Atlas / Skills / borski / Transfer Partners

Transfer PartnersCAUTION

skills/borski/transfer-partners

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
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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: transfer-partners
description: Credit card to loyalty program transfer ratios. Cross-references seats.aero award prices with transfer ratios to find the cheapest path from UR, MR, TYP, Capital One, or Bilt to any mileage program.
category: loyalty
summary: Cheapest transfer path from credit card points to mileage programs.
api_key: None (local data)
---

# Transfer Partner Optimizer

Given award flight prices (from seats.aero or manual input) and your transferable point balances, find the cheapest path to book.

**No API key needed.** Uses local JSON data files.

## Data Files

| File | Purpose |
|------|---------|
| `data/transfer-partners.json` | Credit card → loyalty program transfer ratios |
| `data/points-valuations.json` | CPP valuations per program (floor/ceiling from TPG, UP, OMAAT, VFTW) |
| `data/partner-awards.json` | Which programs can book which airlines |

## When to Use

- User has award availability (from seats.aero cached search, live search, or manual input)
- User wants to know "which of my points should I use?"
- User wants to compare the effective cost across their transferable currencies
- User asks about transfer partners for a specific airline or program

## Workflow

### Step 0: Check Current Transfer Bonuses (Always)

Before recommending any transfer, load the `transfer-bonuses` skill and check `data/transfer-bonuses.json` for active bonuses on the relevant currency-to-program pair. A 30% bonus turns a 1:1 ratio into 1:1.3, which can flip the cheapest-currency calculation in Step 3 entirely. Bonuses also have expiration dates that affect timing decisions.

### Step 1: Get Award Availability

Use seats.aero (API or web) to search for award flights. Each result includes:
- `Source` (the loyalty program: "united", "aeroplan", "flyingblue", etc.)
- Points cost per cabin (e.g., 55,000 business)

### Step 2: Map Seats.aero Sources to Transfer Partners

Seats.aero source names map to `transfer-partners.json` keys:

| Seats.aero Source | Transfer Partner Key | Programs That Transfer In |
|-------------------|---------------------|---------------------------|
| `united` | `united` | Chase UR (1:1), Bilt (1:1) |
| `aeroplan` | `aeroplan` | Chase UR (1:1), Amex MR (1:1), Bilt (1:1), Capital One (1:1) |
| `flyingblue` | `flying_blue` | Chase UR (1:1), Amex MR (1:1), Bilt (1:1), Capital One (1:1), Citi TY (1:1), Wells Fargo (1:1) |
| `american` | `american` | Citi TY (1:1) |
| `alaska` | `alaska_hawaiian` | Bilt (1:1) |
| `virginatlantic` | `virgin_atlantic` | Chase UR (1:1), Amex MR (1:1), Bilt (1:1), Citi TY (1:1), Wells Fargo (1:1 via Virgin Red) |
| `delta` | `delta` | Amex MR (1:1) |
| `emirates` | `emirates` | Bilt (1:1), Amex MR (5:4), Capital One (4:3), Citi TY (5:4) |
| `etihad` | `etihad` | Bilt (1:1), Capital One (1:1), Citi TY (1:1) |
| `singapore` | `singapore` | Chase UR (1:1), Amex MR (1:1), Capital One (1:1), Citi TY (1:1) |
| `jetblue` | `jetblue` | Chase UR (1:1), Citi TY (1:1), Wells Fargo (1:1), Amex MR (250:200), Capital One (5:3) |
| `qatar` | `qatar` | Amex MR (1:1), Bilt (1:1), Capital One (1:1), Citi TY (1:1) |
| `turkish` | `turkish` | Bilt (1:1), Capital One (1:1), Citi TY (1:1) |
| `eurobonus` | (no direct transfer) | N/A |
| `aeromexico` | `aeromexico` | Amex MR (1:1.6), Capital One (1:1), Citi TY (1:1) |
| `smiles` | (no direct transfer) | N/A |
| `finnair` | `finnair` | Capital One (1:1) |
| `lufthansa` | (no direct transfer) | N/A |
| `ethiopian` | (no direct transfer) | N/A |
| `saudia` | (no direct transfer) | N/A |

Programs with "no direct transfer" can only be booked by earning miles directly or through alliance partner bookings.

### Step 3: Calculate Effective Cost

For each award option, calculate the cost in each transferable currency:

```
effective_cost = award_miles / transfer_ratio
```

Example: Aeroplan business at 55,000 miles
- Chase UR: 55,000 / 1.0 = **55,000 UR points**
- Amex MR: 55,000 / 1.0 = **55,000 MR points**
- Capital One: 55,000 / 1.0 = **55,000 Cap One miles**

Example: Emirates business at 72,500 miles
- Bilt: 72,500 / 1.0 = **72,500 Bilt points**
- Amex MR: 72,500 / 0.8 = **90,625 MR points** (worse ratio)
- Capital One: 72,500 / 0.75 = **96,667 Cap One miles** (worst ratio)

### Step 4: Calculate Opportunity Cost (CPP)

Use `points-valuations.json` to assess what each currency is "worth":

```
opportunity_cost = effective_cost × point_value_cpp / 100
```

This tells you the "cash equivalent" you're giving up. Lower is better.

### Step 5: Present Results

**Always use markdown tables.**

| Program | Miles Needed | Best Currency | Points Needed | CPP Value | Cash Equivalent |
|---------|-------------|---------------|---------------|-----------|-----------------|
| Aeroplan | 55,000 | Chase UR | 55,000 | 1.7¢ | $935 |
| United | 55,000 | Chase UR | 55,000 | 1.7¢ | $935 |
| Alaska | 37,500 | Bilt | 37,500 | 1.7¢ | $638 |
| Flying Blue | 57,000 | Any 1:1 | 57,000 | 1.7¢ | $969 |

After the table:
- **Recommendation:** "Book via Alaska using Bilt points. 37,500 Bilt = $638 opportunity cost vs next best United/Aeroplan at $935."
- **Check balance:** Verify the user has enough points in the recommended currency.
- **Transfer bonus?** Check if any current transfer bonuses apply (Roame.travel or TPG bonus tracker).

## jq Recipes

### Find all currencies that transfer to a program

```bash
jq -r '
  to_entries | .[] | select(.key != "_meta") |
  .key as $currency | .value.display_name as $name |
  (.value.airlines // {}) + (.value.hotels // {}) |
  to_entries[] | select(.key == "PROGRAM_KEY") |
  "\($name): \(.value.ratio):1 → \(.value.program)"
' data/transfer-partners.json
```

Replace `PROGRAM_KEY` with the key (e.g., `united`, `aeroplan`, `flying_blue`).

### Calculate effective costs for an award

```bash
# Given: 55000 miles via aeroplan
PROGRAM="aeroplan"
MILES=55000
jq -r --arg prog "$PROGRAM" --argjson miles $MILES '
  to_entries | .[] | select(.key != "_meta") |
  .key as $currency | .value.display_na
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__transfer-partners.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 Transfer Partners 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 Transfer Partners 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 Transfer Partners 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.

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