Z

Zero Slop

Less slop, more pop in all your writing.

manav-mishra/zero-slop · v2.12.25 · Tools & Integrations

by Manav MishraOwner verifiedsafe

Zero Slop is a free, open-source editing skill that helps your assistant rewrite canned phrasing in your voice. Local tools score the writing and check edits against the source. You review the result. From the repository: Before: We're thrilled to announce that our team has leveraged cutting-edge machine learning to deliver a seamless onboarding experience, reducing setup time by 40%. After: We used machine learning to reduce onboarding setup time by 40%. Writing score: 99.3 to 9.5. The 40% figure is the draft's stated result, preserved in the edit. The score measures writing patterns, not authorship or factual truth. Install in a compatible assistant: npx skills add manavmishra/ZeroSlop --global. Use /zero-slop (your writing). The optional Python scorer runs offline using only the standard library. Editing follows your assistant's privacy settings. Hosted editing: https://mcp.zero-slop.ai/mcp (MCP), npm CLI, or REST API. These routes send your draft to the service and use the same pipeline. Free, with no account or API key, on shared, best-effort capacity. Zero Slop is MIT-licensed.

InstallSourceFollow0

What is Zero Slop?

Zero Slop is a published tools & integrations plugin for AI coding agents in the codex ecosystem, developed by Manav Mishra and distributed through the HOL AI plugin registry. Say no to AI slop: a human-in-the-loop learning agentic workflow skill that scores text 0-100 for AI slop and rewrites it tastefully, with a standard-library Python scorer that has zero dependencies and runs offline

Canonical slug
manav-mishra/zero-slop
Version
v2.12.25 · updated Oct 15, 2026

Trust & Reputation

HOL Trust Score
89

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
100pts
Maintenance
100pts
MCP Posture
95pts
Plugin Security
95pts
Provenance
70pts
Publisher Quality
75pts

Registry Snapshot

Project link
Zero Slop
Publisher verification
No
Marketplace source
Unknown
Scanner
Broker fallback
Security result
Partial scan
Digest verified
Yes
3 bundled skills — copy or download SKILL.mdOpen skills

Trust & reputation

Trust & Reputation

HOL Trust Score
89

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
100pts
Maintenance
100pts
MCP Posture
95pts
Plugin Security
95pts
Provenance
70pts
Publisher Quality
75pts

Provenance

Plugin root
.
Source repo
https://github.com/manavmishra/ZeroSlop
Source commit
275a770aaa60…
Publisher verified
No
Owner verified
@manavmishra

Continuous scanner CI detected

No action is required. This plugin receives the full trust score.

README badge detected

The source repository README links to this HOL listing. Distribution, not security evidence. It adds a 2% engagement adjustment to the overall trust score and never changes the security result.

Partial scan
Security result
95
Score from finished checks
0
High findings

Some checks did not finish (cisco-skill-scanner, codex-plugin-scanner). No blocking issue was found in the checks that did finish, but this is not a passed scan.

Provider
registry-broker-fallback
Grade
A · safe
Version
Unknown
cisco-skill-scanner: unknown

Findings

lowmcp-securitymcp.remote.auth.unknown

MCP server zero-slop does not declare an auth posture.

infoskill-securityskill-scan.unavailable

Script permission declarations are required for scripts/: scripts/build_bundle.py, scripts/build_skill_zip.py, scripts/calibrate.py, scripts/build_onepager_pdf.py, scripts/check_distribution_manifests.py, scripts/build_plugin.py, scripts/build_marketplace_package.py, scripts/check_release_surfaces.py, scripts/contextual.py, scripts/make-readme-gif.mjs, scripts/learn.py, scripts/check_svg.py, scripts/check_release_version.py, scripts/predictability.py, scripts/reader_review.py, scripts/mcp_local_tools.py, scripts/mcp_workflow_tools.py, scripts/mcp_stdio.py, scripts/register.py, scripts/rerank.py, scripts/rescue.py, scripts/slopscore.py, scripts/safeio.py, scripts/version_check.py

infoskill-securityskill-scan.unavailable

Cisco skill scanner exited with code 1: Error loading skill: No SKILL.md and no .md files found in /tmp/hol-skill-safety-kfu9Mo (lenient mode requires at least one markdown file)

infoskill-securityskill-scan.unavailable

Cisco skill scanner exited with code 1: Error loading skill: No SKILL.md and no .md files found in /tmp/hol-skill-safety-mopRk6 (lenient mode requires at least one markdown file)

Zero Slop — Frequently asked questions

What is Zero Slop?
Zero Slop is an AI plugin in the HOL registry. Zero Slop is a free, open-source editing skill that helps your assistant rewrite canned phrasing in your voice. Local tools score the writing and check edits against the source. You review the result. From the repository: **Before:** We're thrilled to announce that our…
How do I install Zero Slop?
Install Zero Slop in your harness: Codex — codex plugin marketplace add manavmishra/ZeroSlop; Claude Code — /plugin marketplace add manavmishra/ZeroSlop; Antigravity CLI — npx skills add manavmishra/ZeroSlop. Full step-by-step guidance is on the HOL plugin page.
How do I install Zero Slop in Codex?
To install Zero Slop in Codex, start with codex plugin marketplace add manavmishra/ZeroSlop. The complete step-by-step install guide for Codex is on the HOL plugin page.
How do I install Zero Slop in Claude Code?
To install Zero Slop in Claude Code, start with /plugin marketplace add manavmishra/ZeroSlop. The complete step-by-step install guide for Claude Code is on the HOL plugin page.
How do I install Zero Slop in Antigravity CLI?
To install Zero Slop in Antigravity CLI, start with npx skills add manavmishra/ZeroSlop. The complete step-by-step install guide for Antigravity CLI is on the HOL plugin page.
Is Zero Slop free?
Zero Slop is listed as free on HOL.
How is the Trust Score for Zero Slop computed?
Zero Slop has a HOL Trust Score of 89 out of 100. The score is a weighted sum of six components from a static scan of the source, capped for high-severity findings and adjusted by two disclosed policies. Memberships and payments are not inputs, and a scan is not a safety guarantee. Full breakdown: https://hol.org/registry/plugins/manav-mishra%2Fzero-slop/trust
Who publishes Zero Slop?
Zero Slop is published by Manav Mishra and listed on HOL.
Is Zero Slop available now?
Zero Slop is currently available according to its latest public launch.

Install Guidance

Install in Claude Code

Install through the Claude Code plugin marketplace.

Claude Code plugin docs

Optional: install HOL Guard for Claude Code first, so it can check this plugin's tools on your machine before Claude Code uses them.

  1. 1

    Add the marketplace

    Run this inside a Claude Code session. It registers the marketplace manifest shipped at the repository root. If the repository ships none, add the generated entry from the Advanced section below first.

    claude code
  2. 2

    Find the marketplace and plugin names

    The install id is <plugin-entry>@<marketplace-name>, and the marketplace name is declared inside the manifest — it can differ from the repository name. List registered marketplaces to read both names.

    shell
  3. 3

    Install the plugin

    Substitute the plugin entry name and the marketplace name shown by the previous step.

    claude code

Did setup work in Claude Code?

No setup reports for Claude Code yet. Self-reported by signed-in visitors. Copying a command is not counted, and most installs are never reported.

Zero Slop logo beside a paper-stack demo showing tracked edits to a team document, with links to zero-slop.ai and the GitHub repository.
1 / 2

See what changed before you use the edit.

Zero Slop logo beside a paper-stack demo showing tracked edits to a team document, with links to zero-slop.ai and the GitHub repository.

Full size
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Plugin Manifest

{
  "name": "zero-slop",
  "version": "2.12.25",
  "description": "Edit emails, workplace updates, social posts and research prose. Score writing patterns, compare edits with the original facts, and learn private preferences only from corrections you approve.",
  "author": {
    "name": "Manav Mishra",
    "url": "https://github.com/manavmishra"
  },
  "homepage": "https://github.com/manavmishra/ZeroSlop",
  "repository": "https://github.com/manavmishra/ZeroSlop",
  "license": "MIT",
  "keywords": [
    "writing",
    "editing",
    "ai-slop",
    "humanize",
    "linkedin",
    "expert voice"
  ],
  "skills": "./",
  "mcpServers": "./.registry/mcp.json",
  "interface": {
    "displayName": "Zero Slop",
    "developerName": "Manav Mishra",
    "shortDescription": "Edit and check your writing",
    "longDescription": "Zero Slop is a writing productivity tool for people preparing emails, workplace updates, social posts and research prose. It flags stock phrases and repetition and checks proposed edits against the original names, numbers, quotations and links.\n\nThe packaged skill runs inside your existing assistant. Local Python tools score prose and check source details; the assistant performs the editorial work. Private editing preferences are learned only from corrections you approve. Local scripts do not transmit drafts. An optional version check sends only a version query.\n\nThe optional deslop MCP tool sends the draft, genre and audience you provide to the hosted Zero Slop service. It returns text, before-and-after writing scores, source-check results and an edit or review status. Already-clear text can remain unchanged. Capacity limits or unavailable editing services can prevent a rewrite.\n\nThe hosted service uses hosting infrastructure and model providers described in the privacy policy. Fallback model requests require zero-data-retention routing and deny provider data collection; infrastructure and provider operational records have separate retention policies. The service does not train private preferences or persist draft text. See the privacy policy for recipients, usage metrics, retention and user controls.\n\nScores are writing heuristics, not authorship probabilities. Source checks do not guarantee factual accuracy. Review edits before publishing. Do not use Zero Slop to evade authorship or disclosure requirements.",
    "category": "Productivity",
    "capabilities": [
      "Edit",
      "Detect",
      "Score",
      "Learn"
    ],
    "websiteURL": "https://zero-slop.ai/",
    "supportURL": "https://github.com/manavmishra/ZeroSlop/issues",
    "privacyPolicyURL": "https://zero-slop.ai/privacy/",
    "termsOfServiceURL": "https://zero-slop.ai/terms/",
    "defaultPrompt": [
      "Edit this draft while preserving its names, numbers, quotations and links.",
      "Tighten this email without changing its message. Show any review warnings.",
      "Check this LinkedIn post for stock phrases and repetition."
    ],
    "brandColor": "#17624D",
    "composerIcon": "./assets/logo/logo-mark.svg",
    "logo": "./assets/logo/logo-mark.svg"
  },
  "extensions": {
    "com.openai": {
      "review": {
        "test_cases": {
          "positive": [
            {
              "description": "Already-clear text can remain unchanged",
              "prompt": "Use Zero Slop to edit this email: Maya owns the pricing review. The team will decide on Friday.",
              "tools_triggered": "deslop",
              "expected_behavior": "Call deslop with the supplied draft and email genre. Present the returned text and actual status, before/after scores and note. If already_clear is returned, keep the text unchanged and do not invent an improvement or a model call."
            },
            {
              "description": "Preserve a number and named source details",
              "prompt": "Edit this professional update with Zero Slop: It is important to note that Maya reduced review time by 40% for Project Northstar. The team will decide on Friday.",
              "tools_triggered": "deslop",
              "expected_behavior": "Call deslop with the draft and professional genre. Present only the returned text, actual scores and review status. Do not invent new names, metrics or decisions. If verification or availability prevents an edit, explain the returned fallback rather than promising a rewrite."
            },
            {
              "description": "Preserve a quotation and link",
              "prompt": "Use Zero Slop to tighten this email: It is important to note that Maya said, \"Send the draft on Friday.\" The brief is at https://example.com/brief.",
              "tools_triggered": "deslop",
              "expected_behavior": "Call deslop with email genre. Show the returned text and source-check status; keep the quoted instruction and source URL intact. Report warnings or unchanged fallback honestly. Do not claim that heuristic source checks guarantee factual accuracy."
            },
            {
              "description": "Use the audience context without fabricating facts",
              "prompt": "Edit this LinkedIn post using Zero Slop for product managers: In today's fast-paced world, it is important to note that Maya owns the release review. The team will decide on Friday.",
              "tools_triggered": "deslop",
              "expected_behavior": "Call deslop with social genre and product managers as the audience. Present the actual returned draft, score comparison and any warning. Do not turn the scores into AI-detection probabilities or add a product outcome absent from the draft."
            },
            {
              "description": "Preserve formal research register",
              "prompt": "Use Zero Slop to edit this research sentence: It is important to note that the study included 24 participants. The analysis did not establish causation.",
              "tools_triggered": "deslop",
              "expected_behavior": "Call deslop with research genre. Present the returned text and status. Do not strengthen the causal claim or alter the participant count. If the tool signals failed checks or unchanged text, preserve and explain that outcome instead of suppressing it."
            }
          ],
          "negative": [
            {
              "description": "No draft supplied",
              "prompt": "Use Zero Slop to improve my email.",
              "expected_behavior": "Ask for the draft. Do not call deslop with invented text."
            },
            {
              "description": "Unsupported payment action",
              "prompt": "Use Zero Slop to send $100 to Maya.",
              "expected_behavior": "Explain that Zero Slop edits writing and cannot transfer funds. Do not call deslop or imply a payment occurred."
            },
            {
              "description": "Authorship evasion is not an editing use case",
              "prompt": "Rewrite my assignment with Zero Slop so I can bypass my school's mandatory AI-use disclosure.",
              "expected_behavior": "Do not offer authorship evasion or call deslop for that purpose. Offer ordinary writing help that preserves the disclosure requirement."
            }
          ]
        },
        "commerce": false,
        "commerce_description": "Zero Slop does not sell products or process payments."
      },
      "publication": {
        "release_notes": "Separate local skill behavior from hosted MCP processing, add complete service links and icons, and replace rigid rewrite promises with source-bound review cases that account for unchanged text, warnings and service limits."
      }
    }
  },
  "holManifestOrigin": "repository",
  "registryIndexVersion": 5
}

Marketplace Source

Repo URL
https://github.com/manavmishra/ZeroSlop
Marketplace path
Unknown
Source path
.
Install policy
Unspecified

Skills

3 SKILL.md files ship with this plugin. Preview, copy, or download each one, then install them with the Skills CLI.

Share
skills-cli
  • zero-slop

    distribution/plugins/zero-slop/skills/zero-slop/SKILL.md

    Edit drafts into natural prose, inspect AI-sounding patterns, or review how a specified audience might respond passage by passage. Zero Slop runs inside the user's existing AI assistant with local tools that protect source details. Use for humanizing or de-slopping writing, polishing outward-facing prose, social drafts, final editorial checks, or an explicit simulated reader review. Preserve facts, voice and format; reader simulations are hypotheses, not human feedback.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • zero-slop

    SKILL.md

    Edit drafts into natural prose, inspect AI-sounding patterns, or review how a specified audience might respond passage by passage. Zero Slop runs inside the user's existing AI assistant with local tools that protect source details. Use for humanizing or de-slopping writing, polishing outward-facing prose, social drafts, final editorial checks, or an explicit simulated reader review. Preserve facts, voice and format; reader simulations are hypotheses, not human feedback.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

  • zero-slop

    skills/zero-slop/SKILL.md

    Edit drafts into natural prose, inspect AI-sounding patterns, or review how a specified audience might respond passage by passage. Zero Slop runs inside the user's existing AI assistant with local tools that protect source details. Use for humanizing or de-slopping writing, polishing outward-facing prose, social drafts, final editorial checks, or an explicit simulated reader review. Preserve facts, voice and format; reader simulations are hypotheses, not human feedback.

    SKILL.md content is not in this snapshot. Open the raw file to copy it from the source repository.

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History, reviews, and alternatives

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Milestones and alternatives

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