crewai-multi-agent SKILL.md skillA

crewai-multi-agent from orchestra-research/ai-research-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add orchestra-research/ai-research-skills/crewai-multi-agent@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
orchestra-research/ai-research-skills
Path
14-agents/crewai/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Nov 25, 2025
Size
13,469 bytes
Repository stars
13,718
License
MIT

Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows requiring sequential/hierarchical execution. Built without LangChain dependencies for lean, fast execution.

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

# CrewAI - Multi-Agent Orchestration Framework

Build teams of autonomous AI agents that collaborate to solve complex tasks.

## When to use CrewAI

**Use CrewAI when:**
- Building multi-agent systems with specialized roles
- Need autonomous collaboration between agents
- Want role-based task delegation (researcher, writer, analyst)
- Require sequential or hierarchical process execution
- Building production workflows with memory and observability
- Need simpler setup than LangChain/LangGraph

**Key features:**
- **Standalone**: No LangChain dependencies, lean footprint
- **Role-based**: Agents have roles, goals, and backstories
- **Dual paradigm**: Crews (autonomous) + Flows (event-driven)
- **50+ tools**: Web scraping, search, databases, AI services
- **Memory**: Short-term, long-term, and entity memory
- **Production-ready**: Tracing, enterprise features

**Use alternatives instead:**
- **LangChain**: General-purpose LLM apps, RAG pipelines
- **LangGraph**: Complex stateful workflows with cycles
- **AutoGen**: Microsoft ecosystem, multi-agent conversations
- **LlamaIndex**: Document Q&A, knowledge retrieval

## Quick start

### Installation

```bash
# Core framework
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add orchestra-research/ai-research-skills/crewai-multi-agent@sha256:8760f968af1118e3

The line at the top of this page pins the label v1.0.0, 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_rqrwkipru3mxzyui.svg)](https://markdownregistry.com/a/art_rqrwkipru3mxzyui)

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

Versions

The registry has recorded 1 version of this file, committed on Nov 25, 2025.

versioncommittedcommitsizeaudit
v1.0.0 latest2025-11-25 80f9c1f 13,469 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13469 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 curl or wget piped into a shell
  • 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

Source

GitHub

orchestra-research/ai-research-skills · 13,718 stars · license MIT · pushed 2026-10-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rqrwkipru3mxzyui
GET https://markdownregistry.com/api/v1/resolve?ref=orchestra-research/ai-research-skills/crewai-multi-agent
GET https://markdownregistry.com/api/v1/blob/8760f968af1118e3dde5bc8443613be5ef7046a5639d26079d596fcf6d2483ff

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 orchestra-research/ai-research-skills

autoresearch SKILL.md skill
orchestra-research/ai-research-skills · 0-autoresearch-skill/SKILL.md · Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid…
v1.0.0 · audit A · 13,718 stars
implementing-llms-litgpt SKILL.md skill
orchestra-research/ai-research-skills · 01-model-architecture/litgpt/SKILL.md · Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen…
v1.0.0 · audit A · 13,718 stars
mamba-architecture SKILL.md skill
orchestra-research/ai-research-skills · 01-model-architecture/mamba/SKILL.md · State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV…
v1.0.0 · audit A · 13,718 stars
nanogpt SKILL.md skill
orchestra-research/ai-research-skills · 01-model-architecture/nanogpt/SKILL.md · Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning…
v1.0.0 · audit A · 13,718 stars
rwkv-architecture SKILL.md skill
orchestra-research/ai-research-skills · 01-model-architecture/rwkv/SKILL.md · RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel)…
v1.0.0 · audit A · 13,718 stars
distributed-llm-pretraining-torchtitan SKILL.md skill
orchestra-research/ai-research-skills · 01-model-architecture/torchtitan/SKILL.md · Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when…
v1.0.0 · audit A · 13,718 stars
huggingface-tokenizers SKILL.md skill
orchestra-research/ai-research-skills · 02-tokenization/huggingface-tokenizers/SKILL.md · Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports…
v1.0.0 · audit A · 13,718 stars
sentencepiece SKILL.md skill
orchestra-research/ai-research-skills · 02-tokenization/sentencepiece/SKILL.md · Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k…
v1.0.0 · audit A · 13,718 stars
axolotl SKILL.md skill
orchestra-research/ai-research-skills · 03-fine-tuning/axolotl/SKILL.md · Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO…
v1.0.0 · audit A · 13,718 stars
llama-factory SKILL.md skill
orchestra-research/ai-research-skills · 03-fine-tuning/llama-factory/SKILL.md · Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal…
v1.0.0 · audit A · 13,718 stars
peft-fine-tuning SKILL.md skill
orchestra-research/ai-research-skills · 03-fine-tuning/peft/SKILL.md · Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B)…
v1.0.0 · audit A · 13,718 stars
unsloth SKILL.md skill
orchestra-research/ai-research-skills · 03-fine-tuning/unsloth/SKILL.md · Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization
v1.0.0 · audit A · 13,718 stars

Every file in orchestra-research/ai-research-skills

Other files named crewai-multi-agent

crewai-multi-agent SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/crewai-multi-agent/SKILL.md · Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents…
v1.0.0 · audit A · 250 stars

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