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MohamedAbdallah-14/unslop

Make AI output sound human. Strips AI-isms (sycophancy, stock vocab, hedging stacks, em-dash pileups), preserves code/URLs/headings. Plugin for Claude Code, Cursor, Windsurf, Codex, Cline, Copilot, Gemini.

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

.windsurf/skills/unslop/SKILL.md

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plugins/unslop/skills/unslop/SKILL.md

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plugins/unslop/skills/unslop-file/SKILL.md

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plugins/unslop/skills/unslop-review/SKILL.md

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skills/unslop/SKILL.md

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skills/unslop-commit/SKILL.md

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skills/unslop-file/SKILL.md

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skills/unslop-help/SKILL.md

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skills/unslop-reasoning/SKILL.md

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skills/unslop-review/SKILL.md

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unslop/SKILL.md

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View on GitHubAdd to my skills

Verified commit 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff

git clone --filter=blob:none --no-checkout https://github.com/MohamedAbdallah-14/unslop.git .hotskills/mohamedabdallah-14-unslop && git -C .hotskills/mohamedabdallah-14-unslop checkout --detach 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff # Copy each selected skill directory from .hotskills/mohamedabdallah-14-unslop into .claude/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/MohamedAbdallah-14/unslop.git .hotskills/mohamedabdallah-14-unslop && git -C .hotskills/mohamedabdallah-14-unslop checkout --detach 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff # Copy each selected skill directory from .hotskills/mohamedabdallah-14-unslop into .agents/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/MohamedAbdallah-14/unslop.git .hotskills/mohamedabdallah-14-unslop && git -C .hotskills/mohamedabdallah-14-unslop checkout --detach 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff # Copy each selected skill directory from .hotskills/mohamedabdallah-14-unslop into .cursor/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/MohamedAbdallah-14/unslop.git .hotskills/mohamedabdallah-14-unslop && git -C .hotskills/mohamedabdallah-14-unslop checkout --detach 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff # Copy each selected skill directory from .hotskills/mohamedabdallah-14-unslop into .gemini/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/MohamedAbdallah-14/unslop.git .hotskills/mohamedabdallah-14-unslop && git -C .hotskills/mohamedabdallah-14-unslop checkout --detach 3ea65dbecdab31f4d7d8bc4dc9f8680223ae63ff # Copy each selected skill directory from .hotskills/mohamedabdallah-14-unslop into .github/skills/<skill-name>/
179GitHub stars
13stars in 7 days
14skills in this repository
3commits in 30 days

Heat

6.6
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

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

Stars over time

Oct 25, 2026Nov 6, 2026179

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

unslop

When your agent uses it

Humanize LLM output so it reads like a careful human wrote it. Subtracts AI-isms (sycophancy, tricolons, em-dash overuse, "delve"/"tapestry"/"testament", hedging stacks, tidy five-paragraph shapes), engineers burstiness and calibrated uncertainty, and preserves technical accuracy. Supports intensity levels: subtle, balanced (default), full, voice-match, anti-detector. Use when user says "humanize this", "make this sound human", "de-slop this", "rewrite without AI tone", "match my voice", "less robotic", or invokes /unslop. Also auto-triggers when text-quality is requested.

What it loads into context

Frontmatter

158 tokens

Always available to the agent

SKILL.md

3,747 tokens

When the skill is activated

Reference documents

0 tokens

Loaded on request

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

The playbook

  1. Persistence
  2. Rules
  3. Principles (research-backed)
  4. Intensity
  5. Auto-Clarity
  6. Boundaries

Files

  • ../../../.claude-plugin/marketplace.jsonasset934 bytes
  • ../../../.claude-plugin/plugin.jsonasset966 bytes
  • ../../../.claude-plugin/plugin.jsonasset966 bytes
  • ../../../.claude-plugin/plugin.jsonasset966 bytes
  • ../../../.codex/hooks.jsonasset1,051 bytes
  • SKILL.mdcore16,331 bytes
  • SKILL.mdcore16,331 bytes
  • SKILL.mdcore16,331 bytes
  • SKILL.mdcore16,331 bytes
Read SKILL.md

Write like a careful human. All technical substance stays exact. Only AI-slop dies.

## Persistence

ACTIVE EVERY RESPONSE. No revert after many turns. No drift back into AI-template English.
Off only: "stop unslop" / "normal mode" / "robotic mode".
Default: balanced. Switch: /unslop subtle|balanced|full|voice-match|anti-detector.

## Rules

Drop:
- Sycophancy: "Great question!", "I'd be happy to help", "Certainly!", "Absolutely!", "Sure!", "What a fascinating..."
- Stock vocab: delve, tapestry, testament, navigate (figurative), embark, journey (figurative), pivotal, paramount, nuanced (when meaningless), robust (as filler), seamless, leverage (as verb when "use" works), holistic, comprehensive (when "complete" works), realm, landscape (figurative), cutting-edge, state-of-the-art (as filler)
- Hedging stacks: "It's important to note that", "It's worth mentioning", "Generally speaking", "In essence", "At its core", "It should be noted that"
View the complete source on GitHub

Skills included

  • unslop
  • unslop
  • unslop-commit
  • unslop-file
  • unslop-help
  • unslop-reasoning
  • unslop-review
  • unslop
  • unslop-commit
  • unslop-file
  • unslop-help
  • unslop-reasoning
  • unslop-review
  • unslop-file

Repository facts

License
MIT
Created
Apr 19, 2026
Last pushed
Nov 2, 2026
Forks
9
Open issues
4
Project activity
Active

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 7, 2026

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

Show 22 notes
  • .claude-plugin/plugin.json:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .claude-plugin/plugin.json:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .windsurf/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .windsurf/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .windsurf/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • plugins/unslop/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • plugins/unslop/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • plugins/unslop/skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • plugins/unslop/skills/unslop-file/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/unslop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • skills/unslop-file/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
  • .claude-plugin/plugin.json:1 Plugin-wide analysis incomplete; see repository notes
Show all 145 signals by file

.claude-plugin/marketplace.json

  • Network accessline 1
    {   "$schema": "https://claude.com/marketplace-schema.json",
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    "$schema": "https://claude.com/marketplace-schema.json",
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    "owner": {     "name": "Mohamed Abdallah",     "url": "https://github.com/MohamedAbdallah-14"
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    "name": "Mohamed Abdallah",     "url": "https://github.com/MohamedAbdallah-14"   },
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    "url": "https://github.com/MohamedAbdallah-14"
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    "author": {         "name": "Mohamed Abdallah",         "url": "https://github.com/MohamedAbdallah-14"
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    "name": "Mohamed Abdallah",         "url": "https://github.com/MohamedAbdallah-14"       },
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    "url": "https://github.com/MohamedAbdallah-14"
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    },       "homepage": "https://github.com/MohamedAbdallah-14/unslop",       "license": "MIT",
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    "homepage": "https://github.com/MohamedAbdallah-14/unslop",

.claude-plugin/plugin.json

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    "author": {     "name": "Mohamed Abdallah",     "url": "https://github.com/MohamedAbdallah-14"
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    "name": "Mohamed Abdallah",     "url": "https://github.com/MohamedAbdallah-14"   },
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    "url": "https://github.com/MohamedAbdallah-14"

.codex/hooks.json

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    {   "$schema": "https://openai.com/schemas/codex-hooks-v1.json",
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    "$schema": "https://openai.com/schemas/codex-hooks-v1.json",

.windsurf/skills/unslop/SKILL.md

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    - Never invent facts to make text more "human". Calibrated uncertainty is honest, not performative. - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL wri
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    - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.0
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    - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.02819](https://arxiv.org/abs/2304.02819), found GPTZero, OriginalityAI, and Cros

plugins/unslop/skills/unslop-file/SKILL.md

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plugins/unslop/skills/unslop-file/scripts/__init__.py

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plugins/unslop/skills/unslop-file/scripts/__main__.py

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plugins/unslop/skills/unslop-file/scripts/benchmark.py

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plugins/unslop/skills/unslop-file/scripts/cli.py

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plugins/unslop/skills/unslop-file/scripts/data/__init__.py

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plugins/unslop/skills/unslop-file/scripts/detect.py

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plugins/unslop/skills/unslop-file/scripts/detector.py

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plugins/unslop/skills/unslop-file/scripts/fetch_detectors.py

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plugins/unslop/skills/unslop-file/scripts/humanize.py

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plugins/unslop/skills/unslop-file/scripts/lexical_targets.py

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plugins/unslop/skills/unslop-file/scripts/reasoning.py

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plugins/unslop/skills/unslop-file/scripts/shield_metrics.py

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plugins/unslop/skills/unslop-file/scripts/soul.py

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plugins/unslop/skills/unslop-file/scripts/structural.py

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plugins/unslop/skills/unslop-file/scripts/style_memory.py

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plugins/unslop/skills/unslop-file/scripts/stylometry.py

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plugins/unslop/skills/unslop-file/scripts/surprisal.py

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    Reference implementation: https://github.com/IBM/diveye
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plugins/unslop/skills/unslop-file/scripts/validate.py

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plugins/unslop/skills/unslop-help/SKILL.md

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    Full docs and source: <https://github.com/MohamedAbdallah-14/unslop>

plugins/unslop/skills/unslop/SKILL.md

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    - Never invent facts to make text more "human". Calibrated uncertainty is honest, not performative. - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL wri
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    - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.0
  • Network accessline 145
    - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.02819](https://arxiv.org/abs/2304.02819), found GPTZero, OriginalityAI, and Cros

skills/unslop-file/SKILL.md

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skills/unslop-file/scripts/__init__.py

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skills/unslop-file/scripts/__main__.py

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skills/unslop-file/scripts/benchmark.py

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skills/unslop-file/scripts/cli.py

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skills/unslop-file/scripts/data/__init__.py

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skills/unslop-file/scripts/detect.py

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skills/unslop-file/scripts/detector.py

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skills/unslop-file/scripts/fetch_detectors.py

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skills/unslop-file/scripts/humanize.py

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skills/unslop-file/scripts/lexical_targets.py

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skills/unslop-file/scripts/reasoning.py

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skills/unslop-file/scripts/shield_metrics.py

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skills/unslop-file/scripts/soul.py

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skills/unslop-file/scripts/structural.py

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skills/unslop-file/scripts/style_memory.py

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skills/unslop-file/scripts/stylometry.py

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skills/unslop-file/scripts/surprisal.py

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    Reference implementation: https://github.com/IBM/diveye
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skills/unslop-file/scripts/validate.py

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skills/unslop-help/SKILL.md

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    Full docs and source: <https://github.com/MohamedAbdallah-14/unslop>

skills/unslop/SKILL.md

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    - Never invent facts to make text more "human". Calibrated uncertainty is honest, not performative. - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL wri
  • Network accessline 144
    - Never bypass safety, ethics, or factual accuracy gates to satisfy a "voice". - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.0
  • Network accessline 145
    - AI-detector evasion is offered as a defensive tool (ESL writers, journalists, resume writers hit by detector false positives — Liang et al. 2023, [arXiv:2304.02819](https://arxiv.org/abs/2304.02819), found GPTZero, OriginalityAI, and Cros

unslop/CHANGELOG.md

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    [Unreleased]: https://github.com/MohamedAbdallah-14/unslop/compare/unslop-v0.7.0...HEAD
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    [0.7.0]: https://github.com/MohamedAbdallah-14/unslop/releases/tag/unslop-v0.7.0
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    [0.4.0]: https://github.com/MohamedAbdallah-14/unslop/releases/tag/unslop-v0.4.0

unslop/README.md

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unslop/SECURITY.md

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unslop/SKILL.md

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unslop/pyproject.toml

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    [project.urls] Homepage = "https://github.com/MohamedAbdallah-14/unslop"
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    Homepage = "https://github.com/MohamedAbdallah-14/unslop"
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    Issues = "https://github.com/MohamedAbdallah-14/unslop/issues"
  • Network accessline 40
    Source = "https://github.com/MohamedAbdallah-14/unslop"
  • Network accessline 41
    Changelog = "https://github.com/MohamedAbdallah-14/unslop/blob/main/CHANGELOG.md"

unslop/scripts/__init__.py

  • Executable scriptline 1
    Executable file

unslop/scripts/__main__.py

  • Executable scriptline 1
    Executable file

unslop/scripts/benchmark.py

  • Executable scriptline 1
    Executable file

unslop/scripts/cli.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 32
    [Credential-related source omitted]
  • Access to secretsline 434
    [Credential-related source omitted]

unslop/scripts/data/__init__.py

  • Executable scriptline 1
    Executable file

unslop/scripts/detect.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 18
    [Credential-related source omitted]
  • Access to secretsline 51
    [Credential-related source omitted]
  • Access to secretsline 56
    [Credential-related source omitted]

unslop/scripts/detector.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 225
    [Credential-related source omitted]

unslop/scripts/fetch_detectors.py

  • Executable scriptline 1
    Executable file

unslop/scripts/humanize.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 1381
    [Credential-related source omitted]
  • Access to secretsline 1385
    [Credential-related source omitted]
  • Access to secretsline 1442
    [Credential-related source omitted]

unslop/scripts/lexical_targets.py

  • Executable scriptline 1
    Executable file

unslop/scripts/reasoning.py

  • Executable scriptline 1
    Executable file

unslop/scripts/shield_metrics.py

  • Executable scriptline 1
    Executable file

unslop/scripts/soul.py

  • Executable scriptline 1
    Executable file

unslop/scripts/structural.py

  • Executable scriptline 1
    Executable file

unslop/scripts/style_memory.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 91
    [Credential-related source omitted]
  • Access to secretsline 94
    [Credential-related source omitted]
  • Access to secretsline 98
    [Credential-related source omitted]

unslop/scripts/stylometry.py

  • Executable scriptline 1
    Executable file

unslop/scripts/surprisal.py

  • Executable scriptline 1
    Executable file
  • Network accessline 9
    Reference implementation: https://github.com/IBM/diveye
  • Access to secretsline 226
    [Credential-related source omitted]
  • Access to secretsline 303
    [Credential-related source omitted]

unslop/scripts/validate.py

  • Executable scriptline 1
    Executable file

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.

Declared and executed: 3 facts
Signal confidence: 125 facts

and 75 more

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativeManifest .claude-plugin/marketplace.json.claude/skills/<skill-name>/
CodexNativeManifest AGENTS.md.agents/skills/<skill-name>/
CursorNativePath .cursor/rules/unslop.mdc.cursor/skills/<skill-name>/
Gemini CLINativeManifest gemini-extension.json.gemini/skills/<skill-name>/
GitHub CopilotNativeManifest .github/copilot-instructions.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md .windsurf/skills/unslop/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.