prompt-lookup

prompt-lookup is a skill for Claude Code from bl1nk-bot/agent-library. It costs 39 tokens per session (481 once invoked), scanned A, a copy of prompt-lookup, CC0-1.0.

A prompt-finding and prompt-improvement helper for prompts.chat, a library of reusable instructions for AI systems.

In plain words
What is it for?
Use it to search for prompts, retrieve a prompt by ID, or improve a prompt for tasks such as coding, writing, or media generation.
Why use it?
It reduces the time spent writing prompts from scratch or searching for a suitable template.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the prompts.chat plugin — 2 skills, 2 commands, 2 agents shipped together

Good fit Use it to search for prompts, retrieve a prompt by ID, or improve a prompt for tasks such as coding, writing, or media generation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/bl1nk-bot/agent-library/prompt-lookup
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add bl1nk-bot/agent-library --skill prompt-lookup
Clone the repo
git clone --depth 1 https://github.com/bl1nk-bot/agent-library

Made for: Claude Code.

Or install prompts.chat, the plugin that ships this one along with the rest of its 2 skills, 2 commands, 2 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for prompt-lookup

README.md
[![agentmods](https://agentmods.dev/badge/skills/bl1nk-bot/agent-library/prompt-lookup/github.svg)](https://agentmods.dev/skills/bl1nk-bot/agent-library/prompt-lookup)
Your own site
<a href="https://agentmods.dev/skills/bl1nk-bot/agent-library/prompt-lookup"><img src="https://agentmods.dev/badge/skills/bl1nk-bot/agent-library/prompt-lookup/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for prompt-lookup

Your own site · 80×15
<a href="https://agentmods.dev/skills/bl1nk-bot/agent-library/prompt-lookup"><img src="https://agentmods.dev/badge/skills/bl1nk-bot/agent-library/prompt-lookup.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 481 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.00481
Opus 5.5 $0.00016 $0.00192
Sonnet 5.5 $0.00008 $0.00096
Haiku 4.5 $0.00004 $0.00048

Measured 1mo ago against content hash 9211d8a08d18, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prompt-lookup scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to prompt-lookup — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/claude/prompts.chat/skills/prompt-lookup/SKILL.md · 71 lines

What it actually says

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 keyword
  • get_prompt - Get a specific prompt by ID
  • improve_prompt - Enhance a prompt using AI

How to Search for Prompts

Call search_prompts with:

  • query: The search keywords from the user's request
  • limit: Number of results (default 10, max 50)
  • type: Filter by TEXT, STRUCTURED, IMAGE, VIDEO, or AUDIO
  • category: 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 improve
  • outputType: text, image, video, or sound
  • outputFormat: 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
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 71 lines · 39 tokens per session scan A 9211d8a08d18

Subscribe to this mod's changes

prompt-lookup is a skill published in the GitHub repository bl1nk-bot/agent-library (2 stars, last pushed yesterday), licensed CC0-1.0. It adds 39 tokens to every session and 481 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to prompt-lookup, differing in 2 lines, and is treated as a copy.

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