runecho

Stops your AI coding agent from writing calls to functions that don't exist, before the edit lands. Deterministic, no LLM, no API keys

A new way for AI to search for data
View on GitHub
2GitHub stars
588commits on master
0forks
v0.87.0latest release, 2026-10-28

Go 97%, Python 1.8%, Shell 0.9%, JavaScript 0.2% · created 2026-02-07 · last push 2026-10-29

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit d4385682e0. It is the newest commit on master.

Selected work

Eric Minish
@inth3shadows

Licence

The repository

MIT

LICENSE file checked at the pinned commit; the author agreed to inclusion.

The XERJ corpus

MIT, with credit

The owner added it on hub.xerj.org after signing in with GitHub, on 2026-10-28. Same terms as the repository. Answers name the repo, the commit and the file:line.

selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution

ai-toolinggoclaude-codedeveloper-toolshooksllmcodebase-analysisgit-hooks

Example questions

Inside the indexed corpus

Licence on GitHub and in the corpus

GitHub reported MIT for inth3shadows/runecho on 2026-10-29, and the LICENSE file at commit d4385682e0 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.

Contributors

Eric Minish (@inth3shadows) has 3 selected repositories on the hub.

Their other repository pages: inth3shadows/terse, inth3shadows/codeshot.

Using XERJ with runecho

The prompt

Paste it into your AI agent. It clones inth3shadows/runecho at the pinned commit and indexes it on your machine.

Search the GitHub repository inth3shadows/runecho with XERJ (https://hub.xerj.org/corpus/inth3shadows--runecho).
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/inth3shadows/runecho runecho && git -C runecho checkout d4385682e0fd820acba8aa00cce2e9ffdcdc4e7a
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./runecho --url http://127.0.0.1:9200 --prefix runecho --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.

Related

Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.