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minirr890112-byte

Task Cost Estimator

by Maya Tao · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
57
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Install in OpenClaw
/install task-cost-estimator
Description
Task to best model + cost. 4 modes (value, quality, balanced, local). Tracks lifetime Bonus.
Usage Guidance
This skill's idea is reasonable, but the SKILL.md expects two CLI tools ('task-cost' and 'api-cost') without declaring them or explaining where they come from or what 'api-cost track' does. Before installing or enabling this skill: (1) ask the publisher for the source or binary provenance for 'task-cost' and 'api-cost' (links to repos/releases); (2) confirm what endpoint 'api-cost' uses and whether it requires credentials—do not provide secrets until you know where they go; (3) consider that the broad trigger list may cause frequent/accidental runs; (4) if you cannot verify the tools' origin and behavior, do not enable autonomous invocation or decline to install the skill. Additional information that would raise confidence: a repo or package link for the CLIs, an explicit list of required env vars/credentials, and documentation of the tracking endpoint and data sent.
Capability Assessment
Purpose & Capability
The name/description claim a model picker + cost estimator, which is reasonable; however the SKILL.md instructs the agent to run a 'task-cost' CLI and an 'api-cost' tracking command even though the skill declares no required binaries, installs, or credentials. That mismatch (instructions require binaries but none are declared) is incoherent: either the skill omitted required runtime components or it expects tools that may not exist or be trusted.
Instruction Scope
Runtime instructions tell the agent to execute 'task-cost -q ...' variants and to run 'api-cost track $amt provider model' after tasks. The doc does not define what those binaries do, where 'api-cost' sends tracking data, or whether any credentials/configuration are needed. This exposes a risk that cost/usage data could be sent to an unknown endpoint or that the agent will attempt to run absent/untrusted binaries. Triggers are broad (many common verbs and phrases), increasing the chance of unintended invocation.
Install Mechanism
This is an instruction-only skill (no install spec, no code files), which is low-risk by itself. However, it's notable that the instructions require command-line tools even though there is no install or provenance information for them; that omission is an operational inconsistency rather than an install-time risk from this package.
Credentials
The skill declares no required environment variables or credentials, but the 'api-cost track' step implies it may need credentials or an endpoint to record costs. Because those are not declared, there's a mismatch: either the tool is expected to be locally configured (but that configuration is unspecified) or the instructions would prompt the agent to access external services without made explicit what secrets/configs are required.
Persistence & Privilege
always is false and there is no install-time persistence or modifications to other skills. The skill does not request elevated or permanent presence in the agent environment.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install task-cost-estimator
  3. After installation, invoke the skill by name or use /task-cost-estimator
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Auto-triggered model picker. 4 modes (value/quality/balanced/local). Tracks lifetime API spend. Every task starts here.
Metadata
Slug task-cost-estimator
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Task Cost Estimator?

Task to best model + cost. 4 modes (value, quality, balanced, local). Tracks lifetime Bonus. It is an AI Agent Skill for Claude Code / OpenClaw, with 57 downloads so far.

How do I install Task Cost Estimator?

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

Is Task Cost Estimator free?

Yes, Task Cost Estimator is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Task Cost Estimator support?

Task Cost Estimator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Task Cost Estimator?

It is built and maintained by Maya Tao (@minirr890112-byte); the current version is v1.0.0.

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