AI Mpimo

You used AI to write it. Now make it yours again.

Zero Slop scores your writing from 0 to 100 and rewrites flagged passages.

Install in one line

npx skills add manavmishra/ZeroSlop --global

Then say "de-slop this" in any agent. No account, no server.

Why it matters now

Sounding like AI now costs you reach.

LinkedIn, Snapchat, YouTube, and Substack all started acting on slop.

Who it is for

Anyone who writes under their own name.

A founder writing a launch post

A marketer shipping five things a week

A researcher who needs their paper formal

An engineering team that wants slop to fail a check

How it works

Scores, rewrites, and verifies.

01

Pima

Scores your draft 0 to 100.

02

Tsala nakambe

Writes several versions of flagged passages.

03

Tiyisisa

Lists every figure, name, quote, and link.

Architecture

The full pipeline.

Every stage is traceable. Every score points back to a phrase you can see.

MEASURE · every channel · 3 of 4 blind to wording
wording
Pattern meter
74 tells · 55 lexicon · 13 riders
blind
Rhythm
burstiness · uniformity · shape
blind
Followability + format
density · dashes · register
Predictability
the model channel · uses the host model
Evidence fusion
0–100, every point traceable
Diagnose
hollow spans · facts · voice
Two-pass rewrite ×N
strip, build, then rerank
VERIFY · all three must pass
Numeric gate
likelihood, burstiness
Readalong
reads aloud, flags stumbles
Fidelity
no fact added or lost
fail → retry ≤ 3×   |   pass → text · scorecard · heatmap
REFLECT · what you changed teaches the meter
Your edit
cut a span → candidate tell
kept a flagged one → false positive
Three gates
3 documents agree · not already caught · clears the human corpus
learned.json
patterns up, weights down, stale tells decay out
TUNE · SkillOpt rewrites the instructions to score higher
SKILL.md
the rewrite instructions
Run + reward
run drafts · reward.py: fidelity + de-slop
best_skill.md
kept only if the val score rises
commit the winner · gated on a held-out split

Mbuyelo

Head to head, it wins.

50 AI-heavy drafts, six kinds of writing, judged blind.

55/100
blind judge picks
~1,100
documents scored per second
0
facts lost in rewrites
74
tests passing

What makes it different

Not just another humanizer.

A score you can trust

Built on readable rules, not a black box.

A promise about your facts

Lists every fact and fails a rewrite that changes one.

A tool that learns you

Compares your edits and learns your style.

Self-improving instructions

Follows instructions tuned by SkillOpt.

Xihlovo lexi pfulekeke

MIT licensed. 74 tests.

Stop sounding like a machine.

One line to install. One phrase to run. Your writing, your machine, your voice.

npx skills add manavmishra/ZeroSlop --global