enhance-prompt SKILL.md skillA
enhance-prompt from legalquants/lq-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add legalquants/lq-ai/enhance-prompt@git:20260508.eadedbbPins git:20260508.eadedbb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- legalquants/lq-ai
- Path
skills/enhance-prompt/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260508.eadedbb, committed May 8, 2026
- First version recorded
- May 8, 2026
- Size
- 13,250 bytes
- Repository stars
- 152
- License
- Apache-2.0
Use when the user has typed a short or vague prompt and the system is configured to expand prompts before submission, or when the user explicitly invokes "Enhance Prompt" or asks the system to "improve this prompt before sending." Rewrites the user's input into a structured legal prompt with role, jurisdiction, task, constraints, and output format made explicit, and returns the expansion alongside a brief reasoning section so the user can review, edit, or skip before the expanded prompt is…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Enhance Prompt Rewrite the user's prompt into a more effective version before it is submitted to the model. Show the user what changed and why. Make the expansion *visible and editable*, never silent. The point of this skill is not to make every prompt longer. It is to surface the implicit assumptions in a short prompt and turn them into explicit instructions, so the model produces what the user actually wanted on the first try rather than after several rounds of clarification. ## When this skill applies Apply when: 1. The user has invoked Enhance Prompt explicitly (button click, skill attachment, or trigger phrase). 2. The application has Enhance Prompt's auto-expand toggle enabled and the user has just submitted a prompt. In auto-expand mode, also apply the skip conditions in the next section before producing an expansion. Auto-expand should not be aggressive — many prompts do not need expansion, and producing an expansion when one is not needed is friction rather than value. ## When NOT to apply (skip conditions) Skip the expansion and let the original prompt through unchanged when: …
Read the whole file at its exact version.
How to install
mdr add legalquants/lq-ai/enhance-prompt@sha256:e35f77e9ac90eeb3The line at the top of this page pins the label git:20260508.eadedbb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_usv2emvfreoueejj)
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Versions
The registry has recorded 2 versions of this file, all committed on May 8, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260508.eadedbb latest | 2026-05-08 | eadedbb | 13,250 B | A | view · diff |
| git:20260508.91990ac | 2026-05-08 | 91990ac | 13,252 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13250 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
legalquants/lq-ai · 152 stars · license Apache-2.0 · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_usv2emvfreoueejj GET https://markdownregistry.com/api/v1/resolve?ref=legalquants/lq-ai/enhance-prompt GET https://markdownregistry.com/api/v1/blob/e35f77e9ac90eeb3c5639ade915a9beaf2843a6248884d6a5eab91b18e3c14c1
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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