MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
使用 Hitmux Context Engine 的 hitmux-context-engine CLI 为当前代码仓库建立索引、检查索引状态并进行语义代码搜索。用户要求查找实现、定位 workflow、理解项目结构或检查索引时使用;优先走 CLI,不需要启动 MCP server。
$ npx skills add hitmux/hitmux-context-engine --skill hitmux-context-engine -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install hitmux/hitmux-context-engine hitmux-context-engine --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/hitmux/hitmux-context-engine.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .claude/skills/hitmux-context-engine && 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 "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .claude/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engineType 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 hitmux/hitmux-context-engine --skill hitmux-context-engine -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install hitmux/hitmux-context-engine hitmux-context-engine --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hitmux/hitmux-context-engine.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .agents/skills/hitmux-context-engine && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .agents/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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 hitmux/hitmux-context-engine --skill hitmux-context-engine -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install hitmux/hitmux-context-engine hitmux-context-engine --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hitmux/hitmux-context-engine.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .cursor/skills/hitmux-context-engine && 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 "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .cursor/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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/hitmux/hitmux-context-engine.git --path .agents/skills/hitmux-context-engine--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 hitmux/hitmux-context-engine --skill hitmux-context-engine -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install hitmux/hitmux-context-engine hitmux-context-engine --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hitmux/hitmux-context-engine.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .gemini/skills/hitmux-context-engine && 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 "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .gemini/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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 hitmux/hitmux-context-engine hitmux-context-engineInstalls 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 hitmux/hitmux-context-engine --skill hitmux-context-engine -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/hitmux/hitmux-context-engine.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .github/skills/hitmux-context-engine && 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 "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .github/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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 hitmux/hitmux-context-engine --skill hitmux-context-engine -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install hitmux/hitmux-context-engine hitmux-context-engine --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hitmux/hitmux-context-engine.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/hitmux-context-engine .opencode/skills/hitmux-context-engine && 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 "hitmux-context-engine" agent skill from https://github.com/hitmux/hitmux-context-engine/tree/main/.agents/skills/hitmux-context-engine into .opencode/skills/hitmux-context-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hitmux-context-engine", 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.
hitmux-context-engine使用 Hitmux Context Engine 的 hitmux-context-engine CLI 为当前代码仓库建立索引、检查索引状态并进行语义代码搜索。用户要求查找实现、定位 workflow、理解项目结构或检查索引时使用;优先走 CLI,不需要启动 MCP server。
Hitmux Context Engine is an agent skill from hitmux/hitmux-context-engine. 使用 Hitmux Context Engine 的 hitmux-context-engine CLI 为当前代码仓库建立索引、检查索引状态并进行语义代码搜索。用户要求查找实现、定位 workflow、理解项目结构或检查索引时使用;优先走 CLI,不需要启动 MCP server。
Its SKILL.md is about 740 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. It works with Model Context Protocol. The repository describes itself as: Semantic code search and context engine for AI coding agents. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 82fd8ea. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
jqFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Hitmux Context Engine loads about 736 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 159 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.
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.
The full file from hitmux/hitmux-context-engine at commit 82fd8ea, republished under its MIT licence (© hitmux). 159 words, ~736 tokens.
.claude/skills/hitmux-context-engine/SKILL.md (or your agent's skills folder).使用 hitmux-context-engine CLI 查询仓库上下文。hce 只是可选 alias,不应假定已经安装。这个 Skill 面向 shell 调用,适用于没有 MCP 或希望把搜索结果交给脚本继续处理的 agent。所有由 Agent 执行的命令都显式使用 --json,避免 PTY 环境被识别为交互终端。
先确认 CLI 可用:
hitmux-context-engine --json --version首次使用或配置变更后先运行本地诊断:
hitmux-context-engine --json doctor --no-connectivity需要访问 embedding provider 或 Milvus 时再运行 hitmux-context-engine doctor。不要把 provider key、Milvus token 或完整 config.conf 内容写入对话或日志。
在目标仓库根目录检查索引:
hitmux-context-engine --json status "$PWD"如果返回 not indexed,先运行:
hitmux-context-engine --json index "$PWD"索引是远程 embedding 和 vector database 操作,开始前确认目标路径正确。索引完成后再次运行 hitmux-context-engine --json status "$PWD"。
用自然语言和标识符组合查询:
hitmux-context-engine --json search "handler that validates MCP tool arguments" "$PWD" --scope code --limit 8--scope 可选 all、docs、code。省略 --limit 时使用自动 TopK;需要脚本稳定处理结果时传入正整数。
代码发生变化后,先检查状态;需要立即读取远程状态时加 --refresh:
hitmux-context-engine --json status "$PWD" --refreshCLI 的自动模式会在非 TTY stdout 输出 JSON,在交互终端输出文本。Skill 和脚本必须显式传 --json;需要强制人类可读文本时传 --text:
{"ok":true,"command":"search","exitCode":0,"output":"...","data":{"pagination":{"truncated":true,"continuationToken":"..."}}}失败时 ok 为 false,错误位于 error,进程也会返回非零 exit code。脚本应先检查 ok 或 exit code。output 是可读文本,不能依赖其排版;handler 返回的机器可读内容位于 data。搜索存在下一页时读取 .data.pagination.continuationToken,并使用同一个 query、path 和 scope 继续查询:
hitmux-context-engine --json search "handler that validates MCP tool arguments" "$PWD" --scope code --continuation-token "$TOKEN"也可以使用 --format json|text,或设置 HCE_OUTPUT_FORMAT=json|text。
常用命令:
hitmux-context-engine status [path] [--refresh] [--details]
hitmux-context-engine search <query> [path] [--limit n] [--scope all|docs|code] [--continuation-token token]
hitmux-context-engine list [collection-name|repo-path]
hitmux-context-engine index [path]
hitmux-context-engine doctor [--no-connectivity]需要提取文本时可使用 jq -r '.output // .error',提取下一页 token 时可使用 jq -r '.data.pagination.continuationToken // empty'。索引进度等 stderr 诊断会收集到 error 字段,即使命令成功也可能存在;它们不会污染 stdout 的 JSON envelope。--json 可以放在 command 前或后。
hitmux-context-engine;它会进入 MCP stdio server 模式并保持进程运行。clear、rm 或 index --force。这些命令会删除数据或重建索引,只有用户明确要求时才执行。hitmux-context-engine init 会创建全局配置,并安装或更新 collection lease reaper user service;执行前确认这是期望的安装行为。status、search 和 index 省略路径时默认当前工作目录;clear 和 repair 仍要求显式路径。Skill 应优先传入仓库根目录的绝对路径,避免在不同工作目录下命中错误的 collection。0 表示成功,1 表示运行或配置失败,2 表示参数错误。© hitmux, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/hitmux-context-engine of hitmux/hitmux-context-engine.
Open the folder on GitHubat commit 82fd8ea
Hitmux Context Engine 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 |
|---|---|---|---|---|---|---|
| Hitmux Context Engine this skillhitmux/hitmux-context-engine | 402 | — | ~736 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| MemPalace Memory SearchMemPalace/mempalace | 60k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
MemPalace/mempalace
Mines project files and conversation exports into a local, searchable memory palace and recalls past work by semantic search through the mempalace CLI.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
Works with
Categories
使用 Hitmux Context Engine 的 hitmux-context-engine CLI 为当前代码仓库建立索引、检查索引状态并进行语义代码搜索。用户要求查找实现、定位 workflow、理解项目结构或检查索引时使用;优先走 CLI,不需要启动 MCP server。. Hitmux Context Engine is an agent skill from hitmux/hitmux-context-engine.
Hitmux Context Engine fits situations like: agent Workflows work in your project.
Run `npx skills add hitmux/hitmux-context-engine --skill hitmux-context-engine -a claude-code`. Or copy the skill folder (.agents/skills/hitmux-context-engine in hitmux/hitmux-context-engine) into .claude/skills/hitmux-context-engine in your project. Claude Code loads it when a task matches its description.
Run `npx skills add hitmux/hitmux-context-engine --skill hitmux-context-engine -a codex`. Or copy the skill folder (.agents/skills/hitmux-context-engine in hitmux/hitmux-context-engine) into .agents/skills/hitmux-context-engine in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hitmux/hitmux-context-engine --skill hitmux-context-engine -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hitmux-context-engine, .gemini/skills/hitmux-context-engine, .github/skills/hitmux-context-engine and .opencode/skills/hitmux-context-engine in your project.
Going by SKILL.md and its folder, Hitmux Context Engine needs the command-line tools its instructions call (jq).
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.
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.
Hitmux Context Engine is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 736 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Hitmux Context Engine: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and MemPalace Memory Search (MemPalace/mempalace, 60k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
hitmux (a GitHub organization) maintains it in hitmux/hitmux-context-engine, which has 402 GitHub stars. The repository was last updated on September 29, 2026.
Source: hitmux/hitmux-context-engine on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.