用于构建垂直领域知识库的逻辑推理问答解决方案KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.
active 2024-09-21 → 2026-09-30 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 740 days from 2024-09-21 to 2026-09-30. Pushes: 1,191 total, peak 26 in a day. Pull requests: 450 total, peak 26 in a day. Issues: 620 total, peak 45 in a day. Comments: 974 total, peak 34 in a day. Stars: 7,594 total, peak 584 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| caszkgui | 711 | 164 | 89 | 208 |
| zhuzhongshu123 | 446 | 223 | 176 | 12 |
| royzhao | 442 | 313 | 63 | 15 |
| northmachine | 316 | 234 | 45 | 9 |
| xionghuaidong | 218 | 102 | 30 | 46 |
| andylau-55 | 115 | 27 | 10 | 24 |
| thundax-lyp | 99 | 0 | 5 | 93 |
| wxy20152016 | 56 | 52 | 1 | 0 |
| BQQQQB | 37 | 0 | 0 | 15 |
| jerryHo123 | 35 | 0 | 0 | 18 |
| github-actions[bot] | 30 | 0 | 0 | 0 |
| 5478-lfy | 30 | 0 | 0 | 16 |
| ikkvix | 26 | 26 | 0 | 0 |
| xiaozhou123-oos | 17 | 0 | 0 | 13 |
| fishfish123-win | 17 | 0 | 0 | 13 |
| tpoisonooo | 15 | 0 | 3 | 9 |
| yuuki-nanamin | 14 | 0 | 0 | 6 |
| werruww | 14 | 0 | 0 | 13 |
| thistleknot | 14 | 0 | 0 | 9 |
| Gotodie | 13 | 0 | 0 | 12 |
Recent activity
Latest issues, pull requests and releases
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 7,594 stars here means stars gained during the window, not the repo's star count.