crewai SKILL.md skillB

crewai from znlgis/opengis-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add znlgis/opengis-skills/crewai@git:20261027.8e03282

Pins git:20261027.8e03282 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
znlgis/opengis-skills
Path
ai/crewai/SKILL.md
Versions recorded
1
Latest version
git:20261027.8e03282, committed Oct 27, 2026
Size
15,491 bytes
Repository stars
76
License
MIT

Use when orchestrating multi-agent work with crewAI 1.15 — Agent/Task/Crew, Process.sequential vs hierarchical, @tool / BaseTool custom tools, or event-driven Flows with @start/@listen/@router and or_/and_ for branching and state; also when tasks ignore their expected_output, tools never fire because the agent lacks them, or a JSON-first project (agents/*.jsonc + crew.jsonc) needs the YAML scaffold via --classic. Includes wiring GIS analysis as tools.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

> **项目地址:** <https://github.com/crewAIInc/crewAI>
>
> **官方文档:** <https://docs.crewai.com/>
>
> **PyPI:** `crewai`(1.15.30,截至 2026-10)| 工具包:`crewai-tools`(同版号)
>
> **许可证:** MIT

## 概述

crewAI 用两层抽象组织多智能体系统,边界很清楚:

- **Crews(自治)**:`Agent`(角色、目标、背景、工具)+ `Task`(描述、期望产出、依赖)组成团队,`Crew` 按 `Process` 调度执行
- **Flows(可控)**:事件驱动的编排层,`@start` / `@listen` / `@router` 加 `or_` / `and_` 组合条件,带类型化 state,适合生产级分支与重试
- **两者可混用**:Flow 里调 Crew,或 Crew 的某个 Task 触发 Flow,是官方推荐的生产形态
- **Python 原生**:prompt、工具、执行路径、state 都能直接用 Python 改,不跟框架打架
- **生产特性**:结构化输出(`output_pydantic`/`output_json`)、memory、knowledge、checkpointing、异步执行、MCP/A2A 支持
- **脚手架**:1.x 默认 **JSON-first** 项目(`agents/*.jsonc` + `crew.jsonc`),需要传统 YAML/Python 结构用 `--classic`

---

## 环境准备

### 前置条件

| 项 | 要求 |
|----|------|
| Python | `>=3.10,<3.14` |
| 包管理 | 官方推荐 [uv](https://docs.astral.sh/uv/)(CLI 也用它装) |
| 模型 | 任一经 LiteLLM 支持的 provider(OpenAI、Anthropic、DeepSeek、本地 vLLM/Ollama 均可) |

### 方式一:uv tool(官方推荐,装 CLI)

```bash
# macOS / Linux
curl -LsSf https://astral.sh/uv/install.sh | sh

# Windows PowerShell
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"

# 安装 crewai CLI
uv tool install crewai
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add znlgis/opengis-skills/crewai@sha256:09ee4693e5b56472

The line at the top of this page pins the label git:20261027.8e03282, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bk6tm33o432kfal7.svg)](https://markdownregistry.com/a/art_bk6tm33o432kfal7)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 27, 2026.

versioncommittedcommitsizeaudit
git:20261027.8e03282 latest2026-10-27 8e03282 15,491 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No curl or wget piped into a shell (matched: curl -LsSf https://astral.sh/uv/install.sh | sh)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (15491 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

znlgis/opengis-skills · 76 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bk6tm33o432kfal7
GET https://markdownregistry.com/api/v1/resolve?ref=znlgis/opengis-skills/crewai
GET https://markdownregistry.com/api/v1/blob/09ee4693e5b564728cc8efffa8900c58e2a5e30b2d22b103a1a91ad523421ab0

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from znlgis/opengis-skills

3d-skills SKILL.md skill
znlgis/opengis-skills · 3d/SKILL.md · Use when working with 3D Gaussian Splatting (3DGS), .ply model cleanup/compression/publishing, interactive 360-degree…
git:20261027.8e03282 · audit A · 76 stars
ara3d-sdk SKILL.md skill
znlgis/opengis-skills · 3d/ara3d-sdk/SKILL.md · Use when processing AEC/BIM 3D data in .NET 8 — mesh generation and transformation, SIMD-accelerated math, IFC/STEP/PLY…
git:20261015.5d0de0d · audit A · 76 stars
elements SKILL.md skill
znlgis/opengis-skills · 3d/elements/SKILL.md · Use when generating building information models (BIM) programmatically in C#/.NET — wall, beam, column, floor creation…
git:20261015.5d0de0d · audit A · 76 stars
open3d SKILL.md skill
znlgis/opengis-skills · 3d/open3d/SKILL.md · Use when processing 3D point clouds and meshes in Python — read/write PLY/PCD, voxel downsample, normal estimation…
git:20261027.8e03282 · audit A · 76 stars
opencsg-net SKILL.md skill
znlgis/opengis-skills · 3d/opencsg-net/SKILL.md · Use when doing constructive solid geometry (CSG) modeling in .NET — cube/sphere/cylinder primitives…
git:20261015.5d0de0d · audit A · 76 stars
photo-sphere-viewer SKILL.md skill
znlgis/opengis-skills · 3d/photo-sphere-viewer/SKILL.md · Use when displaying 360-degree panoramic images (equirectangular/cubemap/dual-fisheye) in web applications, building…
git:20261015.5d0de0d · audit B · 76 stars
supersplat SKILL.md skill
znlgis/opengis-skills · 3d/supersplat/SKILL.md · Use when editing 3D Gaussian Splatting (3DGS) .ply models in browser — cleanup noise/floaters, crop, transform…
git:20261015.0e107e3 · audit A · 76 stars
opengis-skills SKILL.md skill
znlgis/opengis-skills · SKILL.md · Use when AI coding assistant needs GIS/CAD/C#/AI/IoT/3D domain expertise. Index of 96 skills across 8 categories: gis…
git:20261015.92a0ede · audit A · 76 stars
ai-skills SKILL.md skill
znlgis/opengis-skills · ai/SKILL.md · Use when building LLM applications, RAG knowledge bases, AI agents, terminal coding agents, multi-model orchestration…
git:20261015.92a0ede · audit A · 76 stars
deepseek-harness SKILL.md skill
znlgis/opengis-skills · ai/deepseek-harness/SKILL.md · Use when building AI agent applications with a plugin-based architecture — Web UI, CLI, Python SDK, Cordis plugin…
git:20261015.0e107e3 · audit B · 76 stars
dify SKILL.md skill
znlgis/opengis-skills · ai/dify/SKILL.md · Use when building LLM applications with visual workflow — RAG knowledge bases, AI agents, chatbots with drag-and-drop…
git:20261015.0e107e3 · audit A · 76 stars
docutranslate SKILL.md skill
znlgis/opengis-skills · ai/docutranslate/SKILL.md · Use when translating documents locally via LLM — PDF, Word, Excel, Markdown, SRT subtitles with format preservation…
git:20261015.0e107e3 · audit B · 76 stars

Every file in znlgis/opengis-skills

Other files named crewai

crewai SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/whd4-crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent…
git:20260919.fecc0d5 · audit A · 192 stars
crewai SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/lingxling-crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework
git:20260919.fecc0d5 · audit A · 192 stars
crewai SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/phoroth-crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework
git:20260919.fecc0d5 · audit A · 192 stars
crewai SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/nimoqup046-collab-crewai/SKILL.md · You are an expert in designing collaborative AI agent teams with CrewAI. You think in terms of roles, responsibilities…
git:20260919.fecc0d5 · audit A · 192 stars
crewai SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework
git:20260919.fecc0d5 · audit A · 192 stars
crewai SKILL.md skill
magnus919/agent-skills · crewai/SKILL.md · Build role-based multi-agent systems with CrewAI. Agents with Role/Goal/Backstory, task design, crew composition…
v1.1.0 · audit A · 162 stars
crewai SKILL.md skill
hybridlabor-api/bdb-dev-optimized-agent-skills · skills/global_config/crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.
git:20261007.97ebebf · audit A · 6 stars
crewai SKILL.md skill
hybridlabor-api/aos · skills/global_config/crewai/SKILL.md · Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.
git:20261007.97ebebf · audit A · 6 stars

Browse by kind, by grade B, or by owner.