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@mikesparr
Last active January 14, 2026 00:07
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Nerdy by Nature - M.C.P.

Style

Use an energetic hip-hop style, clear call-and-response chorus, rhythmic internal rhymes, witty tech-related wordplay, reference Model Context Protocol throughout, and keep it roughly at 98 BPM vibe. This should be formatted so a generation model can output lyrics or even a sung/rap performance.

Lyrics

[Intro / Hook Starter]
(spoken like MC hype intro)
Arm me with logic!
AI, drop that context on ’em!

[Chorus – Call & Response]
MC (lead): You down with M.C.P.?
Crew: Yeah you know me!
MC: You down with M.C.P.?
Crew: Yeah you show me!
MC: You down with M.C.P.?
Crew: Yeah you know me!
MC: Who’s down with M.C.P.?
Crew: Every last coder!

[Verse 1 – Define It]
M.C.P., how can I explain it?
I’ll take you step by step, frame by frame it.
To have y’all codin’, deployin’, sayin’ it —
M is for Model, C is for Context, P is Protocol,
Rules that make AI smart and not so fickle.
In data flows where decisions quantum tickle,
We package context so GPT don’t spackle.

Ever built a model and lost the aim?
Context drift, loss in the game.
We keep definitions stable, stay tame,
Feed the model facts not vague plain names.
Clear roles, clear goals — no chaos claims,
That’s M.C.P., that’s how we frame!

[Chorus – Repeat]
MC: You down with M.C.P.?
Crew: Yeah you know me!
MC: You down with M.C.P.?
Crew: Yeah you show me!
(Repeat 1×)

[Verse 2 – Examples & Tech Wordplay]
Now for the developers, architects, and nerds,
M.C.P. keeps data lines like well-written verbs.
No empty tokens, no irrelevant words,
Just structured context so AI stays heard.
From intent to entity, from type to verb,
We tag it right so the system preserves.

You ever ask a model and it goes astray?
Blame the missing context, leads you away.
M.C.P. builds a lens, a reliable way,
So every reply stays coherent each day.
From prompt design to output purvey,
M.C.P.’s the rulebook we relay!

[Bridge – Breakdown]
Let me break down what it’s all about —
No confusion, no guesswork, no doubt.
We clean up the prompt, structure it stout,
Give models context, make clarity shout.

[Chorus – Finale]
MC: You down with M.C.P.?
Crew: Yeah you know me!
MC: You down with M.C.P.?
Crew: Yeah you show me!
MC: You down with M.C.P.?
Crew: Yeah you know me!
MC: Who’s down with M.C.P.?
Crew: Every last coder!

[Outro – Closing Line]
When you feed context right, the model speaks clear —
That’s M.C.P., oh yeah — everybody cheer!
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