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Agent Skill · 研究检索

prose(prose 搜索)

prose 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。

prose 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为操作浏览器;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 2,351。

总安装 62,712周安装 2,613GitHub Stars 公开资料未说明下载 20,904核验 2026-05-01

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
0.1.0

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:prose(prose 搜索)
来源仓库:https://github.com/mondilo1/prose
安装命令:
openclaw skills install prose
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 prose

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。

OpenProse VM 技能包。在任何“prose”命令、.prose 文件或 OpenProse 提及上激活;编排多代理工作流程。

上手步骤

4 步
  1. 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. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install prose;命令里的占位符换成自己的路径或密钥再执行。

  3. 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. 4

    按最小权限试用

    它需要操作浏览器,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

prose 怎么安装?

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

prose 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。

prose 需要什么权限?

权限级别是操作浏览器。该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

prose 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。

prose 用的人多吗?

公开数据是累计安装 62,712 次,近一周安装 2,613 次,下载 20,904 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。

prose 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

  • 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

  • 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

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
prose

prose 搜索 · 本页

62,712—操作浏览器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
prose
description
OpenProse VM skill pack. Activate on any prose command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.
metadata
{"moltbot":{"emoji":"🪶","homepage":"https://www.prose.md"}}

OpenProse Skill

OpenProse is a programming language for AI sessions. LLMs are simulators—when given a detailed system description, they don't just describe it, they _simulate_ it. The prose.md specification describes a virtual machine with enough fidelity that a Prose Complete system reading it _becomes_ that VM. Simulation with sufficient fidelity is implementation. You are the Prose Complete system.

Moltbot Runtime Mapping

  • Task tool in the upstream spec == Moltbot sessions_spawn
  • File I/O == Moltbot read/write
  • Remote fetch == Moltbot web_fetch (or exec with curl when POST is required)

When to Activate

Activate this skill when the user:

  • Uses ANY prose command (e.g., prose boot, prose run, prose compile, prose update, prose help, etc.)
  • Asks to run a .prose file
  • Mentions "OpenProse" or "prose program"
  • Wants to orchestrate multiple AI agents from a script
  • Has a file with session "..." or agent name: syntax
  • Wants to create a reusable workflow

Command Routing

When a user invokes prose <command>, intelligently route based on intent:

CommandAction
prose helpLoad help.md, guide user to what they need
prose run <file>Load VM (prose.md + state backend), execute the program
prose run handle/slugFetch from registry, then execute (see Remote Programs below)
prose compile <file>Load compiler.md, validate the program
prose updateRun migration (see Migration section below)
prose examplesShow or run example programs from examples/
OtherIntelligently interpret based on context

Important: Single Skill

There is only ONE skill: open-prose. There are NO separate skills like prose-run, prose-compile, or prose-boot. All prose commands route through this single skill.

Resolving Example References

Examples are bundled in examples/ (same directory as this file). When users reference examples by name (e.g., "run the gastown example"):

  1. Read examples/ to list available files
  2. Match by partial name, keyword, or number
  3. Run with: prose run examples/28-gas-town.prose

Common examples by keyword:

KeywordFile
hello, hello worldexamples/01-hello-world.prose
gas town, gastownexamples/28-gas-town.prose
captain, chairexamples/29-captains-chair.prose
forge, browserexamples/37-the-forge.prose
parallelexamples/16-parallel-reviews.prose
pipelineexamples/21-pipeline-operations.prose
error, retryexamples/22-error-handling.prose

Remote Programs

You can run any .prose program from a URL or registry reference:

# Direct URL — any fetchable URL works
prose run https://raw.githubusercontent.com/openprose/prose/main/skills/open-prose/examples/48-habit-miner.prose

# Registry shorthand — handle/slug resolves to p.prose.md
prose run irl-danb/habit-miner
prose run alice/code-review

Resolution rules:

InputResolution
Starts with http:// or https://Fetch directly from URL
Contains / but no protocolResolve to https://p.prose.md/{path}
OtherwiseTreat as local file path

Steps for remote programs:

  1. Apply resolution rules above
  2. Fetch the .prose content
  3. Load the VM and execute as normal

This same resolution applies to use statements inside .prose files:

use "https://example.com/my-program.prose"  # Direct URL
use "alice/research" as research             # Registry shorthand

File Locations

Do NOT search for OpenProse documentation files. All skill files are co-located with this SKILL.md file:

FileLocationPurpose
prose.mdSame directory as this fileVM semantics (load to run programs)
help.mdSame directory as this fileHelp, FAQs, onboarding (load for prose help)
state/filesystem.mdSame directory as this fileFile-based state (default, load with VM)
state/in-context.mdSame directory as this fileIn-context state (on request)
state/sqlite.mdSame directory as this fileSQLite state (experimental, on request)
state/postgres.mdSame directory as this filePostgreSQL state (experimental, on request)
compiler.mdSame directory as this fileCompiler/validator (load only on request)
guidance/patterns.mdSame directory as this fileBest practices (load when writing .prose)
guidance/antipatterns.mdSame directory as this fileWhat to avoid (load when writing .prose)
examples/Same directory as this file37 example programs

User workspace files (these ARE in the user's project):

File/DirectoryLocationPurpose
.prose/.envUser's working directoryConfig (key=value format)
.prose/runs/User's working directoryRuntime state for file-based mode
.prose/agents/User's working directoryProject-scoped persistent agents
*.prose filesUser's projectUser-created programs to execute

User-level files (in user's home directory, shared across all projects):

File/DirectoryLocationPurpose
~/.prose/agents/User's home dirUser-scoped persistent agents (cross-project)

When you need to read prose.md or compiler.md, read them from the same directory where you found this SKILL.md file. Never search the user's workspace for these files.


Core Documentation

FilePurposeWhen to Load
prose.mdVM / InterpreterAlways load to run programs
state/filesystem.mdFile-based stateLoad with VM (default)
state/in-context.mdIn-context stateOnly if user requests --in-context or says "use in-context state"
state/sqlite.mdSQLite state (experimental)Only if user requests --state=sqlite (requires sqlite3 CLI)
state/postgres.mdPostgreSQL state (experimental)Only if user requests --state=postgres (requires psql + PostgreSQL)
compiler.mdCompiler / ValidatorOnly when user asks to compile or validate
guidance/patterns.mdBest practicesLoad when writing new .prose files
guidance/antipatterns.mdWhat to avoidLoad when writing new .prose files

Authoring Guidance

When the user asks you to write or create a new .prose file, load the guidance files:

  • guidance/patterns.md — Proven patterns for robust, efficient programs
  • guidance/antipatterns.md — Common mistakes to avoid

Do not load these when running or compiling—they're for authoring only.

State Modes

OpenProse supports three state management approaches:

ModeWhen to UseState Location
filesystem (default)Complex programs, resumption needed, debugging.prose/runs/{id}/ files
in-contextSimple programs (<30 statements), no persistence neededConversation history
sqlite (experimental)Queryable state, atomic transactions, flexible schema.prose/runs/{id}/state.db
postgres (experimental)True concurrent writes, external integrations, team collaborationPostgreSQL database

Default behavior: When loading prose.md, also load state/filesystem.md. This is the recommended mode for most programs.

Switching modes: If the user says "use in-context state" or passes --in-context, load state/in-context.md instead.

Experimental SQLite mode: If the user passes --state=sqlite or says "use sqlite state", load state/sqlite.md. This mode requires sqlite3 CLI to be installed (pre-installed on macOS, available via package managers on Linux/Windows). If sqlite3 is unavailable, warn the user and fall back to filesystem state.

Experimental PostgreSQL mode: If the user passes --state=postgres or says "use postgres state":

⚠️ Security Note: Database credentials in OPENPROSE_POSTGRES_URL are passed to subagent sessions and visible in logs. Advise users to use a dedicated database with limited-privilege credentials. See state/postgres.md for secure setup guidance.

  1. Check for connection configuration first:
   # Check .prose/.env for OPENPROSE_POSTGRES_URL
   cat .prose/.env 2>/dev/null | grep OPENPROSE_POSTGRES_URL
   # Or check environment variable
   echo $OPENPROSE_POSTGRES_URL
  1. If connection string exists, verify connectivity:
   psql "$OPENPROSE_POSTGRES_URL" -c "SELECT 1" 2>&1
  1. If not configured or connection fails, advise the user:
   ⚠️  PostgreSQL state requires a connection URL.

   To configure:
   1. Set up a PostgreSQL database (Docker, local, or cloud)
   2. Add connection string to .prose/.env:

      echo "OPENPROSE_POSTGRES_URL=postgresql://user:pass@localhost:5432/prose" >> .prose/.env

   Quick Docker setup:
      docker run -d --name prose-pg -e POSTGRES_DB=prose -e POSTGRES_HOST_AUTH_METHOD=trust -p 5432:5432 postgres:16
      echo "OPENPROSE_POSTGRES_URL=postgresql://postgres@localhost:5432/prose" >> .prose/.env

   See state/postgres.md for detailed setup options.
  1. Only after successful connection check, load state/postgres.md

This mode requires both psql CLI and a running PostgreSQL server. If either is unavailable, warn and offer fallback to filesystem state.

Context warning: compiler.md is large. Only load it when the user explicitly requests compilation or validation. After compiling, recommend /compact or a new session before running—don't keep both docs in context.

Examples

The examples/ directory contains 37 example programs:

  • 01-08: Basics (hello world, research, code review, debugging)
  • 09-12: Agents and skills
  • 13-15: Variables and composition
  • 16-19: Parallel execution
  • 20-21: Loops and pipelines
  • 22-23: Error handling
  • 24-27: Advanced (choice, conditionals, blocks, interpolation)
  • 28: Gas Town (multi-agent orchestration)
  • 29-31: Captain's chair pattern (persistent orchestrator)
  • 33-36: Production workflows (PR auto-fix, content pipeline, feature factory, bug hunter)
  • 37: The Forge (build a browser from scratch)

Start with 01-hello-world.prose or try 37-the-forge.prose to watch AI build a web browser.

Execution

When first invoking the OpenProse VM in a session, display this banner:

┌─────────────────────────────────────┐
│         ◇ OpenProse VM ◇            │
│       A new kind of computer        │
└─────────────────────────────────────┘

To execute a .prose file, you become the OpenProse VM:

  1. Read prose.md — this document defines how you embody the VM
  2. You ARE the VM — your conversation is its memory, your tools are its instructions
  3. Spawn sessions — each session statement triggers a Task tool call
  4. Narrate state — use the narration protocol to track execution ([Position], [Binding], [Success], etc.)
  5. Evaluate intelligently — **...** markers require your judgment

Help & FAQs

For syntax reference, FAQs, and getting started guidance, load help.md.


Migration (prose update)

When a user invokes prose update, check for legacy file structures and migrate them to the current format.

Legacy Paths to Check

Legacy PathCurrent PathNotes
.prose/state.json.prose/.envConvert JSON to key=value format
.prose/execution/.prose/runs/Rename directory

Migration Steps

  1. Check for .prose/state.json

- If exists, read the JSON content - Convert to .env format:

     {"OPENPROSE_TELEMETRY": "enabled", "USER_ID": "user-xxx", "SESSION_ID": "sess-xxx"}

becomes:

     OPENPROSE_TELEMETRY=enabled
     USER_ID=user-xxx
     SESSION_ID=sess-xxx

- Write to .prose/.env - Delete .prose/state.json

  1. Check for .prose/execution/

- If exists, rename to .prose/runs/ - The internal structure of run directories may also have changed; migration of individual run state is best-effort

  1. Create .prose/agents/ if missing

- This is a new directory for project-scoped persistent agents

Migration Output

🔄 Migrating OpenProse workspace...
  ✓ Converted .prose/state.json → .prose/.env
  ✓ Renamed .prose/execution/ → .prose/runs/
  ✓ Created .prose/agents/
✅ Migration complete. Your workspace is up to date.

If no legacy files are found:

✅ Workspace already up to date. No migration needed.

Skill File References (for maintainers)

These documentation files were renamed in the skill itself (not user workspace):

Legacy NameCurrent Name
docs.mdcompiler.md
patterns.mdguidance/patterns.md
antipatterns.mdguidance/antipatterns.md

If you encounter references to the old names in user prompts or external docs, map them to the current paths.

平台分布

OpenClaw

98.02%
按下载量换算20,490

安全审计

VirusTotal

可疑

ClawScan

通过

Static analysis

未展示

权限和风险

操作浏览器

该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

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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