-implementation in your project. Codex loads it when a task matches its description.

Can I use Incremental Implementation in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/incremental-implementation, .gemini/skills/incremental-implementation, .github/skills/incremental-implementation and .opencode/skills/incremental-implementation in your project.

What does Incremental Implementation need to run?

Going by SKILL.md and its folder, Incremental Implementation needs the command-line tools its instructions call (npm and git).

Does Incremental Implementation access the network?

SKILL.md contains no URLs. Its commands use npm and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Incremental Implementation safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Incremental Implementation use?

No licence was found for Incremental Implementation or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Incremental Implementation use?

About 869 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Incremental Implementation?

Skills that share tags, products or a category with Incremental Implementation: Beautiful Feishu Whiteboard (zarazhangrui/beautiful-feishu-whiteboard, 751 stars), Feishu Task (OPPO-Mente-Lab/X-OmniClaw, 265 stars), Wechat Article Camofox (dracohu2025-cloud/draco-skills-collection, 227 stars) and Feishu Doc Writer (mohitagw15856/pm-claude-skills, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Incremental Implementation?

skuramatata (a GitHub user) maintains it in skuramatata/my-pi-agent, which has 114 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on July 10, 2026.

Source: skuramatata/my-pi-agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.