Recommended Stacks

Three architectures depending on your priorities

Maximum Velocity

Linear + Telegram + AFFiNE

Linear for all sprint tracking, issues, and roadmap. Keep Telegram for real-time comms. Keep AFFiNE for whiteboarding and brainstorming sessions. Claude MCP connects Linear directly to your dev workflow — create issues from Claude Code, auto-close from PRs.

$40/mo for 5 usersBest MCPFastest UX
Zero Lock-in

Huly (self-hosted on Mac Mini)

All-in-one on your own infrastructure. PM + chat + docs + video in one app. Replaces Linear + Slack + Notion at $0. Docker Compose on the Mac Mini via Tailscale. Trade off: no MCP yet, AI features are coming. Write a custom MCP server wrapping Huly's API for Claude integration.

$0/moSelf-hostedApache 2.0All-in-one
AI Maximalist

Taskade + Claude Code

Cheapest path to maximum AI integration. $16/mo for the whole team. Unlimited AI agents across GPT-4, Claude, Gemini. AI auto-plans sprints, generates task breakdowns, researches. Genesis no-code builder for internal tools. Trade off: PM depth is shallower than Linear.

$16/mo flatMulti-model AIBuilt-in video
swarm.ing research · march 2026

AI-Native PM Tools for Small Teams

Deep comparison of 7 project management tools optimized for small AI/dev teams (2–10 people). Evaluated on AI integration depth, MCP support, lightweight feel, Kanban primitives, self-hosting, and cost. Currently using AFFiNE + Telegram.

⚡ TL;DR Verdict
For a small AI lab team shipping fast: Linear is the highest-leverage choice — fastest PM UX on the market, native Claude MCP connector, AI that auto-categorizes and suggests sprint plans, GitHub integration that auto-closes issues. If you want zero vendor lock-in and self-hosting on your Mac Mini: Huly is the best all-in-one (PM + chat + docs + video) — replaces Linear + Slack + Notion at $0. Taskade is the cheapest AI-maximalist option ($16/mo for 10 users with unlimited AI agents across GPT-4, Claude, Gemini). Keep AFFiNE for whiteboarding and brainstorming — it's genuinely great there — but consider migrating active sprint tracking to Linear or Huly.

The Contenders

7 tools ranked by fit for a 2–5 person dev team building AI products

Li
Linear
Fastest issue tracker in the game · $100M ARR
AI-Native Claude MCP
Keyboard-first, instant search, opinionated workflows. AI auto-categorizes bugs, suggests sprint plans from velocity data, generates release notes. Native Claude connector via MCP — create and update issues from Claude directly. GitHub/GitLab integration auto-updates issue status from PRs. The PM tool devs actually want to use.
Speed / UX
AI Depth
MCP / Claude
Lightweight
Self-host
Docs / Wiki
Free → $8/user/moFree: 250 active issues
Hu
Huly
Open-source Linear + Slack + Notion replacement
Open Source Self-Host Free
All-in-one: issue tracking (Linear-fast), real-time chat (Slack-like), collaborative docs, video conferencing, time tracking, team planner. Bidirectional GitHub sync. Self-hosted via Docker Compose — runs on your Mac Mini. 25K+ GitHub stars. Unlimited users on all tiers. No per-seat pricing ever.
Speed / UX
AI Depth
MCP / Claude
Lightweight
Self-host
Built-in Chat
$0 self-hostedCloud: Free (10GB) → $20/mo
Tk
Taskade
AI-maximalist workspace · $16/mo for 10 users
Multi-Model AI Flat Pricing
The most AI per dollar anywhere. Unlimited AI agents on Pro — GPT-4, Claude, Gemini models built-in. Agents auto-plan sprints, research, generate content, handle task breakdowns. "Genesis" lets you build no-code apps from prompts. Built-in video chat + real-time collab. Kanban, list, mind map views. Absurdly cheap flat pricing.
Speed / UX
AI Depth
MCP / Claude
Lightweight
Self-host
Built-in Chat
$16/mo for 10 usersPro with unlimited AI agents
Pl
Plane
Open-source Linear clone with more views · 47K★
Open Source Self-Host Free
Closest open-source equivalent to Linear's speed and UX. Adds Gantt/timeline views, built-in wiki/pages, native time tracking, custom workflows. Self-hosted via Docker (<2GB image). Import from Jira, Linear, Asana with one click. AGPL-3.0 licensed. 47K GitHub stars, 3.8K forks. No native AI or MCP support yet.
Speed / UX
AI Depth
MCP / Claude
Lightweight
Self-host
Docs / Wiki
$0 self-hostedCloud: Free → $4/user/mo
No
Notion
The heavyweight · Best AI + MCP ecosystem
Multi-Model AI Claude MCP
Notion 3.0 has the deepest AI integration: GPT-5, Claude Opus, o3 — switchable per task. Autonomous AI Agents that execute work. Official MCP server connects Claude/Cursor/ChatGPT directly. 100+ native integrations. The ecosystem is unmatched. But it's heavy — performance degrades on large workspaces, per-seat pricing adds up fast.
Speed / UX
AI Depth
MCP / Claude
Lightweight
Self-host
Docs / Wiki
Free → $10/user/moAI add-on: $10/user/mo
Af
AFFiNE
Open-source · Local-first · Whiteboard + Docs + Kanban
Open Source Local-First Self-Host
Unique combo: Notion-like block editor + infinite canvas whiteboard (Miro competitor) + Kanban boards. Text-to-Kanban conversion in one click. "Edgeless Mode" for freeform brainstorming is best-in-class. Open source, local-first, offline-capable. AI features require paid add-on ($8.90/mo). Limited integrations. Kanban is functional but not as polished as Linear for sprints.
Speed / UX
AI Depth
MCP / Claude
Whiteboard
Self-host
Integrations
Free → $6.75/user/moAI: +$8.90/mo
Ap
AppFlowy
Open-source Notion · Rust+Flutter · Local-first
Open Source Local-First Self-Host
Closest open-source Notion clone. Built on Rust and Flutter for native performance. Runs completely offline. Connect local Ollama (Llama 3, Mistral) for private AI. Kanban boards, databases, docs all present. Still maturing — mobile app is rough, integrations are limited. Best for privacy-maximalists who want Notion's UX with full data control.
Speed / UX
AI Depth
Local LLM
Lightweight
Self-host
Integrations
$0 self-hostedCloud Pro: $10/user/mo

Feature Matrix

Side-by-side on the dimensions that matter for a small AI team

FeatureLinearHulyTaskadePlaneNotionAFFiNEAppFlowy
Kanban Board✓ Native✓ Native✓ Native✓ Native✓ DB view✓ Text→Kanban✓ DB view
Sprint / Cycles✓ Cycles✓ Sprints~ Manual✓ Sprints~ DIY✗✗
AI Assistant✓ Native~ Upcoming✓ Multi-model✗✓ GPT-5/Claude/o3~ Paid add-on~ Basic + Ollama
Claude MCP✓ Official✗~ Via Zapier✗✓ Official✗✗
Local / Open LLMs✗✗✗~ Self-host + API✗~ Plugin✓ Ollama native
Open Source✗ Proprietary✓ Apache 2.0✗ Proprietary✓ AGPL-3.0✗ Proprietary✓ MPL-2.0✓ AGPL-3.0
Self-Hosted✗ Cloud only✓ Docker✗ Cloud only✓ Docker✗ Cloud only✓ Docker✓ Docker
Built-in Chat✗✓ Slack-like✓ + Video✗✗ (Comments)✗✗
Docs / Wiki~ Basic pages✓ Full docs✓ Workspace✓ Wiki built-in✓ Best in class✓ Block editor✓ Block editor
Whiteboard✗✗~ Mind maps✗✗✓ Infinite canvas✗
GitHub Sync✓ Bidirectional✓ Bidirectional~ Via Zapier✓ Bidirectional~ One-way✗✗
API✓ GraphQL~ New client✓ REST✓ REST✓ REST~ Limited~ Growing
Mobile App✓ Fast~ Basic✓ Good~ Web only✓ Excellent~ Web only~ Rough
Team of 5 /mo$40$0 (self-host)$16 (flat)$0 → $20$50 + $50 AI$34 + $9 AI$0 (self-host)

Claude & AI Integration Map

How each tool connects to Claude, ChatGPT, and open LLMs via MCP

Linear Official MCP

Native Claude connector in Anthropic's directory. Create issues, search, update status from Claude.ai, Claude Code, or Cursor. SSE transport. Also integrates with Slack for @Claude triggers.

Notion Official MCP

Notion's hosted MCP server — the gold standard. Works with Claude, ChatGPT Pro, Cursor. Read/write pages, query databases, full workspace access. OAuth-based. @notionhq/notion-mcp-server

Taskade Built-in AI

No MCP server, but multi-model AI is embedded: GPT-4, Claude, Gemini selectable per agent. Custom AI agents trainable on workspace data. Zapier bridges to Claude workflows.

Huly No MCP

No MCP yet. New API client released — could be wrapped into a custom MCP server. "MetaBrain" AI announced but not shipped. Fully open source so community can build it.

Plane No MCP

No MCP and no native AI. REST API is solid — a community MCP server would be straightforward. Being open source (AGPL-3.0) means you could add AI features directly.

AppFlowy Local LLM

Unique angle: connect to local Ollama instance for private AI (Llama 3, Mistral 7B). No MCP server, but self-hosted architecture means you can pipe data into any LLM.

Recommended Stacks

Three architectures depending on your priorities

Maximum Velocity

Linear + Telegram + AFFiNE

Linear for all sprint tracking, issues, and roadmap. Keep Telegram for real-time comms. Keep AFFiNE for whiteboarding and brainstorming sessions. Claude MCP connects Linear directly to your dev workflow — create issues from Claude Code, auto-close from PRs.

$40/mo for 5 usersBest MCPFastest UX
Zero Lock-in

Huly (self-hosted on Mac Mini)

All-in-one on your own infrastructure. PM + chat + docs + video in one app. Replaces Linear + Slack + Notion at $0. Docker Compose on the Mac Mini via Tailscale. Trade off: no MCP yet, AI features are coming. Write a custom MCP server wrapping Huly's API.

$0/moSelf-hostedApache 2.0All-in-one
AI Maximalist

Taskade + Claude Code

Cheapest path to maximum AI integration. $16/mo for the whole team. Unlimited AI agents across GPT-4, Claude, Gemini. AI auto-plans sprints, generates task breakdowns, researches. Genesis no-code builder for internal tools. Trade off: PM depth is shallower than Linear.

$16/mo flatMulti-model AIBuilt-in video