CrewAI
by CrewAI
Role-based multi-agent framework. Define crews of agents with roles, goals, and tasks, run them as a team.
OSS
CrewAI
Added 17 May 2026
Overview
CrewAI is the most popular open-source framework for multi-agent collaboration. Define agent roles, give each one a goal and tools, let them coordinate. The mental model (a team of role-specialised agents) lands cleaner than a single graph for a lot of common workflows.
Best for
Best for
Teams who think in roles, not graphs
Use cases
- Research crew: planner, researcher, writer, editor
- Customer support crew with escalation roles
- Sales-ops crew that qualifies, drafts, and routes
- Internal-tooling crew across analyst, builder, reviewer roles
Notes
Why it matters
Not every team thinks in graphs. CrewAI’s role-and-goal model lands cleaner for teams coming from a project-management lens than from a backend orchestration lens.
How teams use it in production
Start with two roles, not five. Add real tools per role. Track per-role output quality before adding a third agent to the crew.
What to watch
The multi-agent frameworks (CrewAI, AutoGen, LangGraph, Swarm) are converging on a similar primitive set. Pick the mental model that fits your team, not the framework with the loudest demo.
Pros
- Role-based mental model is intuitive for non-graph thinkers
- Strong community and momentum
- Reasonable tooling for handoffs between agents
- Pairs with most provider SDKs
Cons
- Less explicit state than LangGraph for very long flows
- Multi-agent debugging is still hard, period
- Production reliability needs careful engineering on top
Open-source & AI alternatives
Swap-in tools that solve the same job. Weigh the trade-offs before you commit.
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tstockham96/engram
Various
Universal memory layer for AI agents. Remember, recall, consolidate.
ugurcl/dbridge-mcp
Various
MCP server that lets AI agents query SQL databases in natural language - read-only, with column masking, row caps, and query limits. SQLite / PostgreSQL / MySQL.
var-gg/mcp
Various
🚀 Project Meta Management MCP - Manage standard variable names and constants per project and integrate with LLM through Model Context Protocol
vighriday/Veris
Various
Behavioral Verification Infrastructure — MCP-native intelligence layer for autonomous software correctness. 17 MCP tools, semantic workflow grouping, drift detection, counterfactua
Vovala14/vynly-mcp
Various
MCP server for Vynly — the AI-only social feed. Post, read, search, and spark from any MCP-aware agent.
weaviate/mcp-server-weaviate
Various
MCP (Model Context Protocol) server for Weaviate
Whatsonyourmind/oraclaw
Various
Deterministic decision-intelligence MCP server for AI agents — 17 tools, 21 algorithms (LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. AA
wundervault/wundervault-mcp
Various
MCP server for Wundervault — give AI agents zero-knowledge vault secrets without exposing plaintext keys. AGPL-3.0.
XJTLUmedia/Context-First-MCP
Various
📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-
Yarmoluk/ckg-mcp
Various
Context optimization for AI agents — 97 domain knowledge graphs, MCP-native traversal. 4× F1 of RAG, 11× fewer tokens per query.
yjcho9317/nworks
Various
Full-featured MCP server and CLI for LINE WORKS (NAVER WORKS) — 26 tools covering messages, calendar, drive, mail, tasks, and boards. Automate with AI agents or scripts.
ZeparHyfar/mcp-datetime
Various
A MCP server for datetime formatting and file name generation.
Zhonghao1995/agentic-swmm-workflow
Various
Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Ski
afghanfansmedia-ai/songcheck-mcp
Various
Is this song AI or human? Detect AI-generated music (Suno, Udio, and more) from any AI agent. MCP server by Khaled Media.
alexar76/aimarket-oracle-gateway
Various
MCP server: verifiable oracle services (Platon VRF, Chronos VDF, LUMEN reputation) for AI agents — pay-per-call over the AIMarket protocol, every result independently verifiable.
arthiqlabs/vedaksha
Various
Vedaksha — clean-room Vedic astrology & astronomical ephemeris engine (kundali, panchanga, dashas, nakshatras, vargas) with sub-arcsecond precision. Rust, Python, WebAssembly, and
chaoz23/srdcheck
Various
Rules lawyer for agents. Deterministic rules verdicts for game-running agents: cited, reproducible, honest about jurisdiction. SRD 5.2.1 + 5.1 adapters.
datacharter/datacharter
Various
Your data, explored locally — and your AI agents kept on a leash. A federated data explorer with governed agentic access.
dengyier/OpenWorkProof
Various
Open protocol for AI agent work contracts and verifiable execution — authorization, evidence, and acceptance for multi-agent systems
dshakes/distil
Various
Compression with a quality contract — cache-aware, causally-pruned LLM context compression for agentic runtimes, certified non-inferior across 7 domains. Works with any SDK.
gopalrajsuresh/covalent-bond
Various
Peer-to-peer, end-to-end-encrypted collaboration channel for AI coding agents over MCP. The relay never sees your data.
MarcellM01/TinySearch
Various
Shrink the web for your agents! Token-efficient, fast and fully local web search and research.
MS-Teja/Glyphic
Various
Glyphic is an open source diagram engine that lets AI agents generate production-quality diagrams from structured JSON, without SVG, Mermaid, or a browser.
nomadop/session-watcher
Various
Context is inventory. Know when to restock.
seldonframe/reelier
Various
Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift.
ShekharBhardwaj/AgenticLedger
Various
Local-first flight recorder for AI agents: every LLM call, tool call, cost, and loop captured by a transparent proxy. Zero code changes.
Sugra-Systems/sugra-api-mcp
Various
Sugra MCP: connector between LLM agents and world data. 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, gov
sylin-org/ghostlight
Various
Give compatible AI agents a visible workspace in the Chromium browser you already use. Local-first, with optional policy and audit.
telly6/searchpin
Various
Free web search for AI agents — multi-engine parallel, smart re-ranking, zero API keys. | 免费 AI 联网搜索 — 多引擎并行、语义重排、零 API Key
trustscoreagent/trustscoreagent
Various
Free, open reputation registry for AI microservices. Agents check trust scores before calling any service.
Wuesteon/lean-memory
Various
Embedded, local-first agent memory. No server, no daemon, no mandatory cloud key.
adacreativeco/ada-turbo-ai-mcp
Various
ADA Creative Co. Agency OS delivers 20+ AI roles over MCP (Model Context Protocol) and a retro Pixel Office Web Visualizer.
Role1776/mcp-retrieval
Various
Fast, idiomatic Go MCP server for web search, image search, and page scraping to Markdown. Runs locally, no API keys, free.
vikasny30/aletheia-mcp
Various
Model Context Protocol (MCP) server for Aletheia: Sub-millisecond runtime safety & scope creep (S3) filter for AI agent tool calls
Zydanny/x402-intel-engine
Various
x402 market intelligence API for autonomous agents
e2b
Community
Open-source, secure environment with real-world tools for enterprise-grade agents.
OpenAI o3-mini
Community
Pushing the frontier of cost-effective reasoning.
Exa
Various
The Exa Web search API retrieves the best, realtime data from the web for your AI
Qwen
Various
Qwickly forging AGI, enhancing intelligence.
agents
Community
AI Agents Next Level Market Intelligence, Marketing and Sales Automation CONTENT GENERATION Manually creating Marketing materials requires significant time and effort, slowing do
awesome-llm-agents
Community
A curated list of awesome LLM agents frameworks.
contextqa
Community
ContextQA unifies AI agent testing and enterprise app automation. Auto-generate tests, heal broken selectors, catch hallucinations. MCP integration with Cursor & Claude Code. Boo
graphlit
Community
Give your agents context that actually works. Real-time sync across Slack, GitHub, Jira, and more. One API, zero ops, semantic search built-in.
tavily
Community
Tavily is the real‑time search engine for AI agents and RAG workflows — Fast and secure APIs for web search and content extraction.
Acacian/aegis
Various
LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One
AgentDM: Agent to Agent Communication Platform
ai.agentdm
Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.
AgentDM
ai.agentdm
AgentDM Grid API endpoint. Connect any MCP-compatible AI agent to send and receive direct messages. Supports OAuth 2.0 and API key authentication.
Agentic Terminal Directory
ai.agenticterminal
Agent commerce directory for OP-verified Lightning, BOLT12, L402, and USDT merchants
agentward-ai/agentward
Various
Open-source permission control plane for AI agents. Scan, enforce, and audit every tool call.
alexfleetcommander/agent-trust-stack-mcp
Various
MCP server for Agent Trust Stack — cryptographic provenance and reputation scoring for autonomous AI agents. Install: pip install agent-trust-stack-mcp
alibaizhanov/mengram
Various
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw i
arian-gogani/nobulex
Various
The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, no
ayushagrawal288/memex
Various
Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings
bababoi-bibilabu/agent-mq
Various
Message queue for AI coding assistants. Let your AI agents talk to each other.
Chimera-Protocol/csl-core
Various
Deterministic policy language for AI agents. Z3 + TLA+ dual-engine formal verification. Runtime enforcement <1ms.
elisymlabs/elisym
Various
Open infrastructure for AI agents to discover and pay each other
FastMCP
Various
🚀 The fast, Pythonic way to build MCP servers and clients.
getaegis/aegis
Various
Credential isolation for AI agents. Local-first transparent proxy — your agent never sees your API keys.
Handshake58/DRAIN-marketplace
Various
📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polyg
handsomejustin/mijia-control
Various
MijiaPilot - 小米-米家生态 × MCP × CLI x AI Agent × HomeKit 全桥接家庭智能家居平台。
japlete/md-vision-mcp
Various
stdio MCP server to read or index markdown with images
JhiNResH/maiat-protocol
Various
The trust layer for agentic commerce. Trust oracle for AI agents and tokens — powered by on-chain behavioral data, community reviews, and EAS attestations.
JinNing6/Noosphere
Various
🧠 The Collective Memory Network for AI Agents — Where every agent learns from the wisdom of all. 万物智识,归于一圈。
Jovancoding/Network-AI
Various
Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state, guardrails, and adapters for 29 AI frameworks
justinstimatze/gemot
Various
Structured deliberation MCP server for AI agent coordination
khaoss85/mcp-orchestro
Various
Transform product ideas into reality with an intelligent orchestration system that bridges Product Managers, Developers, and AI. Orchestro conducts the entire development symphony:
MARUCIE/authbox
Various
Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gateway.
mnlt/wellread
Various
Collective research memory for AI agents
msaad00/agent-bom
Various
AI supply-chain security scanner and self-hosted control plane for agents, MCP, SBOM/SARIF, graph findings, runtime enforcement, and compliance evidence.
musharna/jobd
Various
Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration
NazarKalytiuk/tarn
Various
CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assisted workflows.
NicolasPrimeau/artel
Various
Self-hosted coordination layer for AI agent fleets: shared memory, tasks, messaging, and session handoffs. Instances mesh together via feeds and mDNS. An autonomous archivist keeps
oerc-s/primordia
Various
AI Agent Economic Settlement Infrastructure - Machine-to-Machine Clearing
oxgeneral/agentnet
Various
Your agent has zero users. This fixes that. An agent-to-agent referral network where AI agents discover each other, cross-refer users, and earn credits. Available as an MCP server
rafapra3008/cervellaswarm
Various
Lingua Universale -- a verification language for AI agent protocols. Like mypy for multi-agent communication. 3696 tests, zero deps.
SagaPeak/artifacta-mcp
Various
Official MCP server for Artifacta — artifact store for AI agents. Persist, list, and hand off run outputs with session metadata, dedup, and expiring share links. TypeScript + Pytho
SecurityRonin/alaya
Various
A memory engine for conversational AI agents, inspired by neuroscience and Buddhist psychology
sgateway/s-gw
Various
Local credential control for AI coding agents.
smigolsmigol/llmkit
Various
Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.
toadlyBroodle/satring
Various
Discover, rate, and pay for APIs over Bitcoin Lightning. The L402 + x402 service directory for the agent economy.
topoteretes/cognee
Various
Memory platform for AI Agents in 6 lines of code
unibaseio/membase-mcp
Various
A lightweight decentralized memory gateway that connects AI agents to Membase for persistent, verifiable multi-session memory.
vornicx/Midas
Various
Local-first, eval-first memory for long-horizon AI agents — no LLM at ingest. Python SDK + MCP server with source-traceable recall, belief revision, selective forgetting, and repro
webaesbyamin/agent-receipts
Various
Cryptographic receipts for AI agent actions. MCP server, SDK, CLI, and dashboard. Local-first, zero infrastructure.
xpaysh/awesome-x402
Various
🚀 Curated list of x402 resources: HTTP 402 Payment Required protocol for blockchain payments, crypto micropayments, AI agents, API monetization. Includes SDKs (TypeScript, Python,
Cohexa-ai/agent-coherence
Various
The coordination layer for Multiplayer AI
realMNohgee/hermtica
Various
Social site for Hermes AI Agents and a marketplace for AI Agent tools and services. AI Agent to AI Agent Commerce.
Sofiia7/ARC
Various
Decentralized bounty board where AI agents and humans compete for the same work on Arc - ERC-8183 escrow + ERC-8004 identity/reputation, USDC-native settlement.
spanlens/Spanlens
Various
Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gemini with request logging, cost tracking, and agent tracing. Self-host with one Docker comm
TeleAI-UAGI/telemem
Various
TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.
yamantaka520/Agent-Memory-OS
Various
Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0
claimidx/claimidx
Various
Prior art for AI agents. Public signed claim index of failures other agents have already paid to solve.
Keesan12/martin-loop
Various
Make AI coding agents safe to scale autonomously: assign work, cap spend, enforce policy, verify output, roll back failures, learn from loops, and prove ROI across every repo.
maxfain/basedagents
Various
An open registry for discovering, verifying, and trusting AI agents.
AgentsMesh
Community
The AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.
Arthur Shield
Community
Open-source toolkit for building, testing, and monitoring AI agents. Version prompts, run experiments, trace workflows, and catch issues before users do.
brood-box
Community
CLI tool for running coding agents inside hardware-isolated microVMs
Cordum
Community
The open agent control plane. Govern autonomous AI agents with pre-execution policy enforcement, approval gates, and audit trails. Works with LangChain, CrewAI, MCP, and any framew
Flock
Community
A multi agent desktop application built with Rust and Tauri.
Hive
Community
Multi-Agent Harness for Production AI
Inngest
Inngest
Durable workflows for agents. Step functions, event-driven runs, retries, all without managing a queue.
Kitaru
Community
Open-source platform layer for AI agents in production
Laminar
Community
Laminar - open-source observability platform purpose-built for AI agents. YC S24.
LangWatch
Community
The platform for LLM evaluations and AI agent testing
Maxim AI
Community
At Maxim AI, we are building the production infrastructure for AI. Maxim’s stack comprising gateway and governance, observability, and evals empowers AI teams to ship agents with
Temporal
Temporal
Durable execution at enterprise scale. The control plane that survives anything.
Trigger.dev
Trigger.dev
Background jobs and long-running tasks for AI apps. Write functions, get durability, observability, and retries.
AgentMail
Various
Give AI agents real email inboxes. Create, send, receive, and search messages via REST API — built for autonomous agents and agentic workflows.
Gemini
Various
A family of multimodal large language model developed by Google Deepmind.
moltbook
Various
A social network built exclusively for AI agents. Where AI agents share, discuss, and upvote. Humans welcome to observe.
Scenario
Various
Build custom workflows across image, video, audio and 3D. Train on your art bible so every asset is unmistakably yours. One platform for creatives, one API for developers, one MC
Wren AI
Various
Give AI agents the context to query business data correctly through the open context layer that gives AI agents grounded, governed memory, context, SQL across 20+ data sources, t
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