#927 by GitHub stars

theclaymethod/unslop

Remove AI writing patterns from prose using either audit-only detection or a two-pass rewrite flow (diagnosis then reconstruction). Use this skill when editing, reviewing, or rewriting AI-generated content to make it sound human. Triggers on requests to "humanize", "de-slop", "fix AI text", "make it

Claude Code Codex Writing

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.

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`SKILL.md`

Week of Oct 26, 2026 · Line counts unavailable

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Verified commit 17ed39c9d0b522f44190ff0c6233867eadee192a

Version-pinned installation · Claude Code

git clone --filter=blob:none --no-checkout https://github.com/theclaymethod/unslop.git .hotskills/theclaymethod-unslop && git -C .hotskills/theclaymethod-unslop checkout --detach 17ed39c9d0b522f44190ff0c6233867eadee192a
# Copy each selected skill directory from .hotskills/theclaymethod-unslop into .claude/skills/<skill-name>/

Version-pinned installation · Codex

git clone --filter=blob:none --no-checkout https://github.com/theclaymethod/unslop.git .hotskills/theclaymethod-unslop && git -C .hotskills/theclaymethod-unslop checkout --detach 17ed39c9d0b522f44190ff0c6233867eadee192a
# Copy each selected skill directory from .hotskills/theclaymethod-unslop into .agents/skills/<skill-name>/

956GitHub stars

372stars in 7 days

1skill in this repository

0commits in 30 days

Heat

6.9

Star growth, last 7 daysAhead of 100% of tracked repositories
Star growth, last 24 hoursAhead of 100% of tracked repositories
Rank movement, last 7 daysNot available
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

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

Individual skills in this repository

unslop /

How it works

unslop

When your agent uses it

Remove AI writing patterns from prose using either audit-only detection or a two-pass rewrite flow (diagnosis then reconstruction). Use this skill when editing, reviewing, or rewriting AI-generated content to make it sound human. Triggers on requests to "humanize", "de-slop", "fix AI text", "make it sound human", "remove AI patterns", or when reviewing text that contains obvious AI tells like "Here's the thing:", "Let that sink in", or "In today's fast-paced landscape". Also use when the user pastes text and says it "sounds like ChatGPT", "sounds robotic", "needs to sound more natural", or asks you to "clean up" drafted content before publishing.

What it loads into context

Frontmatter

195 tokens

Always available to the agent

SKILL.md

1,649 tokens

When the skill is activated

Reference documents

135,982 tokens

Loaded on request

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

The playbook

Routing
Interface
Output Format
Reference Files
Maintenance

Scripts executed separately

evals/_check_support.py
evals/_contract_batch.py
evals/build_shared_benchmark.py
evals/cache_judge.py
evals/check.py
evals/check_climb.py
evals/check_commands.py
evals/check_complexity_budget.py
evals/check_contrib.py
evals/check_core_benchmark.py
evals/check_core_benchmark_v2.py
evals/check_evals_schema.py
evals/check_gates_doc.py
evals/check_maintenance_contract.py
evals/check_mimic.py
evals/check_packs.py
evals/check_pairs.py
evals/check_pattern_coverage.py
evals/check_preservation_contract.py
evals/check_scanner_contract.py
evals/check_seeded_docs.py
evals/check_silhouette.py
evals/check_skill_examples.py
evals/check_taboo_parity.py
evals/check_voice.py
evals/core_acceptance.py
evals/core_metrics.py
evals/core_runner.py
evals/eval_groups.py
evals/fixtures/cache/check_behavioral_luna.py
evals/fixtures/cache/check_generation.py
evals/fixtures/cache/check_judge.py
evals/fixtures/climb/fake_codex.py
evals/fixtures/climb/mock_generate.py
evals/fixtures/core/check_acceptance.py
evals/fixtures/core/check_evidence.py
evals/fixtures/core/check_metrics.py
evals/fixtures/core/check_runner.py
evals/fixtures/mimic/mock_generator.py
evals/fixtures/runner/check_contract_batch_coverage.py
evals/fixtures/runner/check_parallel_isolation.py
evals/kata_add_pattern.py
evals/mimic_stats.py
evals/model_generate.py
evals/run_adversarial.py
evals/run_behavioral.sh
evals/run_local.py
evals/run_mimic_refine.py
evals/run_model_parity.py
evals/run_structure_climb.py
plans/scratch/015-silhouette-stability.py
scripts/_lang.py
scripts/banned_phrase_scan.py
scripts/calibrate_pairs.py
scripts/calibrate_score.py
scripts/check_packs.py
scripts/check_suggestions.py
scripts/contribute.py
scripts/diff_check.py
scripts/extract_constraints.py
scripts/harvest_classify.py
scripts/harvest_samples.py
scripts/readability_metrics.py
scripts/refresh_status.py
scripts/silhouette_scan.py
scripts/structure_scan.py
scripts/suggest.py
scripts/validate_preservation.py
scripts/voice_card.py
scripts/voice_profile.py
scripts/voice_score.py
scripts/wiki_sync.py

Files

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evals/fixtures/voice/authors/boris/doc4.mddoc1,742 bytes
evals/fixtures/voice/authors/boris/doc5.mddoc1,515 bytes
evals/fixtures/voice/authors/celia/doc1.mddoc1,521 bytes
evals/fixtures/voice/authors/celia/doc2.mddoc1,378 bytes
evals/fixtures/voice/authors/celia/doc3.mddoc1,371 bytes
evals/fixtures/voice/authors/celia/doc4.mddoc1,456 bytes
evals/fixtures/voice/authors/celia/doc5.mddoc1,538 bytes
evals/fixtures/voice/copy_lift.mddoc451 bytes
evals/fixtures/voice/impostors/imp01.txtdoc1,071 bytes
evals/fixtures/voice/impostors/imp02.txtdoc945 bytes
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evals/fixtures/voice/impostors/imp11.mddoc905 bytes
evals/fixtures/voice/impostors/imp12.mddoc906 bytes
evals/fixtures/voice/profiles/amara.jsonasset45,439 bytes
evals/fixtures/voice/profiles/boris.jsonasset48,933 bytes
evals/fixtures/voice/profiles/celia.jsonasset48,332 bytes
evals/fixtures/voice/stuffed_boris_for_amara.mddoc4,697 bytes
evals/fixtures/wiki/snapshot.wikitextasset2,398 bytes
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evals/fixtures/wp3_magnitude_swap_original.txtdoc55 bytes
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evals/fixtures/wp3_modal_strengthen_original.txtdoc42 bytes
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evals/fixtures/wp3_overedit_original.txtdoc93 bytes
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evals/golden/contrib_report.mddoc1,458 bytes
evals/kata_add_pattern.pyruns5,785 bytes
evals/mimic_stats.pyruns5,723 bytes
evals/model_generate.pyruns17,372 bytes
evals/run_adversarial.pyruns30,941 bytes
evals/run_behavioral.shruns5,937 bytes
evals/run_local.pyruns14,031 bytes
evals/run_mimic_refine.pyruns18,071 bytes
evals/run_model_parity.pyruns25,607 bytes
evals/run_structure_climb.pyruns22,451 bytes
evals/shared-benchmark.jsonasset29,065 bytes
plans/001-python-floor.mddoc8,812 bytes
plans/002-input-encoding-robustness.mddoc9,830 bytes
plans/003-contribute-slug-and-redos.mddoc7,904 bytes
plans/004-eval-suite-self-validation.mddoc10,055 bytes
plans/005-scan-offsets-and-containment.mddoc9,097 bytes
plans/006-silhouette-english-decline.mddoc7,896 bytes
plans/007-wiki-sync-fixtures.mddoc6,717 bytes
plans/008-shared-prose-view.mddoc6,870 bytes
plans/009-import-seam-convention.mddoc5,409 bytes
plans/010-dx-polish.mddoc5,671 bytes
plans/011-inprocess-eval-runner.mddoc7,325 bytes
plans/012-mimic-live-fidelity-eval.mddoc7,456 bytes
plans/013-adversarial-refresh-procedure.mddoc7,149 bytes
plans/014-contributor-onramp.mddoc6,227 bytes
plans/015-per-author-silhouette-spike.mddoc6,032 bytes
plans/015-report-silhouette-stability.mddoc12,601 bytes
plans/README.mddoc9,046 bytes
plans/scratch/015-silhouette-stability.pyruns15,403 bytes
presets/crisp-human.mddoc1,104 bytes
presets/expert-human.mddoc3,941 bytes
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references/commands/teach.mddoc3,722 bytes
references/contribute.mddoc3,666 bytes
references/core-contract.mddoc4,863 bytes
references/edit-library.mddoc14,114 bytes
references/fact-preservation.mddoc4,889 bytes
references/harvest.mddoc2,545 bytes
references/maintenance.mddoc4,312 bytes
references/mimic.mddoc10,679 bytes
references/packs/manifest.jsonasset1,826 bytes
references/packs/pack-facts.mddoc1,372 bytes
references/packs/pack-phrases-core.mddoc1,655 bytes
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references/packs/pack-structure.mddoc2,482 bytes
references/packs/pack-voice.mddoc3,211 bytes
references/personality-guide.mddoc5,663 bytes
references/pipeline.mddoc22,702 bytes
references/refresh.mddoc3,725 bytes
references/rewrite-examples.mddoc777 bytes
references/rubric.mddoc6,987 bytes
references/taboo-phrases.mddoc50,356 bytes
ruff.tomlasset3,274 bytes
scripts/_lang.pyruns4,599 bytes
scripts/banned_phrase_scan.pyruns32,850 bytes
scripts/calibrate_pairs.pyruns23,827 bytes
scripts/calibrate_score.pyruns9,277 bytes
scripts/check_packs.pyruns2,701 bytes
scripts/check_suggestions.pyruns8,242 bytes
scripts/contribute.pyruns14,205 bytes
scripts/diff_check.pyruns4,395 bytes
scripts/extract_constraints.pyruns6,976 bytes
scripts/harvest_classify.pyruns7,830 bytes
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scripts/readability_metrics.pyruns9,772 bytes
scripts/refresh_status.pyruns4,766 bytes
scripts/silhouette_scan.pyruns14,242 bytes
scripts/structure_scan.pyruns13,157 bytes
scripts/suggest.pyruns7,832 bytes
scripts/validate_preservation.pyruns14,473 bytes
scripts/voice_card.pyruns18,548 bytes
scripts/voice_profile.pyruns7,083 bytes
scripts/voice_score.pyruns10,135 bytes
scripts/wiki_sync.pyruns15,624 bytes

No excerpt is shown for this license. Read the source on GitHub.

View the complete source on GitHub

Skills included

unslop

Repository facts

License: No license detected
Created: Feb 8, 2026
Last pushed: Sep 7, 2026
Forks: 45
Open issues: 3
Project activity: Active

Rank over the last 12 weeks

Now #927 · best #927

#965 on Nov 5
#927 since Nov 6

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 6, 2026

No broad tool permissions
7 dangerous shell commandsin 7 files: evals/CHECKS.md:129 evals/fixtures/voice/profiles/amara.json:1233 evals/fixtures/voice/profiles/boris.json:1461 and 4 more
78 network referencesin 18 files: evals/model_generate.py:125 evals/CORE-BENCHMARK.md:157 references/fact-preservation.md:38 and 15 more
1 obfuscation signalin 1 file: evals/cache_judge.py:88
No instruction overrides
72 executable scriptsin 72 files: evals/_check_support.py:1 evals/_contract_batch.py:1 evals/build_shared_benchmark.py:1 and 69 more
56 references to secretsin 17 files: evals/check_climb.py:219 evals/fixtures/cache/check_behavioral_luna.py:27 evals/fixtures/core/check_runner.py:56 and 14 more
No requests to vote in Hot

Show all 214 signals by file

`.github/ISSUE_TEMPLATE/config.yml`

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contact_links:   - name: Read the contribution guide     url: https://github.com/theclaymethod/unslop/blob/main/CONTRIBUTING.md

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- name: Read the contribution guide     url: https://github.com/theclaymethod/unslop/blob/main/CONTRIBUTING.md     about: Full pipeline for turning a specimen into an eval row and a PR.

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url: https://github.com/theclaymethod/unslop/blob/main/CONTRIBUTING.md

`.github/workflows/evals.yml`

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run: pipx install ruff && ruff check .       - name: Install skill benchmark harness         run: pipx install git+https://github.com/adewale/skill-eval-harness.git

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- name: Install skill benchmark harness         run: pipx install git+https://github.com/adewale/skill-eval-harness.git       - name: Run repository checks

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run: pipx install git+https://github.com/adewale/skill-eval-harness.git

`AGENTS.md`

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uv tool install git+https://github.com/adewale/skill-eval-harness.git

`CLAUDE.md`

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uv tool install git+https://github.com/adewale/skill-eval-harness.git

`README.md`

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Install to any supported coding agent with [npx skills](https://github.com/vercel-labs/skills):

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git clone https://github.com/theclaymethod/unslop.git ~/dev/unslop

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This skill follows the [Agent Skills specification](https://agentskills.io) and works with:

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- Cline - Roo Code - And [35+ other agents](https://github.com/vercel-labs/skills#supported-agents)

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- And [35+ other agents](https://github.com/vercel-labs/skills#supported-agents)

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Part of the phrase catalog derives from Wikipedia's [Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) guide. The

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[Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) guide. The

`evals/BEHAVIORAL-EVALS.md`

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uv tool install git+https://github.com/adewale/skill-eval-harness.git

`evals/CHECKS.md`

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```
"codex exec (gpt-5.6-luna)"
```

`evals/CORE-BENCHMARK.md`

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that account; dynamic routing and fallback model substitutions are rejected. The token needs Workers AI access. See the current [Cloudflare REST API contract](https://developers.cloudflare.com/ai-gateway/usage/rest-api/).

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The token needs Workers AI access. See the current [Cloudflare REST API contract](https://developers.cloudflare.com/ai-gateway/usage/rest-api/). The adapter does not create gateways or buy provider credits.

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[Cloudflare REST API contract](https://developers.cloudflare.com/ai-gateway/usage/rest-api/).

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Both retain a 16,384-token output ceiling. The initial Gemini trial exhausted that ceiling with reasoning before completing its JSON response. Native [thinking configuration and token usage](https://ai.google.dev/api/generate-content#Thinki

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that ceiling with reasoning before completing its JSON response. Native [thinking configuration and token usage](https://ai.google.dev/api/generate-content#ThinkingConfig) are retained in the evidence, including reasoning tokens. Other mode

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[thinking configuration and token usage](https://ai.google.dev/api/generate-content#ThinkingConfig)

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This follows the task-specific comparisons, human calibration, and judge-bias controls in [OpenAI's evaluation guidance](https://developers.openai.com/api/docs/guides/evaluation-best-practices/)

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controls in [OpenAI's evaluation guidance](https://developers.openai.com/api/docs/guides/evaluation-best-practices/)

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and [Anthropic's evaluation guidance](https://platform.claude.com/docs/en/test-and-evaluate/develop-tests).

`evals/CRITIQUE.md`

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A red-team review of the `unslop` skill (v2.1.0) and its evals, plus a new adversarial suite. Generated by auditing the scripts, references, presets, and rubric, and cross-referencing [hardikpandya/stop-slop](https://github.com/hardikpandya

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rubric, and cross-referencing [hardikpandya/stop-slop](https://github.com/hardikpandya/stop-slop).

`evals/_check_support.py`

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`evals/_contract_batch.py`

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`evals/build_shared_benchmark.py`

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HARNESS_URL = "https://github.com/adewale/skill-eval-harness"

`evals/cache_judge.py`

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#!/usr/bin/env python3
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output = base64.b64decode(record["stdout_b64"], validate=True)

`evals/check.py`

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`evals/check_climb.py`

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`evals/check_commands.py`

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`evals/check_complexity_budget.py`

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`evals/check_contrib.py`

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`evals/check_core_benchmark.py`

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`evals/check_core_benchmark_v2.py`

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`evals/check_evals_schema.py`

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`evals/check_gates_doc.py`

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`evals/check_maintenance_contract.py`

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`evals/check_mimic.py`

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`evals/check_packs.py`

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`evals/check_pairs.py`

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`evals/check_pattern_coverage.py`

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`evals/check_preservation_contract.py`

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`evals/check_scanner_contract.py`

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`evals/check_seeded_docs.py`

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`evals/check_silhouette.py`

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`evals/check_skill_examples.py`

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`evals/check_taboo_parity.py`

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`evals/check_voice.py`

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`evals/core_acceptance.py`

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`evals/eval_groups.py`

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`evals/fixtures/cache/check_behavioral_luna.py`

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`evals/fixtures/cache/check_generation.py`

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`evals/fixtures/cache/check_judge.py`

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`evals/fixtures/climb/fake_codex.py`

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`evals/fixtures/climb/mock_generate.py`

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`evals/fixtures/core/check_acceptance.py`

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`evals/fixtures/core/check_evidence.py`

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with patch("model_generate.urllib.request.urlopen", return_value=http_response) as request:

`evals/fixtures/core/check_metrics.py`

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`evals/fixtures/core/check_runner.py`

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`evals/fixtures/runner/check_contract_batch_coverage.py`

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`evals/fixtures/runner/check_parallel_isolation.py`

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`evals/fixtures/voice/profiles/amara.json`

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`evals/fixtures/voice/profiles/boris.json`

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`evals/fixtures/voice/profiles/celia.json`

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`evals/kata_add_pattern.py`

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`evals/mimic_stats.py`

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`evals/model_generate.py`

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if not key:                 return None, "GEMINI_API_KEY or GOOGLE_API_KEY is required"             url = "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent".format(

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url = "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent".format(                 urllib.parse.quote(model_id, safe="")             )

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config["thinkingConfig"] = {"thinkingBudget": 1024}             request_evidence = {"generation_config": config}             request = urllib.request.Request(url, data=json.dumps({

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request_evidence = {"generation_config": config}             request = urllib.request.Request(url, data=json.dumps({                 "contents": [{"role": "user", "parts": [{"text": prompt}]}],

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request = urllib.request.Request(url, data=json.dumps({

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[Credential-related source omitted]
```
Access to secretsline 145
```
[Credential-related source omitted]
```

Network accessline 146

if not account or not gateway or not key:                 return None, "CLOUDFLARE_ACCOUNT_ID, CF_GATEWAY_ID, and CLOUDFLARE_API_TOKEN are required"             url = "https://api.cloudflare.com/client/v4/accounts/{}/ai/v1/chat/completions"

Network accessline 147

return None, "CLOUDFLARE_ACCOUNT_ID, CF_GATEWAY_ID, and CLOUDFLARE_API_TOKEN are required"             url = "https://api.cloudflare.com/client/v4/accounts/{}/ai/v1/chat/completions".format(                 urllib.parse.quote(account, safe=

Network accessline 148

url = "https://api.cloudflare.com/client/v4/accounts/{}/ai/v1/chat/completions".format(                 urllib.parse.quote(account, safe="")             )

Network accessline 149

urllib.parse.quote(account, safe="")             )             request = urllib.request.Request(url, data=json.dumps({

Network accessline 150

)             request = urllib.request.Request(url, data=json.dumps({                 "model": model_id, "messages": [{"role": "user", "content": prompt}],

Network accessline 151

request = urllib.request.Request(url, data=json.dumps({

Network accessline 156

"cf-aig-gateway-id": gateway, "cf-aig-skip-cache": "true",             })             with urllib.request.urlopen(request, timeout=timeout) as response:

Network accessline 157

})             with urllib.request.urlopen(request, timeout=timeout) as response:                 cache_status = response.headers.get("cf-aig-cache-status", "")

Network accessline 158

with urllib.request.urlopen(request, timeout=timeout) as response:

`evals/run_adversarial.py`

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

Dangerous shell operationline 515

"needs": ["skill-benchmark", "codex exec (gpt-5.6-luna)"],

`evals/run_behavioral.sh`

Executable scriptline 1
```
#!/usr/bin/env bash
```

`evals/run_local.py`

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

`evals/run_mimic_refine.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```
Access to secretsline 208
```
[Credential-related source omitted]
```

`evals/run_model_parity.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```
Access to secretsline 24
```
[Credential-related source omitted]
```

Network accessline 66

OPENROUTER_URL = "https://openrouter.ai/api/v1/chat/completions"

Access to secretsline 67
```
[Credential-related source omitted]
```
Access to secretsline 398
```
[Credential-related source omitted]
```
Access to secretsline 413
```
[Credential-related source omitted]
```
Access to secretsline 415
```
[Credential-related source omitted]
```

Network accessline 419

"temperature": 0,     }).encode()     req = urllib.request.Request(

Network accessline 420

}).encode()     req = urllib.request.Request(         OPENROUTER_URL,

Network accessline 421
```
req = urllib.request.Request(
```

Network accessline 426

)     try:         with urllib.request.urlopen(req, timeout=timeout) as resp:

Network accessline 427

try:         with urllib.request.urlopen(req, timeout=timeout) as resp:             data = json.loads(resp.read().decode())

Network accessline 428

with urllib.request.urlopen(req, timeout=timeout) as resp:

`evals/run_structure_climb.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```
Access to secretsline 385
```
[Credential-related source omitted]
```

`evals/shared-benchmark.json`

Network accessline 5

"harness": {     "name": "skill-eval-harness",     "url": "https://github.com/adewale/skill-eval-harness",

Network accessline 6

"name": "skill-eval-harness",     "url": "https://github.com/adewale/skill-eval-harness",     "version": "0.4.2 (git 31ec7655)"

Network accessline 7

"url": "https://github.com/adewale/skill-eval-harness",

`plans/007-wiki-sync-fixtures.md`

Network accessline 30

`scripts/wiki_sync.py` (verified at 217c218): - `:56` `def fetch_latest_revision() -> tuple[int, str, str]:` — network,   `urllib.request.urlopen(req, timeout=30)` at `:73`.

Network accessline 31

- `:56` `def fetch_latest_revision() -> tuple[int, str, str]:` — network,   `urllib.request.urlopen(req, timeout=30)` at `:73`. - `:106` `def parse_wikitext(wikitext: str) -> list[ParsedSection]:` — pure.

Network accessline 32

`urllib.request.urlopen(req, timeout=30)` at `:73`.

`plans/README.md`

Dangerous shell operationline 39

| 012 | SPIKE: live mimic-fidelity eval (operator gate) | P2 | M–L | — | DONE (steps 1–2) — approved 2026-07-07; branch `advisor/012-live-mimic-spike` @ `1b9c1af`; protocol + mock dry-run committed; STEP 3 AWAITS OPERATOR (live spend + loca

Access to secretsline 84
```
[Credential-related source omitted]
```

`plans/scratch/015-silhouette-stability.py`

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

`references/fact-preservation.md`

Network accessline 38

### URLs & References - Links: `https://example.com/page`

Network accessline 39
```
- Links: `https://example.com/page`
```

Network accessline 124

| "23% increase" | "significant increase" | Number removed | | "John Smith, CEO" | "the CEO" | Name removed | | "https://example.com" | "[link]" | URL removed |

Network accessline 125

| "John Smith, CEO" | "the CEO" | Name removed | | "https://example.com" | "[link]" | URL removed | | "Q3 2024" | "recently" | Date removed |

Network accessline 126

| "https://example.com" | "[link]" | URL removed |

Network accessline 163

| Person | John Smith | NO - exact | | Company | Acme Corp | NO - exact | | URL | https://... | NO - exact |

Network accessline 164

| Company | Acme Corp | NO - exact | | URL | https://... | NO - exact | | Code | `function()` | NO - exact |

Network accessline 165
```
| URL | https://... | NO - exact |
```

`references/maintenance.md`

Network accessline 76

Syncs pattern rules with Wikipedia's [Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) page.

Network accessline 77

[Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) page.

`references/pipeline.md`

Access to secretsline 113
```
[Credential-related source omitted]
```
Access to secretsline 261
```
[Credential-related source omitted]
```

Dangerous shell operationline 297

| gpt-5.5 | frontier | codex exec (default model) | dirty: `sentence_burstiness`, `conclusion_coda`, `preview_fulfillment`, `callback_content` (4 flags) | both scanners clean | 4 (4) | converged | preserved every round |

Access to secretsline 347
```
[Credential-related source omitted]
```

`references/taboo-phrases.md`

Network accessline 1016

**Sources:** Wikipedia [Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing); Berens & Kobak, "Delving into ChatGPT usage in academic writing," *Science Advances* (2024), [llm-excess-vocab](https://github.com/be

`scripts/_lang.py`

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

`scripts/banned_phrase_scan.py`

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

`scripts/calibrate_pairs.py`

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

`scripts/calibrate_score.py`

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

`scripts/check_packs.py`

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

`scripts/check_suggestions.py`

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

`scripts/contribute.py`

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

`scripts/diff_check.py`

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

`scripts/extract_constraints.py`

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

`scripts/harvest_classify.py`

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

`scripts/harvest_samples.py`

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

`scripts/readability_metrics.py`

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

`scripts/refresh_status.py`

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

`scripts/silhouette_scan.py`

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

`scripts/structure_scan.py`

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

`scripts/suggest.py`

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

`scripts/validate_preservation.py`

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

`scripts/voice_card.py`

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

`scripts/voice_profile.py`

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

`scripts/voice_score.py`

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

`scripts/wiki_sync.py`

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

Network accessline 32

STATE_FILE = Path(__file__).parent / ".wiki_sync_state.json" WIKI_PAGE = "Wikipedia:Signs_of_AI_writing" API_URL = "https://en.wikipedia.org/w/api.php"

Network accessline 34

API_URL = "https://en.wikipedia.org/w/api.php"

Network accessline 72

}     url = f"{API_URL}?{urllib.parse.urlencode(params)}"     req = urllib.request.Request(url, headers={"User-Agent": "unslop-wiki-sync/1.0"})

Network accessline 74

req = urllib.request.Request(url, headers={"User-Agent": "unslop-wiki-sync/1.0"})

Network accessline 76

with urllib.request.urlopen(req, timeout=30) as resp:

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

Contacts generativelanguage.googleapis.com, which SKILL.md, the README and the plugin manifest do not mentionevals/model_generate.py:127High confidence
Contacts api.cloudflare.com, which SKILL.md, the README and the plugin manifest do not mentionevals/model_generate.py:148High confidence
Contacts openrouter.ai, which SKILL.md, the README and the plugin manifest do not mentionevals/run_model_parity.py:66High confidence

Signal confidence: 202 facts

Network access in code of documentationAGENTS.md:70Low confidence
Network access in code of documentationCLAUDE.md:42Low confidence
Network access in prose of documentationREADME.md:51Low confidence
Network access in code of documentationREADME.md:70Low confidence
Network access in prose of documentationREADME.md:464Low confidence
Network access in prose of documentationREADME.md:470Low confidence
Network access in prose of documentationREADME.md:472Low confidence
Network access in prose of documentationREADME.md:476Low confidence
Network access in prose of documentationREADME.md:477Low confidence
Network access in code of documentationevals/BEHAVIORAL-EVALS.md:75Low confidence
Dangerous shell operation in code of documentationevals/CHECKS.md:129Low confidence
Access to secrets in prose of documentationevals/CORE-BENCHMARK.md:142Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:157Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:158Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:159Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:163Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:164Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:165Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:204Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:205Low confidence
Network access in prose of documentationevals/CORE-BENCHMARK.md:206Low confidence
Network access in prose of documentationevals/CRITIQUE.md:3Low confidence
Network access in prose of documentationevals/CRITIQUE.md:5Low confidence
Executable script in code of a file that runsevals/_check_support.py:1High confidence
Executable script in prose of a file that runsevals/_contract_batch.py:1Low confidence
Executable script in code of a file that runsevals/build_shared_benchmark.py:1High confidence
Network access in code of a file that runsevals/build_shared_benchmark.py:36High confidence
Executable script in code of a file that runsevals/cache_judge.py:1High confidence
Possible obfuscation in code of a file that runsevals/cache_judge.py:88High confidence
Executable script in code of a file that runsevals/check.py:1High confidence
Executable script in code of a file that runsevals/check_climb.py:1High confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:219Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:220Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:222Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:227Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:251Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:253Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:257Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:261Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:268Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:269Low confidence
Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueevals/check_climb.py:270Low confidence
Executable script in code of a file that runsevals/check_commands.py:1High confidence
Executable script in code of a file that runsevals/check_complexity_budget.py:1High confidence
Executable script in code of a file that runsevals/check_contrib.py:1High confidence
Executable script in code of a file that runsevals/check_core_benchmark.py:1High confidence
Executable script in code of a file that runsevals/check_core_benchmark_v2.py:1High confidence
Executable script in code of a file that runsevals/check_evals_schema.py:1High confidence
Executable script in code of a file that runsevals/check_gates_doc.py:1High confidence
Executable script in code of a file that runsevals/check_maintenance_contract.py:1High confidence

and 152 more

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Native	Path CLAUDE.md	`.claude/skills/<skill-name>/`
Codex	Native	Manifest AGENTS.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard 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.

Explore alternatives and comparisons

Add this badge to your README

It updates every night and links to this page.

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theclaymethod/unslop

History

SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

unslop

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Rank over the last 12 weeks

Before you install

.github/ISSUE_TEMPLATE/config.yml

.github/workflows/evals.yml

AGENTS.md

CLAUDE.md

README.md

evals/BEHAVIORAL-EVALS.md

evals/CHECKS.md

evals/CORE-BENCHMARK.md

evals/CRITIQUE.md

evals/_check_support.py

evals/_contract_batch.py

evals/build_shared_benchmark.py

evals/cache_judge.py

evals/check.py

evals/check_climb.py

evals/check_commands.py

evals/check_complexity_budget.py

evals/check_contrib.py

evals/check_core_benchmark.py

evals/check_core_benchmark_v2.py

evals/check_evals_schema.py

evals/check_gates_doc.py

evals/check_maintenance_contract.py

evals/check_mimic.py

evals/check_packs.py

evals/check_pairs.py

evals/check_pattern_coverage.py

evals/check_preservation_contract.py

evals/check_scanner_contract.py

evals/check_seeded_docs.py

evals/check_silhouette.py

evals/check_skill_examples.py

evals/check_taboo_parity.py

evals/check_voice.py

evals/core_acceptance.py

evals/core_metrics.py

evals/core_runner.py

evals/eval_groups.py

evals/fixtures/cache/check_behavioral_luna.py

evals/fixtures/cache/check_generation.py

evals/fixtures/cache/check_judge.py

evals/fixtures/climb/fake_codex.py

evals/fixtures/climb/mock_generate.py

evals/fixtures/core/check_acceptance.py

evals/fixtures/core/check_evidence.py

evals/fixtures/core/check_metrics.py

evals/fixtures/core/check_runner.py

evals/fixtures/mimic/mock_generator.py

evals/fixtures/runner/check_contract_batch_coverage.py

evals/fixtures/runner/check_parallel_isolation.py

evals/fixtures/voice/profiles/amara.json

evals/fixtures/voice/profiles/boris.json

evals/fixtures/voice/profiles/celia.json

evals/kata_add_pattern.py

evals/mimic_stats.py

evals/model_generate.py

evals/run_adversarial.py

evals/run_behavioral.sh

evals/run_local.py

evals/run_mimic_refine.py

evals/run_model_parity.py

`SKILL.md`

`.github/ISSUE_TEMPLATE/config.yml`

`.github/workflows/evals.yml`

`AGENTS.md`

`CLAUDE.md`

`README.md`

`evals/BEHAVIORAL-EVALS.md`

`evals/CHECKS.md`

`evals/CORE-BENCHMARK.md`

`evals/CRITIQUE.md`

`evals/_check_support.py`

`evals/_contract_batch.py`

`evals/build_shared_benchmark.py`

`evals/cache_judge.py`

`evals/check.py`

`evals/check_climb.py`

`evals/check_commands.py`

`evals/check_complexity_budget.py`

`evals/check_contrib.py`

`evals/check_core_benchmark.py`

`evals/check_core_benchmark_v2.py`

`evals/check_evals_schema.py`

`evals/check_gates_doc.py`

`evals/check_maintenance_contract.py`

`evals/check_mimic.py`

`evals/check_packs.py`

`evals/check_pairs.py`

`evals/check_pattern_coverage.py`

`evals/check_preservation_contract.py`

`evals/check_scanner_contract.py`

`evals/check_seeded_docs.py`

`evals/check_silhouette.py`

`evals/check_skill_examples.py`

`evals/check_taboo_parity.py`

`evals/check_voice.py`

`evals/core_acceptance.py`

`evals/core_metrics.py`

`evals/core_runner.py`

`evals/eval_groups.py`

`evals/fixtures/cache/check_behavioral_luna.py`

`evals/fixtures/cache/check_generation.py`

`evals/fixtures/cache/check_judge.py`

`evals/fixtures/climb/fake_codex.py`

`evals/fixtures/climb/mock_generate.py`

`evals/fixtures/core/check_acceptance.py`

`evals/fixtures/core/check_evidence.py`

`evals/fixtures/core/check_metrics.py`

`evals/fixtures/core/check_runner.py`

`evals/fixtures/mimic/mock_generator.py`

`evals/fixtures/runner/check_contract_batch_coverage.py`

`evals/fixtures/runner/check_parallel_isolation.py`

`evals/fixtures/voice/profiles/amara.json`

`evals/fixtures/voice/profiles/boris.json`

`evals/fixtures/voice/profiles/celia.json`

`evals/kata_add_pattern.py`

`evals/mimic_stats.py`

`evals/model_generate.py`

`evals/run_adversarial.py`

`evals/run_behavioral.sh`

`evals/run_local.py`

`evals/run_mimic_refine.py`

`evals/run_model_parity.py`

`evals/run_structure_climb.py`

`evals/shared-benchmark.json`

`plans/007-wiki-sync-fixtures.md`

`plans/README.md`

`plans/scratch/015-silhouette-stability.py`

`references/fact-preservation.md`

`references/maintenance.md`

`references/pipeline.md`

`references/taboo-phrases.md`

`scripts/_lang.py`

`scripts/banned_phrase_scan.py`

`scripts/calibrate_pairs.py`

`scripts/calibrate_score.py`

`scripts/check_packs.py`

`scripts/check_suggestions.py`

`scripts/contribute.py`

`scripts/diff_check.py`

`scripts/extract_constraints.py`