MemPalace Task Handoff
MemPalace/mempalace
Creates, hands off, claims, executes and closes agent tasks through the MemPalace logstream, with approval of the exact task before it is recorded.
A skill your agent uses when implementing my-pi-agent changes that touch multiple files, runtime orchestration, executors, prompt-engine, memory/state, MCP/OpenCode config, channel behavior…
Install Incremental Implementation
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.opencode/skills/incremental-implementation .claude/skills/incremental-implementation && rm -rf skills-srcUse ~/.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/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .claude/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.opencode/skills/incremental-implementation .agents/skills/incremental-implementation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .agents/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.opencode/skills/incremental-implementation .cursor/skills/incremental-implementation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .cursor/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/skuramatata/my-pi-agent.git --path .opencode/skills/incremental-implementation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.opencode/skills/incremental-implementation .gemini/skills/incremental-implementation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .gemini/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install skuramatata/my-pi-agent incremental-implementationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .github/skills && cp -r skills-src/.opencode/skills/incremental-implementation .github/skills/incremental-implementation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .github/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add skuramatata/my-pi-agent --skill incremental-implementation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install skuramatata/my-pi-agent incremental-implementation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/skuramatata/my-pi-agent.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.opencode/skills/incremental-implementation .opencode/skills/incremental-implementation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "incremental-implementation" agent skill from https://github.com/skuramatata/my-pi-agent/tree/main/.opencode/skills/incremental-implementation into .opencode/skills/incremental-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "incremental-implementation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
incremental-implementation- GitHub stars
- 114
- Token cost
- ~791 tokens
- SKILL.md length
- 361 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, runtime orchestration, executors, prompt-engine, memory/state, MCP/OpenCode config, channel behavior…
- 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 and Done Criteria
- Calls pnpm, git and opencode
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, runtime orchestration, executors, prompt-engine, memory/state, MCP/OpenCode config, channel behavior, web-console/desktop UI, or cross-package contracts. Trigger for 实现、改代码、重构、多文件改动、增量交付。
Its SKILL.md is about 790 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. It works with Model Context Protocol and pnpm.
When your agent uses it
- Implementing my-pi-agent changes that touch multiple files
- Runtime orchestration
- MCP/OpenCode config
- Channel behavior
Example prompts
- “/incremental-implementation”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Choose the smallest useful slice.
- Edit inside the existing boundary.
- Add or adjust the narrowest verification.
- Run the closest check before expanding.
- 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:
pnpmgitopencode
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pnpm 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 791 tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 361 words of instructions outside code blocks.
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:47
- Do not commit `.env`, `memory/`, `.opencode/opencode.json`, generated desktop/web-console output, or other private loc
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 361 words (~791 tokens).
“Use this skill after scope is understood and before writing a multi-file my-pi-agent change.”
- name
- incremental-implementation
Files
Just SKILL.md in .opencode/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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Incremental Implementation this skillskuramatata/my-pi-agent | 114 | — | ~791 | Automated safety check: Notes | None | |
| MemPalace Task HandoffMemPalace/mempalace | 59k | — | ~1.9k | Automated safety check: Pass | MIT | |
| agtx One-Shot Project Runnerfynnfluegge/agtx | 1.7k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Agtx Task Sweepfynnfluegge/agtx | 1.7k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| OMA Multi-Agent Orchestratorfirst-fluke/oh-my-agent | 1.3k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Long Horizon ExecutionRoboClaw-Robotics/RoboClaw | 166 | — | ~1.9k | Automated safety check: Pass | None |
Similar skills
agtx One-Shot Project Runner
fynnfluegge/agtx
Runs a whole project unattended on an agtx kanban board, decomposing the goal, starting tasks, unblocking workers and merging each result.
Agtx Task Sweep
fynnfluegge/agtx
Breaks a conversation's results into feature-level tasks and pushes them to the agtx kanban board, where each task gets its own worktree and agent session.
OMA Multi-Agent Orchestrator
first-fluke/oh-my-agent
Splits a complex feature into prioritized tasks, spawns specialist CLI subagents in parallel, tracks them through shared memory and verifies each result.
Long Horizon Execution
RoboClaw-Robotics/RoboClaw
Long-horizon robot task execution workflow for multi-step manipulation tasks.
Monitored Subtask Execution
RoboClaw-Robotics/RoboClaw
Monitored single-subtask execution workflow. An agent skill from RoboClaw-Robotics/RoboClaw.
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Categories
Questions about Incremental Implementation
What does Incremental Implementation do?
A skill your agent uses when implementing my-pi-agent changes that touch multiple files, runtime orchestration, executors, prompt-engine, memory/state, MCP/OpenCode config, channel behavior…. Incremental Implementation is an agent skill from skuramatata/my-pi-agent. Use when implementing my-pi-agent changes that touch multiple files, runtime orchestration, executors, prompt-engine, memory/state, MCP/OpenCode config, channel behavior, web-console/desktop UI, or cross-package contracts.
When should I use Incremental Implementation?
Incremental Implementation fits situations like: implementing my-pi-agent changes that touch multiple files; runtime orchestration; MCP/OpenCode config; channel behavior.
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 (.opencode/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 (.opencode/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 (pnpm, git and opencode).
Does Incremental Implementation access the network?
SKILL.md contains no URLs. Its commands use 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 791 tokens (SKILL.md is roughly 3.2k 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: MemPalace Task Handoff (MemPalace/mempalace, 59k stars), agtx One-Shot Project Runner (fynnfluegge/agtx, 1.7k stars), Agtx Task Sweep (fynnfluegge/agtx, 1.7k stars) and OMA Multi-Agent Orchestrator (first-fluke/oh-my-agent, 1.3k 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.