wrangl

Turn any REST API into an agent-ready MCP server in one command

A new way for AI to search for data
View on GitHub
4GitHub stars
119commits on master
0forks
v0.4.0latest release, 2026-08-04

TypeScript 89.2%, HTML 9.9%, JavaScript 0.6%, Dockerfile 0.3% · created 2026-06-23 · last push 2026-10-28

What XERJ indexed

Snapshot

90 files · 1.1 MB

The whole repository at commit df9a8bcee5 (2026-10-28). master is 7 commits ahead.

Selected work

Amir
@asgerami

“replicas stay consistent; filters persist; Host check”. 13 files, 702 lines in src/controlplane, test, src.

Licence

The repository

MIT

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

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-31. 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-agentsclidockerfastifyllmmcpmodel-context-protocolnodejs

Example questions

Inside the indexed corpus

Licence on GitHub and in the corpus

GitHub reported MIT for asgerami/wrangl on 2026-10-31, and the LICENSE file at commit df9a8bcee5 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.

Contributors

Amir (@asgerami) has 1 selected repository on the hub.

Using XERJ with wrangl

The prompt

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

Search the GitHub repository asgerami/wrangl with XERJ (https://hub.xerj.org/corpus/asgerami--wrangl).
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/asgerami/wrangl wrangl && git -C wrangl checkout df9a8bcee5ef4b77e9c57638cec4f3914364f918
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./wrangl --url http://127.0.0.1:9200 --prefix wrangl --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 2026-10-31. Snapshot: the git tree at the pinned commit. Selected work and consent: the XERJ registry.