Best AI Tools for Task & Project Management (2026)
AI-powered task planners, project orchestrators, agent workflow managers, and planning frameworks. Keep AI agents on track from plan to ship.
Optio — Workflow Orchestrator for AI Coding Agents
Automates the full AI development lifecycle from task planning to merged PR. Orchestrates AI agents through planning, execution, code review, and merge. 800+ GitHub stars.
DeepAgents — Multi-Step Agent Framework by LangChain
Agent harness built on LangGraph by the LangChain team. Features planning tools, filesystem backend, and sub-agent spawning for complex multi-step tasks like codebase refactoring. 16,500+ stars.
Just — A Modern Command Runner and Makefile Alternative
Just is a command runner, like Make but for modern dev workflows. Write recipes in a Justfile, run them with `just recipe-name`. Simpler syntax than Make, no obscure behaviors, cross-platform, and works great for project tasks.
Lark CLI Skill: Tasks — Todo & Project Management
Lark/Feishu CLI skill for task management. Create todos, track progress, manage subtasks, assign members, set reminders.
Planning with Files — Manus-Style Persistent Planning Skill
Claude Code skill implementing persistent markdown planning with 96.7% benchmark pass rate. Uses a 3-file pattern (task_plan.md, findings.md, progress.md) to survive context resets.
Focalboard — Open-Source Project Management Alternative to Trello and Notion
Focalboard is a self-hostable kanban + task board tool. Built by Mattermost, it combines Trello-style boards with Notion-style views (table, gallery, calendar) — a solid open-source substitute for small teams.
TaskWeaver — Code-First Data Analytics Agent
TaskWeaver is a Microsoft code-first agent framework for data analytics tasks. 6.1K+ stars. Planning, stateful execution, DataFrames, plugins. MIT.
Dida365 (TickTick) MCP — Task Management for Claude Code
Connect Claude Code to Dida365/TickTick via MCP. OAuth auth, full CRUD for tasks and projects, batch operations. Works with Claude Code, Cursor, and other MCP-compatible tools.
AWX — Web UI, API, and Task Engine for Ansible
AWX is the upstream open-source project behind Red Hat Ansible Automation Platform, providing a web UI, REST API, and task engine for running, scheduling, and managing Ansible playbooks at scale.
Leantime — Open Source Project Management for Teams
A strategic project management system designed for non-project-managers. Leantime combines task boards, goal tracking, timesheets, and idea management in a self-hosted package.
Vikunja — Self-Hosted Open Source To-Do and Project Management
Vikunja is an open-source task management application written in Go. It offers lists, kanban boards, Gantt charts, and CalDAV sync — a self-hosted alternative to Todoist, Trello, and Asana.
age — Simple Modern Encryption Tool
age is a simple, modern, and secure file encryption tool. It replaces GPG for everyday encryption with a clean CLI, small explicit keys, no configuration options, and UNIX-style composability. Designed by Filippo Valsorda, a Go security lead.
Goose — AI Developer Agent by Block
Open-source AI developer agent by Block (Square). Goose automates coding tasks with extensible toolkits, session memory, and MCP server support in your terminal.
Get Shit Done (GSD) — Meta-Prompting Dev System for Claude Code
A spec-driven development system with 48.6k GitHub stars. Adds phase-based planning, multi-agent execution, verification gates, and state persistence to Claude Code, Cursor, Gemini CLI and 9 more runtimes. Install with one npx command.
Claude Code Hooks — Automate Pre/Post Task Actions
Complete guide to Claude Code hooks for automating actions before and after tool calls. Set up linting, testing, notifications, and custom validation with shell commands.
Manifest — Smart LLM Router That Cuts Costs 70%
Intelligent LLM routing that scores requests across 23 dimensions in under 2ms. Routes to the cheapest capable model among 300+ options from 13+ providers. MIT, 4,200+ stars.
Roo Code — AI Coding Agent with Custom Modes
Fork of Cline with custom agent modes, boomerang orchestration, and multi-model routing. Create specialized AI agents for coding, review, and architecture tasks.
Logseq — Privacy-First Knowledge Management Platform
Logseq is a privacy-first, open-source platform for knowledge management and collaboration. Outliner-based with bidirectional links, block references, queries, and graph visualization. Local-first with optional sync. The open-source alternative to Roam Research.
Starlette — The Little ASGI Framework That Shines
Starlette is a lightweight ASGI framework for building async web services in Python. It is the foundation that FastAPI is built on top of. Provides routing, middleware, WebSocket, GraphQL, background tasks, and streaming responses.
Lark CLI — 19 AI Agent Skills for Lark/Feishu
Command-line tool for Lark/Feishu Open Platform with 200+ commands and 19 AI Agent Skills. Covers Messenger, Docs, Base, Sheets, Calendar, Mail, Tasks, and more.
Awesome A2A — Agent-to-Agent Ecosystem Directory
Curated collection of A2A Protocol resources — official samples, SDKs for 5 languages, framework integrations, community implementations, and tutorials. The go-to directory for A2A adoption. MIT.
Anthropic Agent SDK — Build Production AI Agents
Official Anthropic SDK for building AI agents with tool use, memory, and orchestration. Production-grade agent framework with Claude as the backbone for autonomous tasks.
Lark CLI Skill: Standup Report Workflow
Lark/Feishu CLI workflow skill. Combines calendar agenda and tasks to generate daily/weekly standup summaries.
CrewAI — Multi-Agent Orchestration Framework
Python framework for orchestrating role-playing AI agents that collaborate on complex tasks. Define agents with roles, goals, and tools, then let them work together autonomously. 25,000+ stars.
Devin Cursorrules — Turn Cursor into an AI Engineer
A .cursorrules configuration that gives Cursor/Windsurf Devin-like capabilities: automated planning, self-correction, web browsing, and multi-agent collaboration. 6,000+ GitHub stars.
Claude Code MCP — Run Claude as Agent-in-Agent
MCP server that runs Claude Code CLI in one-shot mode inside other AI tools. Enables Cursor, Windsurf, and Claude Desktop to delegate complex tasks to Claude Code. 1.2K+ stars, MIT.
DeerFlow — SuperAgent for Research, Code & Creative
ByteDance's open-source long-horizon SuperAgent with sub-agents, sandboxes, memory, and skills. Handles complex tasks spanning minutes to hours. 58,300+ stars, MIT license.
Trae Agent — AI Coding Agent by ByteDance
Open-source autonomous coding agent for software engineering tasks. Multi-provider LLM support. By ByteDance. 11K+ stars.
Notion MCP — Connect AI Agents to Your Knowledge Base
Official MCP server for Notion workspace access. Search pages, read content, create and update databases, and manage tasks in Notion through Claude Code tool calls.
Fabric — AI Prompt Patterns for Everything
Collection of 100+ AI prompt patterns for real-world tasks. Summarize articles, extract wisdom, analyze code, write essays, create presentations, and more.
Plan, Execute, Ship
Plan, Execute, Ship
AI agents are only as good as their planning. Give a model a vague goal and you get vague output. Give it a structured task list with clear dependencies and acceptance criteria, and you get production-quality work. Planning Frameworks — Planning with Files (Manus-style persistent planning) and DeepAgents decompose goals into executable task trees. Agents can track progress, checkpoint state, and resume interrupted work across sessions.
Agent Workflow Orchestrators — Optio and Goose manage multi-step AI coding workflows with atomic commits, deviation handling, and rollback. They turn "build this feature" into a verifiable sequence of planned, reviewed, and tested changes. Task Hooks & Automation — Claude Code Hooks let you automate pre- and post-task actions: run linters before commit, send notifications on completion, trigger deployment pipelines. The glue that turns individual agent actions into reliable workflows.
Team Integration — Lark/Feishu agent skills connect AI task management to real team tools: Tasks, Projects, Bases, and Standup Reports. Agents can create issues, assign owners, update statuses, and generate daily reports automatically. TokRepo hosts 19+ Lark skills covering the full project lifecycle.
The bottleneck in AI agents isn't intelligence — it's planning. Tools that decompose goals into tasks unlock orders of magnitude more capability.
Questions fréquentes
What is the best AI planning framework?+
For AI coding agents: Claude Code's built-in planning with PLAN.md files, or Optio for multi-step orchestration. For general agents: DeepAgents (LangChain) provides structured task decomposition with state tracking. For persistent planning across sessions: Planning with Files (Manus-style) stores plans as markdown files that agents update iteratively. Choice depends on whether you need rapid iteration, durable state, or team collaboration.
How do I manage multi-step AI agent workflows?+
Use workflow orchestrators like Optio (for coding agents) or LangGraph (for general agents) that model workflows as explicit state machines. They handle: breaking goals into tasks, tracking progress, handling failures and retries, checkpointing so you can resume, and human-in-the-loop approvals for critical steps. Much more reliable than asking an LLM to "remember" its progress.
Can AI agents use Lark/Feishu for project management?+
Yes. TokRepo hosts 19 Lark CLI agent skills that connect Claude Code and other AI tools to Lark's full suite: Tasks (todos and projects), Base (multidimensional spreadsheets), Docs, Wiki, Mail, Calendar, and Standup Reports. An agent can create a task, assign owners, update statuses, and generate daily standup reports automatically based on git activity.