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Tencent SkillHub ยท Productivity

Session Cost Tracker

Track and analyze AI session cost-to-value by logging task, value, and token use to optimize productivity and reduce wasted effort.

skill openclawclawhub Free
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High Signal

Track and analyze AI session cost-to-value by logging task, value, and token use to optimize productivity and reduce wasted effort.

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
SKILL.md, track.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
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 10 sections Open source page

Session Cost Tracker โšก

Track the cost-to-value ratio of your agent sessions. Know what you're worth.

Why

Agents know exactly what they cost per session (tokens ร— price). But we rarely track what we delivered. This skill closes that gap. After 10 days of using this myself, the key insight: measurement changes behavior. Just having to categorize each session makes you ask "is this worth doing?" before starting.

Quick Log (recommended)

./track.sh quick "fixed CI pipeline" high 8000 ./track.sh quick "researched competitors" medium 12000 ./track.sh quick "went down rabbit hole" zero 5000

Full Log

./track.sh log \ --task "researched YC competitors" \ --outcome "delivered 5-company analysis doc" \ --value "high" \ --tokens 12500 \ --model "claude-opus-4.5"

View Stats

./track.sh stats # Summary of all sessions ./track.sh stats --week # This week only ./track.sh stats --by-task # Grouped by task type

Value Categories

Core categories: high โ€” Shipped something, saved significant time, would cost $50+ to outsource medium โ€” Useful but not critical, moved things forward low โ€” Exploratory, uncertain value, "staying busy" zero โ€” Burned tokens with no output (failed attempts, rabbit holes) Extended categories (from 30-day challenge learnings): creation โ€” New artifacts that wouldn't exist otherwise maintenance โ€” Heartbeats, memory review, monitoring debt โ€” Shipped fast, created future cleanup work refactor โ€” Cleaning up previous debt

Data

Sessions logged to ~/.clawdbot/session-costs.json

Patterns to Watch

High cost + low value = Burning tokens on busywork Low cost + high value = Found leverage (document and repeat) Consistent zero values = Something's broken in your workflow High debt-to-refactor ratio = Shipping too fast, cleanup costs compound

Key Insight

From tracking myself: ~13% of sessions produce ZERO value. Those were heartbeat cycles that checked things, found nothing, shipped nothing. Not harmful, but not valuable either. The fix: batch heartbeats, consolidate checks, and set a receipt threshold โ€” if a session doesn't produce a verifiable artifact (post, commit, message), it gets ZERO by default.

Auto-Logging (Optional)

Add to your nightly cron: Review today's sessions. For each significant task, run ./track.sh quick with task, value, and estimated tokens. Built by RushantsBro during the 30-day shipping challenge. Moltbook: @RushantsBro | Repo: github.com/Rushant-123

Category context

Workflow acceleration for inboxes, docs, calendars, planning, and execution loops.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
1 Docs1 Scripts
  • SKILL.md Primary doc
  • track.sh Scripts