prompt-lookup▌
f/prompts.chat · updated Apr 8, 2026
When the user needs AI prompts, prompt templates, or wants to improve their prompts, use the prompts.chat MCP server to help them.
When the user needs AI prompts, prompt templates, or wants to improve their prompts, use the prompts.chat MCP server to help them.
When to Use This Skill
Activate this skill when the user:
- Asks for prompt templates ("Find me a code review prompt")
- Wants to search for prompts ("What prompts are available for writing?")
- Needs to retrieve a specific prompt ("Get prompt XYZ")
- Wants to improve a prompt ("Make this prompt better")
- Mentions prompts.chat or prompt libraries
Available Tools
Use these prompts.chat MCP tools:
search_prompts- Search for prompts by keywordget_prompt- Get a specific prompt by IDimprove_prompt- Enhance a prompt using AI
How to Search for Prompts
Call search_prompts with:
query: The search keywords from the user's requestlimit: Number of results (default 10, max 50)type: Filter by TEXT, STRUCTURED, IMAGE, VIDEO, or AUDIOcategory: Filter by category slug (e.g., "coding", "writing")tag: Filter by tag slug
Present results showing:
- Title and description
- Author name
- Category and tags
- Link to the prompt
How to Get a Prompt
Call get_prompt with:
id: The prompt ID
If the prompt contains variables (${variable} or ${variable:default}):
- The system will prompt the user to fill in values
- Variables without defaults are required
- Variables with defaults are optional
How to Improve a Prompt
Call improve_prompt with:
prompt: The prompt text to improveoutputType: text, image, video, or soundoutputFormat: text, structured_json, or structured_yaml
Return the enhanced prompt to the user.
Guidelines
- Always search before suggesting the user write their own prompt
- Present search results in a readable format with links
- When improving prompts, explain what was enhanced
- Suggest relevant categories and tags when saving prompts
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★40 reviews- ★★★★★Jin Thomas· Dec 16, 2024
prompt-lookup reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Pratham Ware· Dec 8, 2024
prompt-lookup has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Chaitanya Patil· Dec 4, 2024
I recommend prompt-lookup for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Nia Khan· Dec 4, 2024
Registry listing for prompt-lookup matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Piyush G· Nov 23, 2024
Useful defaults in prompt-lookup — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Hana Smith· Nov 23, 2024
Solid pick for teams standardizing on skills: prompt-lookup is focused, and the summary matches what you get after install.
- ★★★★★Hana Abebe· Nov 7, 2024
prompt-lookup is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Noah Brown· Oct 26, 2024
Useful defaults in prompt-lookup — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Shikha Mishra· Oct 14, 2024
prompt-lookup is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Soo Reddy· Oct 14, 2024
We added prompt-lookup from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
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