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opendolph

Task Detection + Proactive Thinking

by jason-tiger · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
126
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Install in OpenClaw
/install task-detection-thinking
Description
Incomplete task detection + proactive thinking. Automatically scans task status, identifies anomalies, generates solutions, and attempts auto-fixes.
Usage Guidance
This skill is largely what it says (scans task files and writes logs), but I recommend caution before installing: - Review and fix the hard-coded WORKSPACE path: scripts/detect.js uses '/Users/openclaw/.openclaw/workspace'. Change this to a configurable path (env var or relative path) so it doesn't accidentally read/write files in an unexpected home directory. - Confirm Feishu behavior: README/SKILL.md mention pushing alerts to Feishu, but the script only logs a placeholder. If you plan to enable Feishu alerts, require and provide explicit environment variables (FEISHU_TOKEN/APP_ID/etc.) and audit any added network code for endpoints and scopes. - Inspect and sandbox first: run the script in a sandboxed environment (or with a copy of your workspace) to verify it only reads the expected HEARTBEAT.md/WORKING.md and writes task-alert.md/thinking-log.md where you want them. - If you don't want persistent writes, modify the script to write to a safe location or disable writing. The script will create memory/hot and write logs without prompting. - If you expect auto-fix functionality, note it is minimal/placeholder in current code; don’t rely on it to change upstream tasks automatically. If you want me to produce a small patch to make the WORKSPACE configurable (use an env var with a fallback) and to add explicit checks or to stub Feishu integration safely, tell me and I can generate it.
Capability Analysis
Type: OpenClaw Skill Name: task-detection-thinking Version: 1.0.0 The task-detection-thinking skill is a task management utility designed to monitor task status and identify anomalies like stalled or overdue items. The core logic in `scripts/detect.js` performs standard file system operations to read and write markdown files within a local workspace, and the instructions in `SKILL.md` are consistent with its stated purpose of proactive task analysis and reporting.
Capability Assessment
Purpose & Capability
The skill's stated purpose (scan HEARTBEAT.md/WORKING.md, detect anomalies, suggest fixes) aligns with the included script which reads task files and writes detection logs. However the script uses a hard-coded absolute WORKSPACE path ('/Users/openclaw/.openclaw/workspace') rather than a relative path or an environment variable; that is brittle and unusual. Writing into the agent memory folders (memory/hot, memory/warm) is consistent with a task-skill but the hard-coded user path means it will only run correctly on a specific path and may unexpectedly read files from a user's home directory.
Instruction Scope
SKILL.md instructs the agent to read HEARTBEAT.md and WORKING.md and to push critical alerts via Feishu. The distributed code implements file reads/writes and generation of logs, which is expected. However SKILL.md promises Feishu pushes and integration with 'ClawMemory'/'three-layer memory', but the code contains only a console placeholder for Feishu (no implemented network call) and does not declare or use Feishu credentials. The 'auto-fix' behavior is advertised as attempting fixes, but the tryAutoFix function is effectively a no-op (it never performs action besides categorizing alerts), so behavior described in docs and behavior in code diverge.
Install Mechanism
No install spec — instruction-only skill with a shipped script. Nothing downloaded or executed from remote sources during install, which reduces installer risk.
Credentials
SKILL.md and README mention pushing alerts via Feishu and integration with memory/ClawMemory, but package metadata requires no environment variables or credentials. If Feishu notifications or external integrations are enabled, credentials (tokens/API keys) would normally be required; their absence in requires.env is an inconsistency and could lead to silent failures or to maintainers later adding network code that expects credentials. Also the code writes into the agent memory directory without requesting explicit permission/configuration.
Persistence & Privilege
always:false and no special privileges are requested. The script does create and write files under the workspace memory directories (memory/hot, memory/warm) — expected for this kind of skill but worth noting: it will persist detection results and thinking logs to disk within the agent workspace.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install task-detection-thinking
  3. After installation, invoke the skill by name or use /task-detection-thinking
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release: automates task anomaly detection and proactive solution generation. - Scans HEARTBEAT.md and WORKING.md to identify stalled, blocked, overdue, duplicate, and other anomalous tasks. - Generates multi-step analysis and up to 3 solution options per anomaly, with auto-fix attempts where possible. - Outputs detection results and thinking logs to structured memory files; sends critical alerts via Feishu. - Supports multiple trigger modes: heartbeat, scheduled scan, and manual command. - Flexible configuration for detection frequency, thresholds, auto-fix attempts, and alerting options.
Metadata
Slug task-detection-thinking
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Task Detection + Proactive Thinking?

Incomplete task detection + proactive thinking. Automatically scans task status, identifies anomalies, generates solutions, and attempts auto-fixes. It is an AI Agent Skill for Claude Code / OpenClaw, with 126 downloads so far.

How do I install Task Detection + Proactive Thinking?

Run "/install task-detection-thinking" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Task Detection + Proactive Thinking free?

Yes, Task Detection + Proactive Thinking is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Task Detection + Proactive Thinking support?

Task Detection + Proactive Thinking is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Task Detection + Proactive Thinking?

It is built and maintained by jason-tiger (@opendolph); the current version is v1.0.0.

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