构建生产级AI应用的12条指南包括：将自然语言指令转换为工具调用、优化提示词、有效管理上下文窗口、将工具视为结构化输出、统一执行状态与业务状态、提供简单API控制执行流程、通过工具调用与人类交互、设计控制流程、压缩错误信息、构建小而专注的智能体、满足用户需求的触发方式，以及设计无状态的代理以简化状态管理。What are the principles we can use to build LLM-powered
TypeScript · active 2025-04-04 → 2026-08-07 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 491 days from 2025-04-04 to 2026-08-07. Pushes: 69 total, peak 10 in a day. Pull requests: 53 total, peak 8 in a day. Issues: 14 total, peak 3 in a day. Comments: 47 total, peak 8 in a day. Stars: 9,677 total, peak 392 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 |
|---|---|---|---|---|
| dexhorthy | 131 | 69 | 34 | 20 |
| CLAassistant | 15 | 0 | 0 | 15 |
| Elijas | 7 | 0 | 0 | 4 |
| starkshade | 6 | 0 | 0 | 2 |
| tofaramususa | 5 | 0 | 2 | 2 |
| Goldrushuk | 3 | 0 | 0 | 0 |
| clarencechien | 2 | 0 | 2 | 0 |
| szepeviktor | 2 | 0 | 1 | 1 |
| Kunal-code-max | 2 | 0 | 2 | 0 |
| sahanatvessel | 1 | 0 | 1 | 0 |
| NeeradNandan | 1 | 0 | 1 | 0 |
| Sypherd | 1 | 0 | 1 | 0 |
| Senpai-Sama7 | 1 | 0 | 0 | 0 |
| dschinkel | 1 | 0 | 0 | 0 |
| domesticmouse | 1 | 0 | 0 | 1 |
| smyle4mefish | 1 | 0 | 0 | 0 |
| alexpareto | 1 | 0 | 0 | 0 |
| a-churchill | 1 | 0 | 1 | 0 |
| CrazyDubya | 1 | 0 | 1 | 0 |
| wd021 | 1 | 0 | 1 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#90dexhorthy2026-04-25 20:19GNAP: git-native coordination as a concrete example of Factor 9 (pause and wait) and durable state
- Issue#93dexhorthy2026-04-25 20:19anybrowse: MCP web scraper for AI agents (Cloudflare bypass, x402 payments)
- Issue comment#91CLAassistant2026-03-17 04:49feat: add MiniMax as LLM provider in BAML client configuration
- Pull request#91octo-patch2026-03-17 04:49
- Issue comment#87CLAassistant2026-02-03 17:13Add AgentMarket - B2A Marketplace
- Pull request#84NeeradNandan2025-12-11 16:01
- Issue#83dschinkel2025-12-04 23:27Where's the TDD?
- Issue comment#82CLAassistant2025-11-23 03:15Claude/build exploration gui 017v xiq au4mo ku px t api6 sm4
- Pull request#82CrazyDubya2025-11-23 03:15
- Issue comment#81CLAassistant2025-11-21 02:32跟随源仓库更新中文版本
- Pull request#81qqxx66612025-11-21 02:32
- Pull request#77HarinderG2025-10-06 21:16
- Issue comment#64Shreyas-Walde2025-10-01 11:24Could you provide some examples of Agent applications built based on these 12 factors?
- Pull request#75clarencechien2025-09-24 08:04
- Issue comment#75CLAassistant2025-09-24 08:02feat: 新增完整正體中文版 12-Factor Agent 指南
- Pull request#75clarencechien2025-09-24 08:01
- Pull request#70dexhorthy2025-09-21 14:38
- Pull request#73dexhorthy2025-09-21 14:37
- Pull request#74dexhorthy2025-09-21 14:36
- Pull request#73kyu082025-09-19 11:09
- Issue comment#70CLAassistant2025-08-16 12:02Update own-your-prompt section
- Pull request#70wd0212025-08-16 12:02
- Issue comment#64rushant0012025-08-14 02:12Could you provide some examples of Agent applications built based on these 12 factors?
- Issue#67tofaramususa2025-07-29 19:33[Proposal] 12 factor agent template/boilerplate example
- Issue#64flyflypeng2025-07-25 02:33Could you provide some examples of Agent applications built based on these 12 factors?
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 9,677 stars here means stars gained during the window, not the repo's star count.