vyn-nam-tran
vyn-nam-tran's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.
Totals across every corpus @vyn-nam-tran appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.
What an agent can do with the AIShortcuts corpus
gemkids275/AIShortcuts: System-wide AI writing assistant: select text, press a hotkey, proofread, rewrite or summarize in place. Windows, macOS, Linux
- Look up how AIShortcuts implements ai, claude, gemini, with answers cited to file and line.
- Reuse a worked example: the commit “import every command in a file, confirm before a full re…” (6 files · Swift).
- Answer from AIShortcuts's real Swift source instead of memory (AI, prompts and agents).
- How does AIShortcuts implement ai?
- What does macOS do in AIShortcuts?
Search the GitHub repository gemkids275/AIShortcuts with XERJ (https://hub.xerj.org/corpus/gemkids275--aishortcuts). Run these in a shell, in order, and check each result before the next: 1. xerj --help (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh 2. git clone https://github.com/gemkids275/AIShortcuts AIShortcuts && git -C AIShortcuts checkout 11958c7e21e666d3c163c9ac37a5d78fc76d42a8 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./AIShortcuts --url http://127.0.0.1:9200 --prefix aishortcuts --progress plain 5. xerj autoindex map --url http://127.0.0.1:9200 Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt Licence: GPL-3.0. Read it for the approach only, do not copy code.
corpus gemkids275--aishortcuts · AI, prompts and agents
Related corpora: griptape, simonw-llm, geminik23/ai-agents, woojubb/robota
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
gemkids275/AIShortcuts
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.
Sign in with GitHub or Hugging Face to see more: every selected commit in full (commit date, every folder, licence review state, pin) and the pack builds of each corpus.
[](https://hub.xerj.org/contributors/vyn-nam-tran)
Included with the author's permission (email, 2026-10-14), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.