Traction scoreGitHub stars can be faked, so popularity alone can be misleading. Traction Score looks for broader signs of recent attention, adoption, and active maintenance.
Task Observer monitors multi-step agentic workflows to identify methodology and patterns worth preserving. It tracks tool usage, user corrections, and session insights to systematically discover new skill opportunities during active work sessions.
Designed for automation builders, the skill operates in the background of task execution and post-task feedback to standardize how workflow improvements are documented and integrated into a skill taxonomy.
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Follow the documented setup, then try a first task.
I’m using
Upload the release bundle to Claude
Installs: Complete task-observer .skill bundle, available in all chats and Cowork tasks · Claude web interface, Claude desktop app, Claude mobile app, Claude Cowork
Before you start
Platform: Claude web interface, desktop app, mobile app, or Cowork
Download the `.skill` bundle attached to the latest release. Keep the bundle intact because the complete skill includes `SKILL.md`, `references/`, and `scripts/`.
Upload the `.skill` bundle through Settings → Customize.
Using `references/environments.md` from the bundle, add its activation instruction to CLAUDE.md or the platform equivalent, or install the documented session-start hook. Verify activation in a new session by confirming task-observer is invoked before the first tool call.
Installs: Complete task-observer folder bundle, available in all chats and Cowork tasks · Claude web interface, Claude desktop app, Claude mobile app, Claude Cowork
Before you start
Platform: Claude web interface, desktop app, mobile app, or Cowork
Download the repository as a ZIP or clone it, then keep `SKILL.md`, `references/`, and `scripts/` together in one folder.
Zip that folder and upload it through Settings → Customize.
Using `references/environments.md` from the installed folder, add its activation instruction to CLAUDE.md or the platform equivalent, or install the documented session-start hook. Verify activation in a new session by confirming task-observer is invoked before the first tool call.
Installs: Project-level complete task-observer skill folder · Claude Code
Before you start
Platform: Claude Code
Download the repository as a ZIP or clone it, retaining `SKILL.md`, `references/`, and `scripts/` together.
Place the complete folder at `.claude/skills/task-observer/` in the project, preserving the `references/` and `scripts/` subfolders.
Add the activation instruction from `references/environments.md` to CLAUDE.md, or install the documented session-start hook. Verify activation in a new session by confirming task-observer is invoked before the first tool call.
Use the task-observer skill while reviewing the short draft pasted below. Suggest three clarity edits without rewriting the entire draft. Then answer “Any observations logged?” with a structured summary of useful patterns, corrections, skill gaps, affected skills, and specific proposed improvements for my review. Do not modify any skills.
Draft:
[paste a short draft here]
Claude
Codex
Cursor
Gemini CLI
OpenClaw
Hermes