Atlas / Skills / borski / Points Valuations

Points ValuationsCAUTION

skills/borski/points-valuations

AI-powered travel hacking and search with cash, points, miles, and award flights. Drop-in skills and MCP servers for Claude, Codex, and OpenCode.

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
693
01

Overview

AI-powered travel hacking and search with cash, points, miles, and award flights. Drop-in skills and MCP servers for Claude, Codex, and OpenCode.

Read from source at commit fda58ab480fdOBSERVED · 2026-10-14
Advertisement
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: points-valuations
description: Cents-per-point (cpp) valuations across major loyalty programs from four publications. Floor/ceiling rules for deciding if a redemption is good or exceptional.
category: reference
summary: CPP formula, floor/ceiling rules, surcharge-heavy programs to avoid, transfer bonus considerations, Chase Points Boost dynamics, opportunity cost.
---

# Points Valuations

**Reference data:** `data/points-valuations.json`

Four sources are aggregated:
- **The Points Guy (TPG):** optimistic, has affiliate incentive to inflate
- **Upgraded Points:** moderate
- **One Mile at a Time (OMAAT):** conservative
- **View From The Wing (VFTW):** most conservative and theoretically rigorous

Each entry has:
- `floor` — conservative minimum (use this for decision-making)
- `ceiling` — optimistic maximum
- `sources` — individual values from each publication

## Decision Rules

- **Default to the floor for "should I burn points on this?" decisions.** If a redemption beats the ceiling, it's genuinely exceptional. Say so.
- **Below the floor is objectively poor value.** Flag it and suggest alternatives.
- **TPG systematically overvalues** (affiliate incentive). VFTW and OMAAT are more useful for real decisions.
- **When floor and ceiling are within 0.1cpp,** the value is well-established.
- **When floor and ceiling are 0.3cpp+ apart,** mention the range and let the user decide.

## The Points-vs-Cash Decision Sequence

Run these steps in order for any "should I use points?" question. Each step can end the analysis early; don't skip ahead.

1. **Compute true cpp** with the formula below — total out-of-pocket including award taxes/surcharges, not gross fare. If you don't know the surcharge yet, get it before quoting a cpp; a BA award can swing from 2.5cpp to 0.9cpp on surcharges alone.
2. **Compare against the program's `floor`.** Below floor → recommend cash (or a different program), and say why. At/above `ceiling` → call it exceptional explicitly.
3. **Check reachability before valuing further.** A great cpp in a program the user can't reach (no balance, no transfer path in `data/transfer-partners.json`) is not an option — drop it.
4. **If a transfer is involved, gate through `transfer-bonuses`** (check expiry against today's date) — an active bonus divides the effective miles cost and can flip step 2's verdict.
5. **Check the opportunity cost of the currency, not just this redemption.** UR at 1.3cpp on a flight is a loss if the user's realistic alternative is Hyatt at 1.5-2.0cpp — the benchmark for a transferable currency is its best *practical* use, not 1.0.
6. **Compare against the portal quote** (actual quote, not assumed rate — Points Boost is dynamic). Transfer wins on miles-count more often than portal wins on simplicity; show both numbers.
7. **Present cpp math on both sides** and a one-line verdict. User preference thresholds (e.g. a personal ~1.5cpp bar) are an overlay the user applies — still surface sub-threshold options when cash is unreasonable or points are expiring, flagged as such.

## Staleness Check

Look at `_meta.last_updated` in the data file. If it's more than 45 days old, re-fetch from the source URLs in `_meta.sources` and update the file. Programs devalue regularly, and stale valuations lead to bad recommendations.

## How to Compute CPP Correctly

```
CPP = (cash_price - taxes_and_fees_you_still_pay) * 100 / miles_required
```

This is the TOTAL out-of-pocket cost calculation, not just gross fare. Many award tickets still charge taxes, fuel surcharges, and carrier-imposed fees. These can be $5 on United or $800+ on British Airways. The cpp must reflect what you actually save.

## Surcharge-Heavy Programs (Watch Out)

Some programs pass through massive fuel surcharges on award tickets. The worst offenders:
- British Airways (especially on BA metal)
- Lufthansa
- SWISS
- Austrian
- Other European flag carriers

## Surcharge-Light Programs (Use These)

- United (on United metal)
- ANA
- Singapore (on own metal)
- Air Canada Aeroplan (on most partners)

A 50K mile award with $600 in surcharges is NOT the same value as 50K with $5.60 in taxes. Always flag the expected surcharge level when recommending an award.

## Transfer Bonuses Change Everything

Programs frequently run 20-50% transfer bonuses (e.g., "transfer Amex MR to Virgin Atlantic and get 30% bonus miles"). These are time-limited and change the optimal play entirely.

**Use the `transfer-bonuses` skill** to check current active bonuses (live data, weekly auto-refresh from Frequent Miler with AwardWallet cross-check). A 30% bonus on a transfer can turn a mediocre redemption into an exceptional one. The skill returns effective ratios you can plug directly into the CPP formula.

## Portal Rates Are Dynamic

Chase Points Boost (launched June 2025) replaced fixed redemption rates with dynamic offers of 1.5 to 2.0cpp (Reserve) or 1.5 to 1.75cpp (Preferred). Not every booking qualifies. The only way to know the real portal rate is to check the portal.

For rough estimates:
- Chase: dynamic Points Boost pricing (~1.5-2.0cpp on select bookings; verify the actual quote, do not assume a guaranteed floor)
- Amex/Capital One: 1.0cpp default

Always mention that the user should verify the portal price.

## Transfer Partners Often Beat the Portal

This is the whole game. If 60K miles via transfer gets you a flight that would cost 90K via the portal, that's the play. Make this comparison explicit.

## Opportunity Cost

Burning Chase UR on a 1.2cpp portal redemption is wasteful when you could transfer to Hyatt at 2.0cpp for hotels. Mention when points have better uses elsewhere.

## Status Affects the Real Cost of a Flight

Elite status changes the effective cost of any cash flight by adding ~$50-150/segment of value (lounge access, free checked bags, priority boarding, upgrade eligibility). When computing whether to use points or pay cash, factor in whether the user has status that converts cash flights into a b
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (5)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills
.agents/skills
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.claude/skills
.claude/skills
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.opencode/skills
.opencode/skills
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
skills
skills
Why it matters. link not followed
LOWInventory / provenance · inv.symlink · CWE-1104
AGENTS.md
AGENTS.md
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-14 · audit v0.4.1 · source sha fda58ab480fdfull audit observations/trust-audit/skill/borski__points-valuations.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-14fda58ab480fdCAUTIONB89first audit
05

Questions

What does the Points Valuations skill do?

AI-powered travel hacking and search with cash, points, miles, and award flights. Drop-in skills and MCP servers for Claude, Codex, and OpenCode.

Is Points Valuations safe to install?

With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Points Valuations access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (fda58ab480fd), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Advertisement