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#747 by GitHub stars

ItsssssJack/SlopMonster

Review writing for its intended reader, check common AI writing patterns, revise, request a second pass from a different model family, and check again. Trigger on /slopmonster, "humanize this", "de-slop this", "does this sound like AI", "fix this copy".

Engineering

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

View weekly changes

SKILL.md

Week of Oct 26, 2026 · +0 / −0 lines

Before Network or broad shell → After Network or broad shell

3fc9787d9337 → 3fc9787d9337

Compare on GitHub

View on GitHubAdd to my skills

Verified commit 3fc9787d9337b57c599a80afbefbbb3be5a8eb0b

1.3kGitHub stars
21stars in 7 days
1skill in this repository
0commits in 30 days

Heat

5.7
  • Star growth, last 7 daysAhead of 90% of tracked repositories
  • Star growth, last 24 hoursAhead of 90% of tracked repositories
  • Rank movement, last 7 daysAhead of 35% of tracked repositories
  • Commits, last 30 daysAhead of 0% of tracked repositories
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekAhead of 0% of tracked repositories

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Aug 23, 2026Nov 6, 20261,258

Individual skills in this repository

How it works

slopmonster

When your agent uses it

Review writing for its intended reader, check common AI writing patterns, revise, request a second pass from a different model family, and check again. Trigger on /slopmonster, "humanize this", "de-slop this", "does this sound like AI", "fix this copy".

What it loads into context

Frontmatter

67 tokens

Always available to the agent

SKILL.md

1,311 tokens

When the skill is activated

Reference documents

6,267 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Step 1: Establish the context and run the checker
  2. Step 2: Review and rewrite
  3. Step 3: Request a second editing pass
  4. Step 4: Compare the edit and check again
  5. Factual claims
  6. Output

Scripts executed separately

  • tools/cleanse.sh
  • tools/deslop.py
  • tools/test_cleanse.sh
  • tools/test_deslop.py

Files

  • .github/workflows/slop.ymlasset1,014 bytes
  • .gitignoreasset29 bytes
  • LICENSEasset1,069 bytes
  • README.mddoc7,832 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • SKILL.mdcore6,016 bytes
  • docs/img/hero.pngasset706,062 bytes
  • docs/img/rule-1-vocab.pngasset545,687 bytes
  • docs/img/rule-2-phrases.pngasset493,032 bytes
  • docs/img/rule-3-punctuation.pngasset399,836 bytes
  • docs/img/rule-4-rhythm.pngasset462,575 bytes
  • docs/img/rule-5-conversion.pngasset614,321 bytes
  • examples/gate-sample.txtdoc182 bytes
  • examples/jasper-live-run.mddoc3,723 bytes
  • examples/ridgeline-roofing.mddoc5,539 bytes
  • prompts/cleanse.txtdoc3,307 bytes
  • references/principles.mddoc3,989 bytes
  • references/signs-of-ai-writing.mddoc4,491 bytes
  • references/sources.mddoc2,413 bytes
  • tools/cleanse.shruns6,157 bytes
  • tools/deslop.pyruns18,116 bytes
  • tools/test_cleanse.shruns4,164 bytes
  • tools/test_deslop.pyruns14,841 bytes
Read SKILL.md

# SlopMonster

Edit the supplied draft for its audience and purpose. The workflow supports
READMEs, landing pages, emails and scripts. Use the checker to locate known
patterns, then review the writing in context. A score of 5/5 means no scored
patterns matched; it does not establish that the copy is clear or accurate.

## Step 1: Establish the context and run the checker

Identify the reader, the format and what the reader needs from the text. Use the
user's brief and the draft itself. Ask a focused question only when missing context
would materially change the edit.

A README should explain what the project does, how to use it and its limitations.
View the complete source on GitHub

Skills included

  • slopmonster

Repository facts

License
MIT
Created
Aug 29, 2026
Last pushed
Sep 26, 2026
Forks
126
Open issues
1
Project activity
Active

Rank over the last 12 weeks

Now #747 · best #645 · up 124 in 30 days

  1. #739 on Nov 1
  2. #736 on Nov 2
  3. #744 on Nov 3
  4. #745 on Nov 4
  5. #746 on Nov 5
  6. #747 since Nov 6
60 earlier periods
  1. #916 on Aug 23
  2. #885 on Aug 30
  3. #929 on Aug 31
  4. #964 on Sep 1
  5. #930 on Sep 2
  6. #932 on Sep 3
  7. #893 on Sep 4
  8. #869 on Sep 5
  9. #908 on Sep 6
  10. #931 on Sep 7
  11. #943 on Sep 8
  12. #929 on Sep 9
  13. #926 on Sep 10
  14. #891 on Sep 11
  15. #889 on Sep 12
  16. #890 on Sep 13
  17. #924 on Sep 14
  18. #908 on Sep 15
  19. #916 on Sep 16
  20. #909 on Sep 17
  21. #892 on Sep 18
  22. #865 on Sep 19
  23. #881 on Sep 20
  24. #899 on Sep 21
  25. #917 on Sep 22
  26. #909 on Sep 23
  27. #868 on Sep 24
  28. #819 on Sep 25
  29. #843 on Sep 26
  30. #862 on Sep 27
  31. #910 on Sep 28
  32. #940 on Sep 29
  33. #908 on Sep 30
  34. #844 on Oct 1
  35. #859 on Oct 2
  36. #831 on Oct 3
  37. #870 on Oct 4
  38. #869 on Oct 6
  39. #874 on Oct 7
  40. #871 on Oct 8
  41. #818 on Oct 9
  42. #784 on Oct 10
  43. #733 on Oct 11
  44. #708 on Oct 12
  45. #700 from Oct 13 to Oct 14
  46. #678 on Oct 15
  47. #691 on Oct 16
  48. #662 on Oct 17
  49. #651 on Oct 18
  50. #680 on Oct 19
  51. #689 on Oct 20
  52. #694 on Oct 21
  53. #671 on Oct 22
  54. #664 on Oct 23
  55. #645 on Oct 24
  56. #741 on Oct 25
  57. #734 on Oct 28
  58. #736 on Oct 29
  59. #735 on Oct 30
  60. #738 on Oct 31

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 3, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 6 notes
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 15 signals by file

README.md

  • Network accessline 24
    git clone https://github.com/ItsssssJack/SlopMonster

references/sources.md

  • Network accessline 10
    [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing)
  • Network accessline 16
    | Project | Contribution to this repository | |---|---| | [blader/humanizer](https://github.com/blader/humanizer) | Pattern categories drawn from the Wikipedia catalogue. |
  • Network accessline 17
    |---|---| | [blader/humanizer](https://github.com/blader/humanizer) | Pattern categories drawn from the Wikipedia catalogue. | | [harshaneel/humanize](https://github.com/harshaneel/humanize) | Research references and punctuation patterns. |
  • Network accessline 18
    | [blader/humanizer](https://github.com/blader/humanizer) | Pattern categories drawn from the Wikipedia catalogue. |
  • Network accessline 19
    | [harshaneel/humanize](https://github.com/harshaneel/humanize) | Research references and punctuation patterns. |
  • Network accessline 20
    | [lguz/humanize-writing-skill](https://github.com/lguz/humanize-writing-skill) | An editing workflow with multiple passes and vocabulary lists. |
  • Network accessline 21
    | [haidrrrry/humanize-ai-writing](https://github.com/haidrrrry/humanize-ai-writing) | Instructions that can be used as a standalone editing prompt. |

tools/cleanse.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 88
    OUT="$(mktemp)"; trap 'rm -f "$OUT"' RETURN

tools/deslop.py

  • Executable scriptline 1
    #!/usr/bin/env python3

tools/test_cleanse.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 13
    eval "$(sed -n "/^NOTES_SENTINEL=/,/^}$/p" "$HERE/cleanse.sh")"
  • Dangerous shell operationline 54
    rm -f "$tmp"

tools/test_deslop.py

  • Executable scriptline 1
    #!/usr/bin/env python3

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 1 fact
  • Network access in code of documentationREADME.md:24Low confidence

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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ItsssssJack/SlopMonster: #747 on hotskills, 1.3k stars

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