← All skills
Tencent SkillHub · Productivity

OpenClaw Tally

Tokens tell you how much you paid. Tasks tell you what you got. Tally tracks every OpenClaw task from start to finish — cost, complexity, and efficiency score.

skill openclawclawhub Free
0 Downloads
0 Stars
0 Installs
0 Score
High Signal

Tokens tell you how much you paid. Tasks tell you what you got. Tally tracks every OpenClaw task from start to finish — cost, complexity, and efficiency score.

⬇ 0 downloads ★ 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
PRD.md, README.md, SKILL.md, db/migrations/001_initial.sql, package-lock.json, package.json

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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
0.3.1

Documentation

ClawHub primary doc Primary doc: SKILL.md 9 sections Open source page

OpenClaw Tally

Reframes AI usage from token-counting to task-completion economics. Instead of "how many tokens?", answer "how much to get X done, and was it worth it?"

1. Ask OpenClaw (Recommended)

Tell OpenClaw: "Install the openclaw-tally skill." The agent will handle the installation and configuration automatically.

2. Manual Installation (CLI)

If you prefer the terminal, run: clawhub install openclaw-tally

Security & Privacy Declaration

Hook: This skill registers a message-post hook and processes every message. Local only: All processing is purely local. No data is sent to any external server. Message content: The task detector reads message text to identify task boundaries (start/complete/fail signals) using regex pattern matching. No message text is stored — only metadata (token count, model, session_id, complexity score) is persisted to the database. Sandboxed storage: SQLite database defaults to ~/.openclaw/tally/tally.db. A custom path can be provided for testing. Native dependency: Requires better-sqlite3 (native Node.js addon). Installation runs npm install which triggers a native build step. Permissions: No network access. No exec permissions. Filesystem limited to ~/.openclaw/tally/.

What It Does

Detects tasks automatically from message streams (Layer 1: Task Detector) Attributes costs across sessions, sub-agents, and cron triggers (Layer 2: Task Ledger) Computes TES (Task Efficiency Score) per task, model, and cron (Layer 3: Analytics Engine)

Commands

/tasks list — Show recent tasks with status, cost, and TES /tasks stats — Summary statistics for a time period /tasks this-week — This week's task summary /tasks show <task_id> — Show task detail /tasks report --dimension model — Model efficiency report /tasks cron-health — Cron efficiency and health check

Complexity Levels

L1 (Reflex): Single-turn, text-only, no tools L2 (Routine): Multi-turn or 1–3 tool calls L3 (Mission): Multiple tools + file I/O + external APIs L4 (Campaign): Sub-agents + cron + cross-session

TES (Task Efficiency Score)

TES = quality_score / (normalized_cost × complexity_weight) > 2.0 🟢 Excellent 1.0–2.0 🟡 Good 0.5–1.0 🟠 Below average < 0.5 🔴 Poor 0.0 ⚫ Failed

Usage

When the skill is installed, it automatically hooks into message-post. Use the /tasks commands above to query analytics. All data is stored locally in ~/.openclaw/tally/tally.db. See PRD.md for the full product specification.

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
3 Docs2 Config1 Files
  • SKILL.md Primary doc
  • PRD.md Docs
  • README.md Docs
  • package-lock.json Config
  • package.json Config
  • db/migrations/001_initial.sql Files