finny tech
finny tech'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 @finnytech 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 omniscope-web corpus
finnytech/omniscope-web: OmniScope Web - 100% Serverless Static Geospatial Intelligence & Doppler Weather Radar Dashboard for Cloudflare Pages. Zero cloud database…
- Look up how omniscope-web implements cloudflare-pages, earthquake, geospatial, with answers cited to file and line.
- Reuse a worked example: the commit “purge fake municipal stock cams, sync…” (5 files · JavaScript).
- Answer from omniscope-web's real JavaScript source instead of memory (Web and frontend platform).
- How does omniscope-web implement cloudflare-pages?
- What does js do in omniscope-web?
Search the GitHub repository finnytech/omniscope-web with XERJ (https://hub.xerj.org/corpus/finnytech--omniscope-web). 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/finnytech/omniscope-web omniscope-web && git -C omniscope-web checkout ba344fbde57442b209f5d8f7b82f8e2be50ed1ab 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./omniscope-web --url http://127.0.0.1:9200 --prefix omniscope-web --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: MIT. Keep the copyright notice and credit the authors.
corpus finnytech--omniscope-web · Web and frontend platform
Related corpora: fastmcp, r2r-mcp, Octen-Team/octen-mcp, VolksRat71/after-effects-mcp-vision
Case study: reference coding for agents
Selected work
finnytech/omniscope-web
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/finnytech)
Included with the author's permission (email, 2026-10-23), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.