seraph

Seraph - a query-adaptive code intelligence engine that combines semantic, lexical, structural, dependency, and Git-aware retrieval to help

A new way for AI to search for data

View on GitHub

4GitHub stars

Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit b79e8f39ef (2026-10-23).

Selected work

Akshith Rajesh
@projectakshith

“package Seraph MCP tiers and setup”. 13 files, 805 lines in src/seraph, tests, the project root.

Licence

The repository

MIT

Checked by a person at the pinned commit.

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-24. Same terms as the repository. Answers name the repo, the commit and the file:line.

in licence reviewnot in the hub yetsuggested use: adapt with attribution

Example questions

Where does seraph handle “package Seraph MCP tiers and setup”?
What does src/seraph do in seraph?

The prompt

Paste it into your AI agent. It clones wtfPrethiv/seraph at the pinned commit and indexes it on your machine.

Search the GitHub repository wtfPrethiv/seraph with XERJ (https://hub.xerj.org/corpus/wtfprethiv--seraph).
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/wtfPrethiv/seraph seraph && git -C seraph checkout b79e8f39ef97914685fdf51169a971a33633a489
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./seraph --url http://127.0.0.1:9200 --prefix seraph --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.

Akshith Rajesh AI, prompts and agents corpora

Selected work and consent: the XERJ registry.