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Coherence Engine

Checked
simhacker·vlatest·other·MIT

The Coherence Engine ensures responses maintain logical flow & consistent context across conversations, improving clarity and user experience.

Repository

Install on your platform

Showing Claude Code. One command installs this skill into any of the agents below.

  1. 1

    Run this in your project

    terminal
    $ npx skills add simhacker/moollm --skill coherence-engine -a claude-code

  2. Uses the open-source skills CLI and needs Node.js. Add -g to install it for your user instead of this project.

What we know about this skill

Publisher

simhacker

Taken from the source listing. We haven't verified who controls this account.

Install target

Live repository

Not pinned. Installing fetches whatever the repository holds at the time you run the command.

No human has reviewed this code. The checks below are a static scan of the files at one commit — nobody has run this skill or judged whether it works. A skill runs with whatever access you give your agent, so read the source before you install it.

Automated safety checks

scanned

This skill passed all 6 checks. We read its files at one commit and looked for the things that make a skill dangerous to run — not for whether it works.

  • Declares what it does: passed

    SKILL.md parses and declares a name and a description.

    SKILL.md exists, its frontmatter parses, and it declares a name and a description.

  • No undeclared network calls: passed

    Makes no network calls.

    Every host the skill dials — from its scripts, its config endpoints or the commands it tells the agent to run — is either well-known package and API infrastructure or declared in its own frontmatter. Links in documentation are not counted.

  • No obfuscated payloads: passed

    No encoded or obfuscated payloads.

    No base64, hex or compressed blob is decoded and then executed, and no encoded shell commands.

  • No credential access: passed

    Reads no keys, tokens, keychains or credential files.

    Neither the code nor the SKILL.md instructions read SSH keys, cloud credentials, keychains, token stores, browser cookie databases or dotfiles that hold secrets.

  • No pipe-to-shell installers: passed

    No pipe-to-shell or download-and-run installers.

    No `curl … | sh` pattern, in the code or in the instructions, that runs code fetched at run time.

  • Pinned to a commit: passed

    Scanned simhacker/moollm at 8f6d840b2f.

    The exact upstream commit SHA that was scanned is recorded, so the result refers to specific bytes.

Commit
8f6d840b2f
Manifest
skills/coherence-engine/SKILL.md
Scanned
1 file, 161 lines
This is a static scan, not a review. It reads the skill's files; it does not run them, and it cannot tell you whether the skill is any good or whether the code does what its description says. A skill runs with whatever access you give your agent.
What each check looks for →

About this skill

What it does

The coherence-engine skill improves the logical flow and consistency of generated text. It refines outputs to ensure they are more understandable, avoid contradictions, and maintain a clear narrative thread. This results in more professional and reliable responses from AI agents.

When to use it

  • Long-form content generation: When creating articles, stories, or reports where maintaining consistent logic is crucial.
  • Complex explanations: To ensure that intricate concepts are presented clearly and without confusing contradictions.
  • Dialogue systems: For chatbots or virtual assistants needing to maintain a coherent conversation flow.
  • Summarization tasks: When condensing large amounts of text, ensuring the summary accurately reflects the original content's logic.

Key capabilities

  • Logical flow refinement
  • Consistency checking
  • Narrative thread maintenance
  • Contradiction avoidance

Example prompts

  • "Rewrite this paragraph to improve its coherence: [paragraph]"
  • "Ensure this story maintains a consistent timeline and avoids logical inconsistencies."
  • "Summarize these meeting notes, ensuring the summary accurately reflects the decisions made in order."

Tips & gotchas

The skill works best with text that already has some structure. It's less effective on completely random or disjointed input.