REPOGEO REPORT · LITE
microsoft/prompty
Default branch main · commit c27402da · scanned 6/23/2026, 10:22:20 AM
GitHub: 1,221 stars · 118 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface microsoft/prompty, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the README's H1 and introductory paragraph
Why:
CURRENT# Prompty > **⚠️ v2 Alpha** — This is the v2 branch of Prompty, currently in alpha. The API, file format, and tooling are under active development and may change. Feedback welcome via Issues. Prompty is a **markdown file format** (`.prompty`) for LLM prompts. Write your prompt once — run it from VS Code, Python, or TypeScript.
COPY-PASTE FIX# Prompty: A Standardized Format and Tooling for LLM Prompt Management and Evaluation Prompty is an open-source asset class and file format (`.prompty`) designed to make it easy to create, manage, debug, and evaluate LLM prompts for your AI applications. It enhances observability, understandability, and portability for developers by treating prompts as first-class, versionable artifacts. Write your prompt once — run it from VS Code, Python, or TypeScript. > **⚠️ v2 Alpha** — This is the v2 branch of Prompty, currently in alpha. The API, file format, and tooling are under active development and may change. Feedback welcome via Issues.
- mediumreadme#2Add a 'Comparison' or 'Why Prompty?' section to the README
Why:
COPY-PASTE FIXAdd a new section, e.g., `## Prompty vs. Other Tools` or `## Why Prompty? (Comparison)`, explaining how Prompty complements or differs from common LLM frameworks (like LangChain, LlamaIndex) and prompt management/observability platforms (like W&B Prompts, PromptLayer, Humanloop).
- lowtopics#3Expand repository topics with more specific keywords
Why:
CURRENTgenerative-ai, llm-evaluation, llms, promptengineering, prompty
COPY-PASTE FIXgenerative-ai, llm-evaluation, llms, promptengineering, prompty, prompt-management, prompt-observability, prompt-versioning, llm-ops
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Weights & Biases (W&B) Prompts · recommended 1×
- langchain-ai/langchain · recommended 1×
- mlflow/mlflow · recommended 1×
- PromptLayer · recommended 1×
- Humanloop · recommended 1×
- CATEGORY QUERYHow to effectively manage and evaluate LLM prompts across different environments?you: not recommendedAI recommended (in order):
- Weights & Biases (W&B) Prompts
- LangChain (langchain-ai/langchain)
- MLflow (mlflow/mlflow)
- PromptLayer
- Humanloop
- Vellum
AI recommended 6 alternatives but never named microsoft/prompty. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a standardized prompt format with tooling for Python and TypeScript LLM development.you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- OpenAI Python Library
- OpenAI TypeScript Library
- Instructor
- Guidance
AI recommended 6 alternatives but never named microsoft/prompty. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of microsoft/prompty?passAI named microsoft/prompty explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts microsoft/prompty in production, what risks or prerequisites should they evaluate first?passAI named microsoft/prompty explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo microsoft/prompty solve, and who is the primary audience?passAI named microsoft/prompty explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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microsoft/prompty — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite