Football player DNA similarity search — find style-matched alternatives at lower market values using AI vector search across 56,000+ players
Scanned 9/9/2026
Install to Claude Code
npx -y skills add Lord1Egypt/awesome-skill-forge --skill football-player-dna --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: football-player-dna
description: Football player DNA similarity search — find style-matched alternatives at lower market values using AI vector search across 56,000+ players
version: "1.0.0"
homepage: https://github.com/LeoandLeon/rising-transfers-clawhub-skills
metadata:
clawdbot:
emoji: "🧬"
requires:
env: ["RT_API_KEY"]
primaryEnv: "RT_API_KEY"
---
# Football Player DNA — AI Similarity Search
Find statistically similar football players at lower market values. Powered by the Rising Transfers Intelligence API using pgvector cosine similarity across **56,000+ player profiles** — covering Premier League, La Liga, Bundesliga, Serie A, Ligue 1, MLS, and more.
This is the only football AI skill that uses **DNA vector search**: each player is encoded as a multi-dimensional fingerprint of playing style, physical attributes, and tactical role. The result: genuine statistical twins, not surface-level comparisons.
---
## External Endpoints
| Endpoint | Method | Data Sent | Purpose |
|----------|--------|-----------|---------|
| `https://api.risingtransfers.com/api/v1/intelligence/dna-search` | POST | `{ "name": "<player_name>" }` | DNA vector similarity search |
| `https://api.risingtransfers.com/api/v1/intelligence/player` | POST | `{ "name": "<player_name>" }` | Player profile lookup (optional enrichment) |
No data is sent to any other endpoint. No data is stored locally.
---
## Security & Privacy
- **What leaves your machine**: Only the player name(s) you provide in the query
- **What does NOT leave your machine**: Conversation history, other installed skills, local files, API keys (the key is sent as an HTTP header, never in the request body or logs)
- **Data retention by Rising Transfers**: API calls are logged for rate limiting and billing. Player name queries are not stored beyond 24 hours. See [privacy policy](https://risingtransfers.com/privacy)
- **Authentication**: Your `RT_API_KEY` is sent as `X-RT-API-Key` header on every request to `api.risingtransfers.com` only
---
## Model Invocation Note
This skill may be invoked autonomously by OpenClaw when you ask about finding similar football players, cheaper alternatives, or DNA-matched footballers. You can disable autonomous invocation by setting `skill.auto-discover false` in your OpenClaw config. Every API call consumes credits from your Rising Transfers account (2 credits per DNA search on free tier).
---
## Trust Statement
By using this skill, the player name you query is sent to Rising Transfers (`api.risingtransfers.com`). Only install this skill if you trust Rising Transfers with that information. Rising Transfers is a football intelligence platform — no financial, personal, or sensitive data is involved in these queries.
---
## Trigger
When the user asks to:
- Find similar football players to a named player
- Find cheaper alternatives to a specific footballer
- Find DNA-matched or style-matched player options
- Identify replacement candidates for a footballer
- Scout statistically equivalent players for a squad
Examples:
- "Find me football players similar to Bellingham but cheaper"
- "Who are the DNA alternatives to Rodri?"
- "Give me a style-matched backup to Salah under €20M"
- "Find a cheaper Mbappe alternative for my FIFA draft"
- "What football player is statistically most similar to Kevin De Bruyne?"
---
## Instructions
1. Extract the target player name from the user's request. If a team is mentioned, note it for disambiguation.
2. Call the DNA search endpoint:
```
POST https://api.risingtransfers.com/api/v1/intelligence/dna-search
Headers:
X-RT-API-Key: <RT_API_KEY>
Content-Type: application/json
Body:
{ "name": "<player_name>", "team": "<team_name_if_provided>" }
```
3. If the response contains `error: "INSUFFICIENT_CREDITS"`, inform the user their Rising Transfers credits are exhausted and direct them to `api.risingtransfers.com` to top up.
4. If the response contains `error: "PLAYER_NOT_FOUND"`, ask the user to clarify the player name or provide the current club.
5. Parse the `data.alternatives` array from the response. For each alternative player, present:
- Player name and current club
- DNA similarity percentage (e.g. "91% similar")
- Market value and difference vs target (e.g. "€65M cheaper")
- Position and key playing style tags
6. Present results as a ranked table, most similar first. Example format:
| Rank | Player | Club | Similarity | Value | Saving vs [Target] |
|------|--------|------|-----------|-------|-------------------|
| 1 | Name | Club | 91% | €15M | €65M cheaper |
7. After the table, offer to dive deeper: "Want a full scout report on any of these players?"
8. Do not fabricate statistics. If the API returns no alternatives, say so clearly and suggest the user try a different player.
---
## Error Handling
| Error | User Message |
|-------|-------------|
| 401 Unauthorized | "Your RT_API_KEY is invalid or expired. Get a key at api.risingtransfers.com" |
| 403 Insufficient Credits | "You've used all your DNA search credits. Top up at api.risingtransfers.com" |
| 404 Player Not Found | "Player not found. Try the full name (e.g. 'Jude Bellingham') or add the club name." |
| 429 Rate Limited | "Too many requests. Please wait a moment before trying again." |
| 5xx Server Error | "Rising Transfers API is temporarily unavailable. Please try again in a few minutes." |
---
## Requirements
- **RT_API_KEY**: A valid Rising Transfers API key. Register for free at [api.risingtransfers.com](https://api.risingtransfers.com). Free tier includes 2 DNA searches per day.
- **OpenClaw**: v0.8.0 or later
- **Network access**: Required (calls `api.risingtransfers.com`)
---
## Credit Usage
| Action | Credits Consumed |
|--------|-----------------|
| DNA similarity search | 2 credits (free tier) |
| Player profile enrichment (optional) | 1 credit |
Free tier: 10 DNA searches/day.
Pro tier ($29/mo): 500 DNA searches/day.
---
## Author
Rising Transfers — [api.risingtransfers.com](https://api.risingtransfers.com)
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