# Send OpenClaw Tally to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
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

```text
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.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "openclaw-tally",
    "name": "OpenClaw Tally",
    "source": "tencent",
    "type": "skill",
    "category": "效率提升",
    "sourceUrl": "https://clawhub.ai/JonathanJing/openclaw-tally",
    "canonicalUrl": "https://clawhub.ai/JonathanJing/openclaw-tally",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/openclaw-tally",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-tally",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "PRD.md",
      "README.md",
      "SKILL.md",
      "db/migrations/001_initial.sql",
      "package-lock.json",
      "package.json"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "openclaw-tally",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T17:19:08.606Z",
      "expiresAt": "2026-05-07T17:19:08.606Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-tally",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-tally",
        "contentDisposition": "attachment; filename=\"openclaw-tally-0.3.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "openclaw-tally"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/openclaw-tally"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/openclaw-tally",
    "downloadUrl": "https://openagent3.xyz/downloads/openclaw-tally",
    "agentUrl": "https://openagent3.xyz/skills/openclaw-tally/agent",
    "manifestUrl": "https://openagent3.xyz/skills/openclaw-tally/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/openclaw-tally/agent.md"
  }
}
```
## Documentation

### 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.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: JonathanJing
- Version: 0.3.1
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-04-30T17:19:08.606Z
- Expires at: 2026-05-07T17:19:08.606Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/openclaw-tally)
- [Send to Agent page](https://openagent3.xyz/skills/openclaw-tally/agent)
- [JSON manifest](https://openagent3.xyz/skills/openclaw-tally/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/openclaw-tally/agent.md)
- [Download page](https://openagent3.xyz/downloads/openclaw-tally)