Agent Skill · 研究检索

honcho（honcho 搜索）

honcho 用于查找、检索和筛选相关信息，适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态，以及是否会触发联网、命令执行或文件读写。

honcho 是研究检索类 Agent Skill，可用宿主为 OpenClaw，通过ClawHub获取，权限为接触敏感数据；许可证为 MIT-0，第三方扫描有提醒项，按安装量在研究检索类的 73,675 个 Skill 里排第 5,071。

总安装 28,079周安装 1,147GitHub Stars 公开资料未说明下载 8,992核验 2026-05-01

研究检索接触敏感数据 ClawHub未标认证来源可访问许可证明确审计提醒 OpenClaw

安装说明

本站只整理中文说明，不托管安装包，也不代用户安装。

GitHub

许可证: MIT-0
版本: 1.0.4

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手，先确认命令和权限，再让它执行。

请帮我安装这个 Agent Skill：honcho（honcho 搜索）
来源仓库：https://github.com/vvoruganti/honcho
安装命令：
openclaw skills install honcho
安装前请先检查当前环境是否支持对应 CLI，并向我确认将要执行的命令、安装目录、联网范围和文件读写权限；确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill；本站只展示命令，不托管安装包，也不自动执行。

ClawHubOpenClaw

openclaw skills install honcho

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题，通常会让助手先检索再总结。

honcho 提供基于 AI 的智能搜索与信息聚合能力。支持关键词检索与多源信息整合，提升研究效率。需配合 @honcho-ai/openclaw-honcho 插件完成初始配置。安装后需输入有效 API 密钥并授权网络访问权限。注意维护插件版本兼容性与服务稳定性。

honcho 属于研究检索类 Skill，可作为该场景下的辅助能力补充。

上手步骤

4 步

1
确认自己的宿主工具
公开资料标注支持 OpenClaw；先确认自己用的是其中之一，再按对应工具的 Skills 目录放置。
2
拿到安装命令
可以直接复制的命令是 openclaw skills install honcho；命令里的占位符换成自己的路径或密钥再执行。
3
安装后重启宿主
命令执行完要完全退出宿主工具再打开，让新装的 Skill 被重新扫描到，否则列表里可能看不到。
4
按最小权限试用
它需要接触敏感数据，先在测试目录或测试账号里跑，确认没问题再放到正式项目。

常见问题

6 条

honcho 怎么安装？

在终端执行 openclaw skills install honcho。装完完全退出宿主工具再打开，让它重新扫描本地 Skill。

honcho 支持哪些 AI 工具？

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录，一般也能手动放进去，但要自己确认触发方式是否一致。

honcho 需要什么权限？

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置，应进入高风险复核队列，默认不自动发布。

honcho 是免费的吗？

来源标注的许可证是 MIT-0。本站不代收任何费用，也不托管安装包；能否商用、要不要署名，以许可证原文为准。

honcho 用的人多吗？

公开数据是累计安装 28,079 次，近一周安装 1,147 次，下载 8,992 次。这些数字来自第三方目录统计，只能当作热度参考，不代表质量或安全性。

honcho 安全吗？

第三方扫描有提醒项，说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

专注 OpenClaw 一种宿主，触发方式和使用习惯不用来回切换。
许可证明确为 MIT-0，商用和分发边界好判断。

先想清楚的地方

需要接触敏感数据，装到常用环境前要先评估影响面。
第三方扫描存在提醒项或未通过项，需要人工逐条确认。
第三方目录整理，版本更新和行为细节以来源仓库为准。

适不适合你

更适合

已经在用 OpenClaw，想直接扩展它能力的人。
需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

环境里有大量密钥、凭证，不方便给第三方 Skill 读取的人。
需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类

Skill	总安装	GitHub 星	权限	许可证	扫描
find-skills 寻找技能 · Codex、Claude	31,199,813	16,486	操作浏览器	MIT	有提醒
self-improving-agent 自我改进 Agent · OpenClaw	16,464,002	3,396	接触敏感数据	MIT-0	通过
soultrace 灵魂追踪 · Codex、Claude	7,588,944	12	需要联网	未明确	有提醒
self-improving 自我完善 · OpenClaw	6,829,284	1,046	需要联网	MIT-0	通过
microsoft-foundry 微软代工厂 · Codex、Claude	6,614,144	764	调用外部服务	未明确	有提醒
honcho honcho 搜索 · 本页	28,079	—	接触敏感数据	MIT-0	有提醒

按安装量取同分类前几名；数字来自第三方目录统计，只作热度参考，不代表质量结论。

SKILL.md 原文

name: honcho
description: >
metadata
openclaw
emoji: 🧠
required_env: [] # Nothing is strictly required - self-hosted mode works without API key
optional_env
description: Required for managed Honcho (https://app.honcho.dev). If set, the setup command skips the API key prompt but still requires explicit user confirmation before any data upload. If not set, the setup command will prompt for it interactively.
description: Base URL for a self-hosted Honcho instance (e.g. http://localhost:8000). Defaults to https://api.honcho.dev (managed).
required_binaries
writes_to_disk: true # openclaw honcho setup writes config to ~/.openclaw/openclaw.json
reads_sensitive_files
network_access
data_handling
uploads_to_external: true
requires_user_confirmation: true
deletes_files: false
modifies_files: false
external_destinations
uploaded_content
data_destination_purpose: Migrates file-based memory system to Honcho API for AI agent memory/personalization
homepage: https://honcho.dev
source: https://github.com/plastic-labs/honcho

Honcho Setup

Install the @honcho-ai/openclaw-honcho plugin. The plugin includes openclaw honcho setup, which handles API key configuration and migration of any legacy memory files to Honcho.

⚠️ DATA UPLOAD WARNING: openclaw honcho setup (run in Step 2) will offer to upload your workspace memory files (USER.md, MEMORY.md, IDENTITY.md, memory/, canvas/, SOUL.md, AGENTS.md, BOOTSTRAP.md, TOOLS.md) to an external API. HEARTBEAT.md is excluded. By default, data is sent to api.honcho.dev. For self-hosted instances, data is sent to your configured HONCHO_BASE_URL. The setup command will show exactly which files will be uploaded and ask for explicit confirmation before proceeding.

No local files are deleted, moved, or modified. Originals remain exactly in place.

Step 1: Install the Plugin

Install the Honcho plugin using the OpenClaw plugin system. Use this exact command — do not install @honcho-ai/sdk directly or use npm install in the workspace.

openclaw plugins install @honcho-ai/openclaw-honcho

Then enable it:

openclaw plugins enable openclaw-honcho

Verify the plugin loaded without errors. If the gateway logs show Cannot find module '@honcho-ai/sdk', install dependencies manually:

cd ~/.openclaw/extensions/openclaw-honcho && npm install

This is a known issue with the OpenClaw plugin installer not running dependency resolution for plugin packages.

Step 2: Run Setup

Run the setup command that ships with the plugin:

openclaw honcho setup

This command will:

Prompt interactively for your Honcho API key
Write configuration to ~/.openclaw/openclaw.json
Scan for legacy memory files and offer to migrate them to Honcho

Follow the prompts. Migration is optional — if you have no legacy files or want to skip, you can skip the upload step.

For managed Honcho, you need an API key from https://app.honcho.dev. For self-hosted instances, set HONCHO_BASE_URL to your instance URL and the API key is optional.

Step 3: Restart the Gateway

openclaw gateway restart

Step 4: Confirm

Verify the plugin is active by checking gateway logs or running:

openclaw honcho status

Honcho memory is now active.

Ongoing behavior after setup: Once enabled, the plugin will persistently observe conversations in this workspace and send conversation data to api.honcho.dev (or your configured HONCHO_BASE_URL) to build and retrieve memory. This is ongoing network activity that continues across sessions. Memory is made available via honcho_recall, honcho_search, honcho_profile, and related tools. To stop this behavior, disable the plugin with openclaw plugins disable openclaw-honcho.

Security & Privacy Disclosure

This skill has been designed with transparency and safety as priorities. Below is a complete disclosure of what this skill does:

What This Skill Does

This skill runs three commands: openclaw plugins install, openclaw honcho setup, and openclaw gateway restart. The data upload and file access described below is performed by openclaw honcho setup, not by this skill directly.

Data Upload

uploaded_content: USER.md, MEMORY.md, IDENTITY.md, all files under memory/, all files under canvas/, SOUL.md, AGENTS.md, BOOTSTRAP.md, TOOLS.md — uploaded by openclaw honcho setup during migration
not_uploaded: HEARTBEAT.md — excluded by design, never read or uploaded
Where it goes: By default to api.honcho.dev (managed Honcho cloud service). For self-hosted instances, to your configured HONCHO_BASE_URL
User control: openclaw honcho setup always requires explicit interactive confirmation before any upload, even when HONCHO_API_KEY is pre-set in the environment. You will see the exact list of files and the destination URL
Purpose: Migrating file-based memory system to Honcho API for AI agent personalization and memory

File Modifications

Config written: openclaw honcho setup writes API key and config to ~/.openclaw/openclaw.json
Workspace files: Never modified — originals remain exactly in place
HEARTBEAT.md: Never read or uploaded — excluded by design

Credentials

HONCHO_API_KEY: Required only for managed Honcho (api.honcho.dev). Not required for self-hosted instances. Stored in ~/.openclaw/openclaw.json by the setup command.
No other credentials: This skill does not access, read, or transmit any other credentials or secrets

Network Access

Managed mode: Connects to api.honcho.dev (Honcho cloud service)
Self-hosted mode: Connects to your configured HONCHO_BASE_URL (e.g., http://localhost:8000)

Ongoing Behavior After Setup

Persistent observation: Once enabled, the plugin observes all conversations in the workspace and transmits conversation data to the configured Honcho endpoint on an ongoing basis
Network activity: Continues across sessions as long as the plugin is enabled — this is not a one-time migration
How to stop: Run openclaw plugins disable openclaw-honcho to stop all observation and network activity

Open Source

Honcho SDK: Open source at https://github.com/plastic-labs/honcho
Plugin code: Available at ~/.openclaw/extensions/openclaw-honcho after installation
This skill: You are reading the complete skill instructions - there is no hidden behavior

平台分布

OpenClaw

86.15%

按下载量换算7,747

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置，应进入高风险复核队列，默认不自动发布。

安装前确认

本站仅展示第三方公开信息，不托管安装包，不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项，安装前请自行复核。目前只有一个公开来源，建议同时核对源仓库。

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