The Builder's Prompt Library
Server Details
Search 3,323 graded AI prompts for software builders; fetch any prompt by slug. No key needed.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- Repository
- ADahling/builders-prompt-library-data
- GitHub Stars
- 0
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 3 tools
Each tool has a clearly distinct role: search_prompts finds prompts, get_prompt retrieves a specific prompt by slug, and list_stages enumerates the six delivery stages. There is no meaningful overlap between discovery, retrieval, and taxonomy browsing.
All tool names follow a consistent snake_case verb_noun pattern: get_prompt, list_stages, search_prompts. The verbs accurately reflect each tool's operation.
Three tools are well-scoped for a read-only prompt library: one for search, one for full retrieval, and one for stage taxonomy. Each earns its place without excess surface area.
The core workflow of discovering, filtering, and retrieving prompts is covered, including stage filtering and full-text access. Minor gaps exist around browsing all prompts or categories without a keyword, but agents can work around this via search.
Available Tools
3 toolsget_promptGet promptARead-onlyIdempotentInspect
Fetch the full text and metadata of a single published prompt by its slug, including where it runs (any chat app, chat app with your code pasted in, a tool with web access, or a coding agent).
Inputs: slug (required).
list_stagesList stagesARead-onlyIdempotentInspect
List the six delivery stages in the Builder's Prompt Library and how many published prompts each contains.
Inputs: no named parameters.
search_promptsSearch promptsARead-onlyIdempotentInspect
Search the Builder's Prompt Library (3,323 rubric-graded prompts for software delivery) by keyword. Optionally filter by delivery stage or prompt-writing grade. Returns ranked matches with slug, title, summary, stage, category, and grade. Grades and quality_score describe prompt writing, not tested model performance.
Inputs: query (required), grade, limit, stage.
Tool Schema Changelog
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