Agent skill

Claude Native Adapter

by leanchy in leanchy/BingoCode

核心协议适配器,强制 LLM 模仿 Claude Code 的原生输出结构、工具调用逻辑和极致简练的沟通风格. An agent skill from leanchy/BingoCode.

Custom licenceAuto-check passed

Install Claude Native Adapter

skills CLI
$ npx skills add leanchy/BingoCode --skill claude-native-adapter -a claude-code

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

GitHub CLI
$ gh skill install leanchy/BingoCode claude-native-adapter --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/leanchy/BingoCode.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/claude-native-adapter .claude/skills/claude-native-adapter && 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
claude-native-adapter
GitHub stars
104
Token cost
~306 tokens
SKILL.md length
95 words
Files
1
Skills in repo
2
Repo updated
First seen
Licence
Custom licence

At a glance

核心协议适配器,强制 LLM 模仿 Claude Code 的原生输出结构、工具调用逻辑和极致简练的沟通风格. An agent skill from leanchy/BingoCode.

  • Works in 5 steps: 响应结构 (The Structure) → 工具调用规范 (Tool Execution) → 极简主义风格 (Terse Style) → …
  • SKILL.md covers 1. 响应结构 (The Structure), 2. 工具调用规范 (Tool Execution), 3. 极简主义风格 (Terse Style) and 4. 容错逻辑 (Error Handling), plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Claude Native Adapter is an agent skill from leanchy/BingoCode. 核心协议适配器,强制 LLM 模仿 Claude Code 的原生输出结构、工具调用逻辑和极致简练的沟通风格。

Its SKILL.md is about 310 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It works with OpenAI. The repository describes itself as: BingoCode is a lightweight, open-source CLI orchestrator inspired by Claude Code. It encapsulates powerful AI-driven development capabilities into a streamlined terminal…

Example prompts

  • “/claude-native-adapter”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. 响应结构 (The Structure)
  2. 工具调用规范 (Tool Execution)
  3. 极简主义风格 (Terse Style)
  4. 容错逻辑 (Error Handling)
  5. 任务管理 (Task Management)

What it can do on your machine

Read from SKILL.md and the folder at commit 3deac20. 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

    No scripts in the folder and no shell commands in SKILL.md.

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

  • Network

    No URLs in SKILL.md.

    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

Claude Native Adapter loads about 306 tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 95 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~19
When it runs · the whole SKILL.md, loaded when a task matches
~306

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 passed

The automated check found no risky patterns in SKILL.md.

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 95 words (~306 tokens).

name
claude-native-adapter
user-invocable
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/claude-native-adapter of leanchy/BingoCode.

Open the folder on GitHubat commit 3deac20

Compare with similar skills

Claude Native Adapter 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.

Claude Native Adapter compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Claude Native Adapter this skillleanchy/BingoCode104—~306Automated safety check: PassCustom licence
Geo Fundamentalswasp-lang/wasp19k9 repos~861Automated safety check: PassMIT
AI SDKvercel-labs/ai-facts16820 repos~1.2kAutomated safety check: PassNone
AI Image Generation and Editingzhayujie/CowAgent47k—~1.3kAutomated safety check: PassMIT
PR Design DocOpenHands/OpenHands90k—~2.4kAutomated safety check: PassMIT
SEO GeoReScienceLab/opc-skills1.8k4 repos~2.1kAutomated safety check: PassApache-2.0

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Works with

Questions about Claude Native Adapter

What does Claude Native Adapter do?

核心协议适配器,强制 LLM 模仿 Claude Code 的原生输出结构、工具调用逻辑和极致简练的沟通风格. An agent skill from leanchy/BingoCode. Claude Native Adapter is an agent skill from leanchy/BingoCode.

How do I install Claude Native Adapter in Claude Code?

Run `npx skills add leanchy/BingoCode --skill claude-native-adapter -a claude-code`. Or copy the skill folder (.claude/skills/claude-native-adapter in leanchy/BingoCode) into .claude/skills/claude-native-adapter in your project. Claude Code loads it when a task matches its description.

How do I install Claude Native Adapter in Codex?

Run `npx skills add leanchy/BingoCode --skill claude-native-adapter -a codex`. Or copy the skill folder (.claude/skills/claude-native-adapter in leanchy/BingoCode) into .agents/skills/claude-native-adapter in your project. Codex loads it when a task matches its description.

Can I use Claude Native Adapter 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 leanchy/BingoCode --skill claude-native-adapter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/claude-native-adapter, .gemini/skills/claude-native-adapter, .github/skills/claude-native-adapter and .opencode/skills/claude-native-adapter in your project.

What does Claude Native Adapter need to run?

SKILL.md names no scripts, command-line tools or credentials: Claude Native Adapter is instructions for the agent only.

Does Claude Native Adapter access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Claude Native Adapter safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Claude Native Adapter use?

Claude Native Adapter has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Claude Native Adapter use?

About 306 tokens (SKILL.md is roughly 1.2k 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 Claude Native Adapter?

Skills that share tags, products or a category with Claude Native Adapter: Geo Fundamentals (wasp-lang/wasp, 19k stars), AI SDK (vercel-labs/ai-facts, 168 stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k stars) and PR Design Doc (OpenHands/OpenHands, 90k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Claude Native Adapter?

leanchy (a GitHub user) maintains it in leanchy/BingoCode, which has 104 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on July 5, 2026.

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