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clawplays/ospec
默认分支 main · commit cc7ef664 · 扫描时间 2026/6/8 10:36:56
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 clawplays/ospec 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition and strengthen the opening paragraph to clarify OSpec's purpose for AI development
原因:
当前The current first descriptive sentence is "The official OSpec CLI package is `@clawplays/ospec-cli`, and the official command is `ospec`. OSpec supports spec-driven development (SDD) and document-driven development for AI coding agents and CLI workflows." (This sentence appears after badges and language links).
复制粘贴的修复OSpec is a document-driven development framework for AI coding assistants and agents. It enables spec-driven development (SDD) to define, test, and manage AI agent workflows, ensuring clear requirements and verifiable outcomes. The official OSpec CLI package is `@clawplays/ospec-cli`, and the official command is `ospec`.
- mediumreadme#2Integrate the core problem statement from 'Why OSpec?' earlier in the README
原因:
复制粘贴的修复AI coding assistants are powerful, but managing requirements that live only in chat history is challenging. OSpec provides a lightweight workflow layer to keep proposal, tasks, and change context directly within your repository, before code is written and after work ships.
- lowtopics#3Expand topics with more specific AI agent and workflow keywords
原因:
当前ai, ai-workflow, document-driven, planning, sdd, spec, spec-driven-development, specification
复制粘贴的修复ai, ai-workflow, document-driven, planning, sdd, spec, spec-driven-development, specification, ai-agents, prompt-engineering, ai-workflow-orchestration, ai-specification
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- pydantic/pydantic · 被推荐 2 次
- OAI/OpenAPI-Specification · 被推荐 1 次
- asyncapi/spec · 被推荐 1 次
- swagger-api/swagger-ui · 被推荐 1 次
- stoplightio/elements · 被推荐 1 次
- 品类问题How can I implement document-driven development for my AI coding assistants?你:未被推荐AI 推荐顺序:
- OpenAPI (OAI/OpenAPI-Specification)
- AsyncAPI (asyncapi/spec)
- Swagger UI (swagger-api/swagger-ui)
- Stoplight Elements (stoplightio/elements)
- JSON Schema (json-schema-org/json-schema-spec)
- Pydantic (pydantic/pydantic)
- MkDocs (mkdocs/mkdocs)
- Sphinx (sphinx-doc/sphinx)
- Stoplight Studio
- Postman
- Jupyter Notebooks (jupyter/notebook)
- Google Colab
AI 推荐了 12 个替代方案,却始终没点名 clawplays/ospec。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools assist with spec-driven development for building reliable AI agents?你:未被推荐AI 推荐顺序:
- Pydantic (pydantic/pydantic)
- OpenAPI
- JSON Schema
- Gherkin
- Cucumber (cucumber/cucumber)
- Behave (behave/behave)
- LangChain (langchain-ai/langchain)
- Zod (colinhacks/zod)
- Protocol Buffers (protocolbuffers/protobuf)
- gRPC (grpc/grpc)
AI 推荐了 10 个替代方案,却始终没点名 clawplays/ospec。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of clawplays/ospec?passAI 明确点名了 clawplays/ospec
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts clawplays/ospec in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 clawplays/ospec
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo clawplays/ospec solve, and who is the primary audience?passAI 明确点名了 clawplays/ospec
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 clawplays/ospec 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/clawplays/ospec)<a href="https://repogeo.com/zh/r/clawplays/ospec"><img src="https://repogeo.com/badge/clawplays/ospec.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
clawplays/ospec — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3