Home / habitat-thinking / ai-literacy-superpowers · ai-literacy-superpowers/skills/cost-estimation/SKILL.md · GitHub

cost-estimation skillA

cost-estimation is agent-read markdown (skill) from habitat-thinking/ai-literacy-superpowers: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns 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

Latest version
mdr add habitat-thinking/ai-literacy-superpowers/cost-estimation@git:20260615.89f6ae8
Exact content
mdr add habitat-thinking/ai-literacy-superpowers/cost-estimation@sha256:7dbd433125e5fac7

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

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

1 badge views in 30 days

Versions

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. Deterministic, no model, 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 · 106 stars · license NOASSERTION · pushed 2026-09-20 · 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 agent 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.

More from habitat-thinking/ai-literacy-superpowers

constraints rules
habitat-thinking/ai-literacy-superpowers · .cursor/rules/constraints.mdc · Architectural constraints synced from HARNESS.md
git:20260826.7eba676 · audit A · 106 stars
conventions rules
habitat-thinking/ai-literacy-superpowers · .cursor/rules/conventions.mdc · Project conventions synced from HARNESS.md
git:20260415.d0763a2 · audit A · 106 stars
AGENTS.md agents
habitat-thinking/ai-literacy-superpowers · AGENTS.md
git:20260814.d94de33 · audit A · 106 stars
CLAUDE.md claude
habitat-thinking/ai-literacy-superpowers · CLAUDE.md
git:20260826.7eba676 · audit A · 106 stars
advocatus-diaboli skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/advocatus-diaboli/SKILL.md · Use when acting as the adversarial spec reviewer — raises steel-manned objections across six categories before plan…
git:20260826.7eba676 · audit A · 106 stars
ai-literacy-assessment skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/ai-literacy-assessment/SKILL.md · This skill should be used when the user asks to "assess AI literacy", "run an assessment", "check literacy level"…
git:20260716.ca45e3c · audit A · 106 stars
auto-enforcer-action skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/auto-enforcer-action/SKILL.md · Use when setting up automatic PR constraint enforcement via GitHub Actions — covers the advisory-vs-blocking split…
git:20260615.36b92f7 · audit A · 106 stars
carpaccio skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/carpaccio/SKILL.md · Use when acting as the cadence governor — slices a raw task description into thin, end-to-end-complete pieces before…
git:20260526.40e858f · audit A · 106 stars
choice-cartographer skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/choice-cartographer/SKILL.md · Use when acting as the decision-archaeology agent — surfaces decisions a spec has made (including the silent ones)…
git:20260813.d867c7c · audit A · 106 stars
coda skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/coda/SKILL.md · Use when closing an agentic session deliberately rather than by attrition — carries the four-step ritual (survey, park…
git:20260812.cecd058 · audit A · 106 stars
cognitive-reservoir skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/cognitive-reservoir/SKILL.md · Use when watching the human verifier rather than the output — defines the observable proxies, the…
git:20260811.05a775b · audit A · 106 stars
component-design-with-tdad skill
habitat-thinking/ai-literacy-superpowers · ai-literacy-superpowers/skills/component-design-with-tdad/SKILL.md · Use when designing a new plugin component (skill, agent, command, or backing script) for the ai-literacy-superpowers…
git:20260510.3655852 · audit A · 106 stars

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

Other files named cost-estimation

cost-estimation skill
microsoft/github-copilot-for-azure · plugins/azure-cost/skills/cost-estimation/SKILL.md · Forecast Azure spend and price planned resources or workloads. WHEN: "forecast Azure spending", "project next month…
v0.0.0-placeholder · audit A · 252 stars

Browse by kind, by grade A, or by owner.