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Agent skill

Develop Maple

by MaplePrivacyLabs in MaplePrivacyLabs/Maple

Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths.

MITAuto-check: notes

Install Develop Maple

skills CLI
$ npx skills add MaplePrivacyLabs/Maple --skill develop-maple -a claude-code

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

GitHub CLI
$ gh skill install MaplePrivacyLabs/Maple develop-maple --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/MaplePrivacyLabs/Maple.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/develop-maple .claude/skills/develop-maple && 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
develop-maple
GitHub stars
100
Token cost
~1.1k tokens
SKILL.md length
428 words
Files
2
Skills in repo
16
Repo updated
First seen
Licence
MIT

At a glance

Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths.

  • Focused development
  • SKILL.md covers Choose environment and runtime, Implement at the owning boundary and Focused loop and handoff
  • Calls just, nix and git
  • Use the Agent Mode

What it does

Develop Maple is an agent skill from MaplePrivacyLabs/Maple. Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths. Use for client setup, placement, focused development, and handoff; use the Agent Mode, SDK, proxy, validation, or release skills for those workflows.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).

It works with Tauri, Vite and React. The repository describes itself as: Maple - Private AI Chat. The licence is MIT.

When your agent uses it

  • Focused development
  • Use the Agent Mode
  • Release skills for those workflows

Example prompts

  • “/develop-maple”

What it can do on your machine

Read from SKILL.md and the folder at commit 82f0b06. 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:

    • just
    • nix
    • git

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

  • Network

    No URLs in SKILL.md. Its commands use 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

Develop Maple loads about 1.1k tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 428 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~71
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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:29
    test -e apps/maple-research/frontend/.env.local || cp apps/maple-research/frontend/.env.example apps/maple-research/fron

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

The full file from MaplePrivacyLabs/Maple at commit 82f0b06, republished under its MIT licence (© MaplePrivacyLabs). 428 words, ~1,070 tokens.

Download SKILL.mdSave it as .claude/skills/develop-maple/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
develop-maple
description
Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths. Use for client setup, placement, focused development, and handoff; use the Agent Mode, SDK, proxy, validation, or release skills for those workflows.

Develop Maple Research

Work from the monorepo root. Read root and Research AGENTS.md, affected source/tests, justfile, package manifests, flake and relevant CI. Research includes the existing desktop Agent Mode; the independent hosted Auth and GPUI Agent apps follow their own component guides.

Choose environment and runtime

Use the environment contract: Local for backend changes, heavy features, or specific frontend/backend/log/ billing interaction; hosted Dev is suitable for intentional small frontend work with a valid Dev-account login. Preserve selected API/project, account, auth route, and dependency endpoints.

Identify external ownership before configuring ignored env files, overlays, ports, or processes. Consume generated state and use its owner's lifecycle. Standalone setup is conditional on those resources being unowned:

sh
nix develop --no-update-lock-file
./setup-hooks.sh
just install
test -e apps/maple-research/frontend/.env.local || cp apps/maple-research/frontend/.env.example apps/maple-research/frontend/.env.local

Choose the smallest runtime exercising the change: just dev for web; just desktop-dev for native/Agent Mode. These consume existing configuration; for hosted Dev browser work, use the explicit Dev profile loop. For Research iOS, follow the ONNX/runtime guide and select the simulator/device explicitly. These are Tauri commands, not a setup workflow for a new native Swift client. Debug/simulator does not imply Local. Local baseline login uses encrypted password/account fixtures; native OAuth is an intentional hosted/provider check with separate browser origin.

Implement at the owning boundary

Keep UI/account-scoped state in apps/maple-research/frontend/src/ and native effects in frontend/src-tauri/src/. OpenSecret owns authorization, persistence, cryptography, provider/model policy and usage. Use selected SDK client contracts and the consumer version policy; do not duplicate encryption or emulate missing server enforcement in UI.

Read implementation contracts only for relevant placement, privileged IPC, account/cancellation, or runtime details. Preserve generated files through their generators and inspect deltas. Use Bun, component Cargo commands and owning pinned toolchains; do not add substitute lockfiles/toolchains or unrelated upgrades.

Load the matching workflow when the task crosses it:

  • $change-maple-agent-mode: embedded Goose/ACP/MCP, tools/permissions, subagents.
  • $develop-opensecret-sdk or $develop-maple-proxy: their owned source/contracts.
  • $review-maple-security: a trust-boundary change or security review.
  • $validate-maple: validation beyond the focused loop and before handoff.
  • $release-maple: explicitly authorized publication only.
Show full SKILL.md (110 more words)Show less

Focused loop and handoff

Reproduce the changed behavior, add focused behavior tests where they provide useful proof, and run affected complete component gates before handoff using $validate-maple. Frontend Bun commands use apps/maple-research/frontend/; Rust commands use its src-tauri/. There is no root just test. The hook runs selected frontend checks plus Research Rust formatting/tests; strict Clippy is a separate optional diagnostic, not current Research CI/hook.

Inspect git diff --check, complete diff and status. Report changed behavior, contracts/files, exact checks, effective environment and exact runtime evidence, and untested boundaries. Preserve unrelated work and existing authorization. Commit/push/PR/publication only within user-authorized scope; routine validation does not authorize releases, master pushes, deployment, or store uploads.

© MaplePrivacyLabs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in .agents/skills/develop-maple of MaplePrivacyLabs/Maple.

  • SKILL.md
  • agents/openai.yaml

Open the folder on GitHubat commit 82f0b06

Compare with similar skills

Develop Maple 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.

Develop Maple compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Develop Maple this skillMaplePrivacyLabs/Maple100—~1.1kAutomated safety check: NotesMIT
Cursor BYOK Frontend Guideleookun/cursor-byok3.2k—~1.9kAutomated safety check: PassMIT
Refactoratilladeniz/Kubeli387—~7.7kAutomated safety check: WarnMIT
Web Artifacts Builderanthropics/skills180k40 repos~769Automated safety check: PassApache-2.0
React Router Developmentremix-run/react-router57k1 repos~1.5kAutomated safety check: PassMIT
Chakra UI v3 Builderchakra-ui/chakra-ui41k—~3.1kAutomated safety check: PassMIT

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More from MaplePrivacyLabs/Maple

All 16 skills in this repo

  • Release Maple

    MaplePrivacyLabs/Maple

    Prepare, publish, monitor, and verify a Maple release from current master.

    100 GitHub stars~5.5k tokensUpdated today
    Auto-check passed

  • Develop Maple Proxy

    MaplePrivacyLabs/Maple

    Develop and review the maple-proxy Rust crate, binary, container, and OpenAI-compatible HTTP behavior under Maple's proxy directory.

    100 GitHub stars~1.7k tokensUpdated today
    Auto-check passed

  • Develop Opensecret SDK

    MaplePrivacyLabs/Maple

    Develop and review the Maple TypeScript/React and Rust SDKs under Maple's sdk directory.

    100 GitHub stars~1.8k tokensUpdated today
    Auto-check passed

  • Review Opensecret Security

    MaplePrivacyLabs/Maple

    Review security-sensitive OpenSecret changes and claims. An agent skill from MaplePrivacyLabs/Maple.

    100 GitHub stars~2.2k tokensUpdated today
    Auto-check passed

  • Validate Maple

    MaplePrivacyLabs/Maple

    Select and run Maple component checks, platform builds, and exact-runtime smoke evidence for the changed behavior.

    100 GitHub stars~1.2k tokensUpdated today
    Auto-check passed

  • Validate Opensecret

    MaplePrivacyLabs/Maple

    Select and run backend Rust, disposable database, encrypted client, provider, Nix, and EIF/PCR evidence matching an OpenSecret change.

    100 GitHub stars~1.1k tokensUpdated today
    Auto-check passed

Works with

Questions about Develop Maple

What does Develop Maple do?

Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths. Develop Maple is an agent skill from MaplePrivacyLabs/Maple. Implement ordinary Research client features and fixes in React/Vite/Tauri, including its web, desktop, and mobile paths.

When should I use Develop Maple?

Develop Maple fits situations like: focused development; use the Agent Mode; release skills for those workflows.

How do I install Develop Maple in Claude Code?

Run `npx skills add MaplePrivacyLabs/Maple --skill develop-maple -a claude-code`. Or copy the skill folder (.agents/skills/develop-maple in MaplePrivacyLabs/Maple) into .claude/skills/develop-maple in your project. Claude Code loads it when a task matches its description.

How do I install Develop Maple in Codex?

Run `npx skills add MaplePrivacyLabs/Maple --skill develop-maple -a codex`. Or copy the skill folder (.agents/skills/develop-maple in MaplePrivacyLabs/Maple) into .agents/skills/develop-maple in your project. Codex loads it when a task matches its description.

Can I use Develop Maple 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 MaplePrivacyLabs/Maple --skill develop-maple -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/develop-maple, .gemini/skills/develop-maple, .github/skills/develop-maple and .opencode/skills/develop-maple in your project.

What does Develop Maple need to run?

Going by SKILL.md and its folder, Develop Maple needs the command-line tools its instructions call (just, nix and git).

Does Develop Maple 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 Develop Maple 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 Develop Maple use?

Develop Maple is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Develop Maple use?

About 1.1k tokens (SKILL.md is roughly 4.3k 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 Develop Maple?

Skills that share tags, products or a category with Develop Maple: Cursor BYOK Frontend Guide (leookun/cursor-byok, 3.2k stars), Refactor (atilladeniz/Kubeli, 387 stars), Web Artifacts Builder (anthropics/skills, 180k stars) and React Router Development (remix-run/react-router, 57k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Develop Maple?

MaplePrivacyLabs (a GitHub organization) maintains it in MaplePrivacyLabs/Maple, which has 100 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 7, 2026.

Source: MaplePrivacyLabs/Maple on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.