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task-specialist

A robust, local SQLite-backed task management system designed to elevate your AI agent's project execution. Excellent for both simple tasks and large multi-s...

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High Signal

A robust, local SQLite-backed task management system designed to elevate your AI agent's project execution. Excellent for both simple tasks and large multi-s...

โฌ‡ 0 downloads โ˜… 0 stars Unverified but indexed

Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
CHANGELOG.md, SKILL.md, install.sh, scripts/cmds/cmd_block.sh, scripts/cmds/cmd_board.sh, scripts/cmds/cmd_break.sh

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
2.1.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 13 sections Open source page

Task-Specialist

Local task management with SQLite. Offline, persistent, zero dependencies beyond sqlite3 and bash.

Quick Start

# Install (creates DB only, no PATH changes) bash install.sh # Or install AND create easy CLI symlinks in ~/.local/bin bash install.sh --symlink # Create and work tasks task create "Build auth module" --priority=8 task start 1 task-heartbeat 1 # keep-alive ping task complete 1

Agent Principles

When using the task-specialist CLI, follow these principles to ensure high-quality, organized project execution: Decompose First: Always break large, multi-step requests into smaller, logical subtasks using task break. Status Transparency: Keep task statuses (start, block, complete) updated in real-time so your progress is traceable and accurate. Dependency Management: Use task depend to link tasks that rely on each other, preventing illogical execution order. Document Progress: Use the --notes or task show output to keep track of critical information as you move through a project. Multi-Agent Swarm Queue: If executing in parallel alongside other agents, NEVER pick tasks blindly from task list (this causes severe race conditions). ALWAYS run task claim --agent="<YourName>". This executes an atomic SQL lock to fetch the highest-priority, fully unblocked pending task exclusively for you and paints your node's identifier onto the global Kanban board. Context Persistence: Use task note <Next_Task_ID> "Your specific context string" to permanently pass vital URLs, file paths, or error codes to downstream agents before you close your current task. WARNING: Never store API keys or secrets in task notes; use secure local environment variables instead. Verification Checkpoints: If a task has a --verify="cmd" bound to it, running task complete <ID> will natively print the Bash subshell checkpoint. For security (RCE prevention), these checkpoints must be executed manually.

Swarm Orchestrator Guide

If you are the Primary Agent (Orchestrator) managing a complex project, task-specialist is designed to help you spawn parallel Subagents to execute decoupled work simultaneously. When to Spawn Subagents: Use the Swarm for horizontally scalable logic (e.g., "Write isolated unit tests for 10 different files", or "Simultaneously deploy 3 independent Docker containers"). Do not spawn subagents for highly linear, sequential work. Decomposing the Board: First, create all the parallel objectives using task create. Create a final integration task (e.g., "Merge services") and link it to the subtasks using task depend. This automatically blocks the final task until all Subagents finish. Use task edit <ID> --notes="..." to inject deep context (URLs, file paths, git SHAs) directly into the task payload. Spawning the Subagents: Use your native OpenClaw sessions_spawn tool to horizontally scale. Set mode: "run" for one-shot parallel workers. Pass them the strict execution prompt in the task parameter: { "tool": "sessions_spawn", "runtime": "subagent", "mode": "run", "label": "worker-alpha", "task": "You are a Swarm Worker utilizing the `task-specialist` skill. The task payload DB is at $PWD/.tasks.db. (Read SKILL.md for CLI syntax if needed).\n1. Run `task claim --agent=\"worker-alpha\"` to atomically pop the queue.\n2. Read your target objective via `task show <ID>`.\n3. Execute the objective. Record vital context for me via `task note <ID> \"msg\"`.\n4. Run `task complete <ID>` and self-terminate." } Monitoring the Swarm: While your mode: "run" Subagents are executing asynchronously: Run task board periodically to monitor their live Kanban progress through the SQLite matrix. Run task stuck to catch any agents that have timed out and require termination (subagents(action=\"kill\")) and queue restart.

Swarm Subagent Guide

If you are a freshly spawned Subagent Worker, your sole purpose is to execute pending tasks in the queue without colliding with other parallel agents. Acquiring Work: NEVER pick tasks blindly from task list. ALWAYS run task claim --agent=\"<YourName>\". This natively executes an atomic SQL lock to guarantee you aren't fighting another agent for the same process. Context Intake: Once you have acquired a task (e.g., Task #5), run task show 5. Read the Notes: section! Your Orchestrator or previous subagents may have left you precise URLs, file paths, or parameters there. Context Persistence: When your work is done, ask yourself: "Does the next downstream agent need to know I did this?" If yes, use task note <Next_Task_ID> \"Your context string here\" to permanently append that knowledge to the downstream task's envelope. Completion and Checkpoints: Run task complete <ID>. If your task contains a Checkpoint Validation (a Bash subshell script), the engine will output the command for you to run manually. You must repair the codebase until the tests pass before you can technically complete the task and self-terminate.

Task Lifecycle

task create "description" [--priority=N] [--parent=ID] [--project=NAME] [--verify="cmd"] [--due="YYYY-MM-DD"] [--tags="a,b"] # โ†’ prints task ID task edit ID [--desc="new text"] [--priority=N] [--project=NAME] [--verify="cmd"] [--assignee="NAME"|--unassign] [--due="YYYY-MM-DD"] [--tags="a,b"] # adjust details task claim [--agent="NAME"] # atomically lock & claim highest priority pending task task start ID # pending โ†’ in_progress (prefer 'claim' for swarm) task block ID "reason" # โ†’ blocked (reason in notes) task unblock ID # blocked โ†’ pending task note ID "message" # append runtime logic or error context to the task task complete ID # โ†’ done. Checkpoint verifications are printed for manual execution. task restart ID # done/in_progress โ†’ pending. Resets assignee. task delete ID [--force] # remove task (--force for parents) Status flow: pending โ†’ in_progress โ†’ blocked โ†’ done Priority: 1 (low) to 10 (critical). Default: 5. Delete: Refuses if task has subtasks unless --force is passed, which cascades the delete to all children and their dependencies.

Querying & Observability

task board # renders visual ASCII Kanban dashboard task list [--status=S] [--parent=ID] [--project=N] [--format=chat] [--tag="T"] # tabular lists or github markdown task export [--status=STATUS] [--project=NAME] [--json] # markdown table or raw JSON array hook task show ID # full details, assignee, & deps task stuck # in_progress tasks inactive >30min

Subtask Decomposition

task break PARENT_ID "step 1" "step 2" "step 3" Creates children linked to parent. Auto-chains dependencies: step 2 depends on step 1, step 3 depends on step 2.

Manual Dependencies

task depend TASK_ID DEPENDS_ON_ID When starting a task, all dependencies must be done or the command is refused with a list of blockers. When completing a task, any dependent tasks whose deps are now all satisfied are auto-unblocked (blocked โ†’ pending).

Heartbeat

task-heartbeat TASK_ID # update last_updated timestamp task-heartbeat # report stalled tasks (no args) Integrate into long-running scripts: while work_in_progress; do do_work task-heartbeat "$TASK_ID" sleep 300 # every 5 minutes done

Schema

tasks: id, request_text, project, status, priority, parent_id, created_at, started_at, completed_at, last_updated, notes, verification_cmd, assignee dependencies: task_id, depends_on_task_id (composite PK)

Environment

VariableDefaultPurposeTASK_DB$PWD/.tasks.dbPath to SQLite database The DB defaults to a hidden .tasks.db file in the current working directory where the command is executed. This natively supports separate task lists for different projects/workspaces without data collision.

Security

No eval(), no external API calls, no crypto Pure SQLite + Bash โ€” passes VirusTotal clean Integer-only validation on all task IDs via require_int() guard before any SQL use Status whitelist: task list --status only accepts pending, in_progress, blocked, done Date format enforcement: --since only accepts YYYY-MM-DD format via regex check Text inputs sanitized via single-quote escaping (sed "s/'/''/g") Temp-file SQL delivery: SQL is written to a temp file and fed to sqlite3 via stdin redirect to avoid all argument-injection vectors

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
4 Scripts2 Docs
  • SKILL.md Primary doc
  • CHANGELOG.md Docs
  • install.sh Scripts
  • scripts/cmds/cmd_block.sh Scripts
  • scripts/cmds/cmd_board.sh Scripts
  • scripts/cmds/cmd_break.sh Scripts