Prism Maintain
irfndi/prism-liquidity-agent
Maintain the Prism codebase: measure cyclomatic complexity, refactor hotspots, and enforce the anti-slop type discipline.
Audit or apply evidence-backed, test-first subtractive cleanup for accumulated agent-created test bloat, verification theater, and defensive or fallback bloat while preserving independent external…
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install MrZoyo/deslop-GPT deslop --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/deslop .claude/skills/deslop && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .claude/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslopType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install MrZoyo/deslop-GPT deslop --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/deslop .agents/skills/deslop && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .agents/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install MrZoyo/deslop-GPT deslop --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/deslop .cursor/skills/deslop && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .cursor/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/MrZoyo/deslop-GPT.git --path skills/deslop--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install MrZoyo/deslop-GPT deslop --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/deslop .gemini/skills/deslop && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .gemini/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install MrZoyo/deslop-GPT deslopInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/deslop .github/skills/deslop && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .github/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MrZoyo/deslop-GPT --skill deslop -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install MrZoyo/deslop-GPT deslop --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MrZoyo/deslop-GPT.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/deslop .opencode/skills/deslop && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "deslop" agent skill from https://github.com/MrZoyo/deslop-GPT/tree/main/skills/deslop into .opencode/skills/deslop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deslop", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
deslopAudit or apply evidence-backed, test-first subtractive cleanup for accumulated agent-created test bloat, verification theater, and defensive or fallback bloat while preserving independent external…
Deslop is an agent skill from MrZoyo/deslop-GPT. Audit or apply evidence-backed, test-first subtractive cleanup for accumulated agent-created test bloat, verification theater, and defensive or fallback bloat while preserving independent external behavior. Invoke explicitly for semantic simplification, not generic refactoring.
Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `agents/openai.yaml`, `references/code-smells.md` and `references/evidence-and-reachability.md`).
It sits in Writing & Content, covering Humanizing AI text, Test-driven development and Refactoring. The repository describes itself as: Deletion-first Agent Skill for removing test bloat, verification theater, and speculative fallbacks while preserving behavior. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3913d8a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Deslop loads about 4k tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 71 tokens; SKILL.md has 2,144 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from MrZoyo/deslop-GPT at commit 3913d8a, republished under its MIT licence (© MrZoyo). 2,144 words, ~4,031 tokens.
.claude/skills/deslop/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.Deslop removes complexity accumulated during repeated coding-agent implementation and correction cycles. It is a semantic cleanup policy, not a beautifier, dead-code sweeper, generic refactoring tool, or redesign assistant.
Work in this order. Do not let an easy dead-code deletion displace a higher-priority cluster.
Generic dead code, wrappers, abstractions, comments, and ordinary duplication are secondary. Touch them only when they belong to one of the three target clusters or have direct high-confidence evidence.
Reduce test surface, not behavior surface. Evidence that a test is redundant or accumulated test-suite bloat justifies deleting or consolidating that test; it is not independent evidence for changing the production behavior the test exercises. When test-suite bloat is the active target, keep distinct externally observable production semantics—including public success, rejection, error, edge-case, and supported compatibility behavior—outside the deletion target unless the production construct is separately justified for removal by another target cluster, or direct evidence from current requirements, real callers, specifications, or history establishes that the behavior is obsolete or incorrect. Do not reclassify tested behavior as defensive or validation bloat merely because deleting its test leaves nothing else requiring it; the test may be its clearest executable specification.
Adding tests is not the default response to cleanup. When production slop is deleted, tests whose only purpose is to protect that slop should normally be deleted in the same change.
When tests are in scope, complete this pass before changing production behavior:
current owner -> production branch -> observable result -> independent oracle -> failure domain.Do not use coverage, test count, or a test-created configuration as an owner. The output of this pass is a smaller evidence set with the same real failure domains, not a target number of tests.
Production code does not justify a test merely because the test exercises it. A test does not justify production code merely because the production code exists. Follow justification chains outward until they reach an independent evidence root.
A production/test pair is mutual-support slop only when the production construct has no independently meaningful externally observable purpose. A test of a distinct externally observable rejection, error, or supported compatibility behavior is not a closed justification loop merely because the test is its clearest executable specification. Internal checksum or receipt machinery and tests created only for that machinery can form such a loop, as can a speculative fallback and tests created only to exercise it.
If a fallback exists only because a test exercises it, and that test exists only because the fallback was added, neither member is independent evidence. The same closed justification loop can include checksum logic and checksum tests, receipts/manifests and validators, wrappers and wrapper-only tests, obsolete compatibility branches and their tests, or defensive validators and tests that only exercise them. Call this mutual-support slop.
Accept a dependency cluster only when its chain reaches a current user requirement, real external caller, public API contract, documented protocol or specification, security/trust boundary, persistence or corruption boundary, or scientific/numerical invariant. If the cluster only justifies itself, prefer deleting the whole cluster rather than preserving each member because another member depends on it.
A closed loop is a finding about evidence that is present, not evidence that is absent. Failing to find a caller, configuration, document, or history inside a small or isolated scope is missing evidence: it caps the finding at MEDIUM and does not make the cluster unreachable or HIGH. A compatibility branch with its own first-class positive test or current documentation explicitly naming it as supported behavior is a preservation root; removing that behavior requires positive evidence that the compatibility promise has ended. A branch reached only through a broad catch, with no test or document of its own, is not such a root.
Trace edges as well as nodes. Separately tested producers, readers, and consumers do not prove that a current production path connects them. Before removing a fixture, validator, registry entry, or wrapper that crosses layers, identify the current producer -> reader -> consumer path and preserve one hermetic integration root when that path carries real behavior.
Interpret invocation from natural language; do not depend on a runtime-specific arguments variable.
audit: read-only. Report candidates, evidence, confidence, closed loops, and constructs to preserve. Do not intentionally modify repository-owned content; disable or redirect tool caches and generated outputs when practical.apply: modify files only within the established scope.tests: prioritize test signal and mutual-support slop. Without apply, remain read-only.deep: inspect repository-wide. Without apply, remain read-only; with apply, cleanup is allowed but redesign is not.main.Only apply authorizes edits. Do not fetch, reset, switch branches, stage, commit, push, or create backups unless explicitly requested.
AGENTS.md or CLAUDE.md, plus repository conventions and the requested scope.Prove reachability from a non-test producer such as an active config, external request, public CLI, persisted record, or hardware/runtime selection. A test-injected flag, synthetic future config, diagnostic command, or scripted dry-run does not by itself own a production branch.
Inside trusted code, use a fail-visible bias: allow unexpected failures to surface unless there is a concrete recovery, translation, cleanup, protocol, or compatibility contract. Broad except Exception, catch-and-fallback, catch-log-rethrow, speculative legacy fallbacks, and compatibility branches without independent evidence are high-priority investigation targets. Do not hide bugs in the name of robustness.
These rules govern every candidate in this file and the references. A listed smell or preferred action does not resolve missing evidence or authorize deletion by itself.
In apply mode:
Apply authorization is permission to edit, not permission to resolve uncertainty in favor of deletion.
Read only the relevant references:
Normally reduce structural surface area. New dependencies, abstractions, wrappers, compatibility layers, cryptographic/provenance machinery, and tests have a default budget of zero. New code is acceptable only when it preserves a real behavior while removing more accumulated slop. A small current-path integration root or a direct required-input check can be justified when cleanup exposes a real protection gap. When a repair closes a real fail-open contract, adapt existing coverage to check the required rejection. Keep success and failure assertions readable; add a small test only when the surviving behavior would otherwise lack independent coverage. If a cleanup adds substantial production or test lines, stop and reconsider.
In deep apply, exclude generated code, vendored dependencies, third_party trees, migration history, lockfiles, and externally generated snapshots or artifacts unless explicitly included or demonstrably repository-owned.
Run the narrowest existing checks after each meaningful semantic group and the repository's documented final checks once when feasible. Compare test collection before and after, and explain unexpected skips or deselections. An unexplained drop to zero tests, or loss of required verification for surviving behavior, is a failure. A confirmed-retired target may be removed with all its dedicated tests; a scope that already had no tests should use its applicable existing checks. Explain either case and do not retain or add tests merely to obtain a nonzero count. If deleting a cluster would remove the last test exercising a surviving public contract, adapt an existing test to an independently specified observable result. When no independent oracle is available, report that gap instead of deriving expected values from the implementation.
When tests can generate files, compare the worktree before and after the suite so a green run cannot hide writes to tracked outputs. In read-only modes, use no-write options or temporary locations for caches and generated output when available, and report any incidental tool artifacts left behind. Verification should be independent of the change where possible. Do not create proof files, audit ledgers, checksum reports, or a new verification framework merely to validate a deletion. If a check cannot run without changing repository-owned content, do not run it in audit mode; state that plainly.
Report the inspected scope; removed test, verification, and fallback clusters; independent evidence roots; preserved boundaries; tests removed or consolidated; before/after collection plus skips or deselections when available; checks actually run; approximate production/test size changes when useful; and uncertainty intentionally left untouched. Explicitly call out any closed justification loop that drove deletion.
© MrZoyo, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 7 other files (references) in skills/deslop of MrZoyo/deslop-GPT.
Open the folder on GitHubat commit 3913d8a
Deslop next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Deslop this skillMrZoyo/deslop-GPT | 138 | — | ~4k | Automated safety check: Pass | MIT | |
| Prism Maintainirfndi/prism-liquidity-agent | 124 | — | ~1k | Automated safety check: Pass | MIT | |
| Deslopsanity-io/sanity | 6.4k | 6 repos | ~180 | Automated safety check: Pass | MIT | |
| AI Slop Cleaneryangyuan-zhen/PolyWeather | 316 | — | ~2.2k | Automated safety check: Pass | AGPL-3.0 | |
| Deslopmillionco/react-doctor | 15k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Test Guidelinesgetsentry/sentry-dart | 873 | — | ~3.1k | Automated safety check: Pass | MIT |
irfndi/prism-liquidity-agent
Maintain the Prism codebase: measure cyclomatic complexity, refactor hotspots, and enforce the anti-slop type discipline.
sanity-io/sanity
Remove AI-generated code slop and clean up code style. An agent skill from sanity-io/sanity.
yangyuan-zhen/PolyWeather
[OMX] Run an anti-slop cleanup/refactor/deslop workflow. An agent skill from yangyuan-zhen/PolyWeather.
millionco/react-doctor
Simplify and refine recently modified code while preserving functionality.
getsentry/sentry-dart
Enforce Sentry Dart/Flutter SDK test conventions for naming, structure, and fixtures.
millionco/expect
Write and improve agent skills (SKILL.md files). An agent skill from millionco/expect.
Categories
Audit or apply evidence-backed, test-first subtractive cleanup for accumulated agent-created test bloat, verification theater, and defensive or fallback bloat while preserving independent external…. Deslop is an agent skill from MrZoyo/deslop-GPT. Audit or apply evidence-backed, test-first subtractive cleanup for accumulated agent-created test bloat, verification theater, and defensive or fallback bloat while preserving independent external behavior.
Deslop fits situations like: tasks that involve Humanizing AI text; tasks that involve Test-driven development; tasks that involve Refactoring.
Run `npx skills add MrZoyo/deslop-GPT --skill deslop -a claude-code`. Or copy the skill folder (skills/deslop in MrZoyo/deslop-GPT) into .claude/skills/deslop in your project. Claude Code loads it when a task matches its description.
Run `npx skills add MrZoyo/deslop-GPT --skill deslop -a codex`. Or copy the skill folder (skills/deslop in MrZoyo/deslop-GPT) into .agents/skills/deslop in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add MrZoyo/deslop-GPT --skill deslop -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deslop, .gemini/skills/deslop, .github/skills/deslop and .opencode/skills/deslop in your project.
SKILL.md names no scripts, command-line tools or credentials: Deslop is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Deslop is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 4k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 11k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Deslop: Prism Maintain (irfndi/prism-liquidity-agent, 124 stars), Deslop (sanity-io/sanity, 6.4k stars), AI Slop Cleaner (yangyuan-zhen/PolyWeather, 316 stars) and Deslop (millionco/react-doctor, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
MrZoyo (a GitHub user) maintains it in MrZoyo/deslop-GPT, which has 138 GitHub stars. The repository was last updated on October 6, 2026.
Source: MrZoyo/deslop-GPT on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.