cost-estimation SKILL.md skillA

cost-estimation from habitat-thinking/ai-literacy-superpowers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add habitat-thinking/ai-literacy-superpowers/cost-estimation@git:20260615.89f6ae8

Pins git:20260615.89f6ae8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
habitat-thinking/ai-literacy-superpowers
Path
ai-literacy-superpowers/skills/cost-estimation/SKILL.md
Versions recorded
4
Latest version
git:20260615.89f6ae8, committed Jun 15, 2026
First version recorded
Jun 11, 2026
Size
21,663 bytes
Repository stars
121
License
a license file GitHub does not identify

Use when the user wants to estimate or predict the cost, token usage, or time of a task BEFORE it runs — "how much will this feature cost to build", "estimate the tokens for this spec", "what will this slice cost", "predict the agent-compute time before I commit" — produces a token + time estimate as a range with disclosed confidence, adding a dollar figure only when an observability/costs snapshot grounds it. The prospective sibling of cost-tracking, which records actual spend after the fact.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Cost Estimation

Estimate, *before* work runs, the token usage and time a task will
consume flowing through the orchestrator pipeline — and a dollar cost
**only when observed actuals exist to ground it**.

This is the **prospective** counterpart to the **retrospective**
`cost-tracking` skill. `cost-tracking` *records* what was spent into
`observability/costs/YYYY-MM-DD-costs.md`; this skill *reads* those same
snapshots as its $/token ground and *predicts* what a task will spend.
The two are siblings — a reader who finds one should find the other (see
[Sibling relationship](#sibling-relationship-to-cost-tracking)).

The day-one deliverable is a **token + time estimate**. Both axes are
fully groundable from `MODEL_ROUTING.md` today, so they are the honest
first-version value of this capability. The dollar figure is an
**actuals-gated enhancement** — present and grounded only when an
`observability/costs/` snapshot supplies a usable $/token rate, otherwise
omitted with an explicit disclosure (never a forced list-price guess).

This skill is **methodology and a format contract**. It describes how an
estimate is derived and what an estimate record must contain. It does not
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add habitat-thinking/ai-literacy-superpowers/cost-estimation@sha256:7dbd433125e5fac7

The line at the top of this page pins the label git:20260615.89f6ae8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_a5m75zydbuy5fick.svg)](https://markdownregistry.com/a/art_a5m75zydbuy5fick)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Jun 11, 2026 and Jun 15, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20260615.89f6ae8 latest2026-06-15 89f6ae8 21,663 BA view · diff
git:20260614.0b54ad62026-06-14 0b54ad6 20,330 BA view · diff
git:20260612.4978c712026-06-12 4978c71 19,522 BA view · diff
git:20260611.f7e212d2026-06-11 f7e212d 17,446 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21663 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

habitat-thinking/ai-literacy-superpowers · 121 stars · license a license file GitHub does not identify · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_a5m75zydbuy5fick
GET https://markdownregistry.com/api/v1/resolve?ref=habitat-thinking/ai-literacy-superpowers/cost-estimation
GET https://markdownregistry.com/api/v1/blob/7dbd433125e5fac7604000f3677fe9c41a3c4f673648c5ae255e5123ff61c365

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in habitat-thinking/ai-literacy-superpowers

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