REPOGEO REPORT · LITE
anthropics/launch-your-agent
Default branch main · commit 05e9627d · scanned 6/28/2026, 12:12:42 AM
GitHub: 534 stars · 108 forks
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 anthropics/launch-your-agent, 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.
- hightopics#1Add specific topics to improve categorization
Why:
COPY-PASTE FIXclaude-code, claude-managed-agents, ai-agent-deployment, founder-tools, workflow-automation, anthropic
- highreadme#2Clarify README's opening to prevent miscategorization
Why:
CURRENT# launch-your-agent A Claude Code skill that helps a technical founder build whatever they want on **Claude Managed Agents (CMA)** — an internal worker, a piece of their product, a customer-facing agent. It interviews you about what you want to build, scopes a v0, launches it in your own account, grades it against your own definition of done, iterates, and (if it should run on a clock) puts it on a scheduled deployment — with everything bigger laid out as an explicit v1/v2 plan. > Reference implementation. Not maintained and not accepting contributions. Licensed under [Apache 2.0](./LICENSE).
COPY-PASTE FIX# launch-your-agent: A Guided Workflow for Claude Managed Agents This repository provides a **Claude Code skill** designed specifically for technical founders to rapidly build, launch, and iterate on **Claude Managed Agents (CMA)**. Unlike general-purpose LLM frameworks, `launch-your-agent` offers a structured, interactive workflow to take your idea from concept to a live, graded, and optionally scheduled agent within your own Anthropic account. It's a reference implementation to demonstrate best practices for CMA development, not a general-purpose agent framework. (Note: This project is not actively maintained and does not accept contributions.)
- mediumhomepage#3Add a homepage URL to the repository
Why:
COPY-PASTE FIXhttps://www.anthropic.com/claude-code
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.
- LangChain · recommended 2×
- LlamaIndex · recommended 2×
- Microsoft Semantic Kernel · recommended 2×
- AutoGPT · recommended 2×
- Haystack · recommended 1×
- CATEGORY QUERYHow to build and deploy an AI agent from scratch with structured guidance?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- Haystack
- OpenAI Assistants API
- Microsoft Semantic Kernel
- AutoGPT
- BabyAGI
- Hugging Face Transformers Agents
AI recommended 8 alternatives but never named anthropics/launch-your-agent. This is the gap to close.
Show full AI answer
- CATEGORY QUERYTool to help technical founders design, launch, and iterate on autonomous AI workers?you: not recommendedAI recommended (in order):
- LangChain
- AutoGPT
- LlamaIndex
- OpenAI API
- Hugging Face Transformers & Agents
- CrewAI
- Microsoft Semantic Kernel
AI recommended 7 alternatives but never named anthropics/launch-your-agent. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- 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 anthropics/launch-your-agent?passAI did not name anthropics/launch-your-agent — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts anthropics/launch-your-agent in production, what risks or prerequisites should they evaluate first?passAI named anthropics/launch-your-agent 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 anthropics/launch-your-agent solve, and who is the primary audience?passAI did not name anthropics/launch-your-agent — likely talking about a different project
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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anthropics/launch-your-agent — 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