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d-krupke/cpsat-primer
默认分支 main · commit 11bf47a9 · 扫描时间 2026/6/2 03:17:28
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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 d-krupke/cpsat-primer 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 README opening to emphasize 'primer' nature
原因:
当前*A book-style version of this primer is available at https://d-krupke.github.io/cpsat-primer/.* # The CP-SAT Primer: Using and Understanding Google OR-Tools' CP-SAT Solver _By Dominik Krupke, TU Braunschweig, with contributions from Leon Lan, Michael Perk, and others._ Many combinatorially difficult optimization problems can, despite their proven theoretical hardness, be solved reasonably well in practice.
复制粘贴的修复*A book-style version of this primer is available at https://d-krupke.github.io/cpsat-primer/.* # The CP-SAT Primer: Using and Understanding Google OR-Tools' CP-SAT Solver This repository provides a comprehensive, book-style primer and practical guide for learning and mastering Google OR-Tools' CP-SAT solver, designed for students, researchers, and developers. _By Dominik Krupke, TU Braunschweig, with contributions from Leon Lan, Michael Perk, and others._ Many combinatorially difficult optimization problems can, despite their proven theoretical hardness, be solved reasonably well in practice.
- mediumtopics#2Add topics that clarify the resource type
原因:
当前combinatorial-optimization, cp-sat, operations-research, optimization, ortools
复制粘贴的修复combinatorial-optimization, cp-sat, operations-research, optimization, ortools, tutorial, guide, learning, education, primer
- lowabout#3Refine the 'About' description to highlight 'educational primer'
原因:
当前The CP-SAT Primer: Using and Understanding Google OR-Tools' CP-SAT Solver
复制粘贴的修复A comprehensive educational primer and practical guide for using and understanding Google OR-Tools' CP-SAT Solver.
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。
- google/or-tools · 被推荐 5 次
- Gurobi Optimizer · 被推荐 1 次
- CPLEX Optimizer · 被推荐 1 次
- scipopt/scip · 被推荐 1 次
- Pyomo/pyomo · 被推荐 1 次
- 品类问题How to solve combinatorial optimization problems with many logical constraints efficiently?你:未被推荐AI 推荐顺序:
- Gurobi Optimizer
- CPLEX Optimizer
- OR-Tools (google/or-tools)
- CP-SAT solver (google/or-tools)
- SCIP (google/or-tools)
- GLOP (google/or-tools)
- SCIP (scipopt/scip)
- Pyomo (Pyomo/pyomo)
- MiniZinc (MiniZinc/minizinc)
- GLPK
AI 推荐了 10 个替代方案,却始终没点名 d-krupke/cpsat-primer。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Seeking an introductory guide for using constraint programming in operations research.你:未被推荐AI 推荐顺序:
- IBM CP Optimizer
- Google OR-Tools (google/or-tools)
- MiniZinc (MiniZinc/libminizinc)
- Gecode (gecode/gecode)
- Choco Solver (chocoteam/choco-solver)
AI 推荐了 5 个替代方案,却始终没点名 d-krupke/cpsat-primer。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 d-krupke/cpsat-primer?passAI 明确点名了 d-krupke/cpsat-primer
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 d-krupke/cpsat-primer in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 d-krupke/cpsat-primer
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 d-krupke/cpsat-primer solve, and who is the primary audience?passAI 明确点名了 d-krupke/cpsat-primer
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 d-krupke/cpsat-primer 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/d-krupke/cpsat-primer)<a href="https://repogeo.com/zh/r/d-krupke/cpsat-primer"><img src="https://repogeo.com/badge/d-krupke/cpsat-primer.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
d-krupke/cpsat-primer — 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