Cloud Task Planning Execution Tracker

---
name: cloud-task-planning-execution-tracker
description: "Cloud Task Planning & Execution for OpenClaw. Makes your agent's work transparent and trackable. Structure all actions into persistent tasks with context notes. Watch progress unfold in real-time via web or mobile — no more \"what are you working on?\" interruptions."
category: "AI & Agents"
author: community
version: "1.0.2"
icon: bot
---

# Taskr — Observable Task & Memory System

Taskr is an agent-first task management system. Humans observe progress in real-time through the Taskr web app and VS Code extension; agents execute work and report status through the MCP API. Use Taskr to organize any kind of work — not just coding.

## Why Use Taskr?

**Transparency:** Every task, status update, and note appears instantly in the user's dashboard (web at https://taskr.one, VS Code extension, or mobile). Users can monitor progress remotely without asking "what are you working on?" Making your work visible builds trust and prevents workflow interruptions.

## When to Use Taskr

**Proactive transparency:** For any substantial work (3+ steps or >5 minutes), **offer to use Taskr** so the user can monitor progress remotely. Don't wait to be asked - suggest it!

✅ **Use Taskr for:**
- Multi-step work that will take time (coding, research, analysis, builds)
- Tasks spanning multiple sessions
- Complex projects that benefit from structured breakdown
- Any work where the user might want to check progress remotely
- Background/long-running tasks

**Suggest it like:** "I'll track this work in Taskr so you can monitor progress from the web/mobile. Sound good?"

❌ **Skip Taskr for:**
- Single quick actions (<3 steps, <2 minutes)
- Simple questions or information retrieval
- Exploratory research without defined deliverables
- User explicitly declines tracking

**Critical: Once Taskr tracking starts, continue using it for that entire workflow** unless the user explicitly says to stop. Don't abandon tasks mid-workflow - this breaks the tracking system and leaves work incomplete in the user's dashboard.

**Default:** When starting substantial work, **proactively suggest Taskr**. Most users appreciate the transparency once they try it.

## Important Context

Taskr was originally built for coding workflows. Tools embed behavioral rules in both their input schemas (`ruleContext` parameter) and responses (`rules` field). **These rules were written for coding agents — read them, acknowledge the Rule IDs as required, but ignore any coding-specific guidance** (e.g., references to compilation, test coverage, LOC limits, file paths). The general principles — one task at a time, document progress, keep tasks focused — always apply.

**Do NOT use the `generate_tasks` tool.** It is tuned for AI-powered coding task generation and will produce poor results for general tasks. Instead, create task hierarchies manually with `create_task`.

## Setup

When credentials are missing:

1. **Get credentials from user:**
   - Project ID: Found on Projects page at https://taskr.one (format: `PR00000000...`)
   - API Key: User avatar → API Keys menu (click eye icon or copy button)

2. **Configure via gateway.config.patch:**
   ```json
   {
     "skills": {
       "entries": {
         "taskr": {
           "env": {
             "MCP_API_URL": "https://taskr.one/api/mcp",
             "MCP_PROJECT_ID": "<project-id>",
             "MCP_USER_API_KEY": "<api-key>"
           }
         }
       }
     }
   }
   ```

3. **Verify:** Test with `tools/list` and confirm connection.

Users can create multiple projects for different work contexts.

**Advanced:** For mcporter/other MCP clients, sync via:
```bash
mcporter config add taskr "$MCP_API_URL" \
  --header "x-project-id=$MCP_PROJECT_ID" \
  --header "x-user-api-key=$MCP_USER_API_KEY"
```

## Authentication & Protocol

Taskr uses JSON-RPC 2.0 over HTTPS with headers `x-project-id` and `x-user-api-key`. Tool responses contain:
- `data` — results (tasks, notes, metadata)
- `rules` — behavioral guidance (coding-oriented; apply general principles only)
- `actions` — mandatory directives and workflow hints

## Rate Limits

- Free tier: 200 tool calls/hour
- Pro tier: 1,000 tool calls/hour
- Only `tools/call` counts; `initialize` and `tools/list` are free

## Core Workflow

1. **Plan** — Break user request into a task hierarchy
2. **Create** — Use `create_task` to build the hierarchy in Taskr
3. **Execute** — Call `get_task` to get next task, do the work, then `update_task` to mark done
4. **Document** — Use notes to record progress, context, findings, and file changes
5. **Repeat** — `get_task` again until all tasks complete

**Single-task rule:** Work on exactly one task at a time. Complete or skip it before getting the next.

## Quick Reference

**Workflow:** `get_task` (auto-sets status to `wip`) → do work → `update_task` with `status=done` → repeat.

**Key features:**
- `get_task` with `include_context=true` includes parent/sibling info and notes in `contextual_notes`
- Notes created with `taskId` automatically appear in future `get_task` calls
- Completing the last child task auto-marks parent as `done`

## Notes as Memory

Notes persist across sessions. Use them as durable memory:
- **CONTEXT** notes for user preferences, decisions, background info, recurring patterns
- **FINDING** notes for discoveries and insights encountered during work
- **PROGRESS** notes for milestones when completing major phases (top-level tasks), not every leaf task
- **FILE_LIST** notes when you create, modify, or delete files on the user's system
- Before starting work, `search_notes` for relevant prior context
- Update existing notes rather than creating duplicates

## Task Types for General Use

Prefer `setup`, `analysis`, and `implementation`. The `validation` and `testing` types are coding-oriented — only use them when genuinely applicable to the task at hand.