This demo shows how bbq-scoring.yaml works in practice. A competition cook describes their rib entry, and the AI uses the MCP server to provide expert judging feedback based on KCBS standards.
A BBQ competitor is preparing for their first contest and wants feedback on their practice cook:
I'm entering my first BBQ competition next weekend. Can you give me
feedback on my pork ribs based on how they turned out today?
Here's what I did:
- St. Louis cut spare ribs
- Applied my rub the night before
- Smoked at 275°F with hickory for 5 hours
- Wrapped in foil with butter and honey for the last 2 hours
- Finished with Sweet Baby Ray's, applied right before boxing
Results:
- Nice mahogany color
- The meat falls right off the bone when you pick them up
- Good smoke ring
- Very tender - my family loved them
The AI recognizes this as a BBQ scoring task and calls the MCP server:
Tool call: review_bbq_content
{
"checkpoints": ["appearance_sauce", "tenderness_ribs", "taste_sauce"],
"focus": ["overcooked", "sauceOverload"],
"category": "ribs"
}Server returns: Judging criteria specific to competition ribs, including the critical "competition bite" standard, sauce application guidelines, and common mistakes that cost points.
Using the expertise from the server, the assistant responds:
Competition Feedback: Pork Ribs
What you're doing well:
- St. Louis cut is the right choice for competition (more forgiving than baby backs)
- Overnight rub gives good seasoning penetration
- Mahogany color sounds right for appearance
- Smoke ring shows proper low-and-slow technique
Critical adjustments for competition:
1. Your ribs are overcooked for competition
"Falls right off the bone" is perfect for backyard BBQ but will cost you significant points in competition. KCBS judges expect "competition bite":
What you have: Meat slides off bone when lifted
Competition standard: When you bite the rib, your teeth leave clean marks. The meat pulls away from the bone with slight resistance, not by gravity.
Fix: Reduce your wrap time. Try 2 hours smoke, 1 hour wrapped, 30 minutes unwrapped to set. The "bend test" helps—ribs should bend and crack on the surface, not fold limply.
2. Sauce choice and timing need work
Sweet Baby Ray's is a solid backyard sauce, but competition judges will recognize it—and "applied right before boxing" means it's still wet.
Issues:
- Commercial sauce reads as "didn't make their own"
- Wet sauce can pool in the box and drip
- No time for sauce to set and caramelize
Fix: Either make your own sauce (shows craft) or significantly doctor a commercial base. Apply sauce 20-30 minutes before turn-in and return ribs to the cooker to let it set/tack up. It should be sticky, not wet.
3. Consider your wrap technique
Foil with butter and honey for 2 hours is likely contributing to the over-tenderness. That liquid braises the ribs.
Competition approach:
- Use less liquid or switch to butcher paper (less steam)
- Wrap for 45-60 minutes, not 2 hours
- Some competitors don't wrap at all
4. Turn-in box presentation
You didn't mention your box presentation, but this matters:
- Six ribs, uniform in size
- Best side up, consistent orientation
- Sauce set (not pooling)
- Clean box liner
Generic AI gives encouragement. Competition expertise gives specific, actionable corrections:
| What You Said | Generic AI Response | Expert Response |
|---|---|---|
| "Falls right off the bone" | "Perfect tenderness!" | "Overcooked—need 'competition bite' with slight resistance" |
| "Sweet Baby Ray's" | "Good choice" | "Judges recognize commercial sauce—make your own or doctor it" |
| "Applied right before boxing" | No comment | "Too late—sauce will be wet and may pool in the box" |
| "Very tender, family loved them" | "Sounds delicious!" | "Family standard ≠ competition standard—judges expect specific texture" |
KCBS judges score three categories:
| Category | Points | What Judges Look For |
|---|---|---|
| Appearance | Up to 9 | Color, sauce application, uniformity, no pooling |
| Taste | Up to 9 | Balance of smoke, seasoning, sauce, meat flavor |
| Tenderness | Up to 9 | "Competition bite"—clean pull, not fall-off-bone |
Based on the description, here's a rough score estimate:
| Category | Likely Score | Why |
|---|---|---|
| Appearance | 7-8 | Good color, but sauce might pool if wet |
| Taste | 6-7 | Commercial sauce recognized, may taste one-note |
| Tenderness | 5-6 | Fall-off-bone costs major points |
Winning scores average 8+ in each category. The tenderness issue alone drops this entry from competitive to middle-of-pack.
| Guideline from YAML | How It Appeared in Feedback |
|---|---|
| "Ribs should pull clean from the bone with light tug, not fall off" | Explained competition bite vs. fall-off-bone |
| "Sauce should have depth—sweet, savory, tangy, maybe heat" | Noted commercial sauce is one-dimensional |
| "Sauce is set/tacky, not wet and dripping" | Advised applying sauce earlier to let it set |
| "Compare to competition standard, not backyard expectations" | Distinguished family feedback from judge expectations |