Anima
LLM interpretability probes: valence, arousal, and uncertainty from hidden states of Hugging Face causal LMs, with an abstain guard. 5 models benchmarked
What XERJ indexed
Selected work
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The owner added it on hub.xerj.org after signing in with GitHub, on 2026-10-29. 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
fastapillmpythonpytorchresearchemotion-detectionhuggingfaceinterpretability
Example questions
- How does Anima implement fastapi?
- Show the llm code in Anima.
Inside the indexed corpus
- Languages by size: Python 88.5%, JavaScript 8.4%, PowerShell 1.4%, HTML 0.7%, Dockerfile 0.5%.
- On GitHub since 2026-05-17, last push 2026-10-25, 132 commits on main.
Licence on GitHub and in the corpus
GitHub reported MIT for Siddarthb07/Anima on 2026-10-29, and the LICENSE file at commit 9cface8e1a was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.
Contributors
Siddarth (@Siddarthb07) has 3 selected repositories on the hub.
Their other repository pages: Siddarthb07/bumblebee-cec, Siddarthb07/corvex.
Using XERJ with Anima
- RAG without a vector database: one hybrid index The hub files it under AI, prompts and agents.
- Ask questions about a GitHub repo without cloning it
- Index a reference library for a coding agent
- ripgrep vs a code index for coding agents: 30 tasks
The prompt
Paste it into your AI agent. It clones Siddarthb07/Anima at the pinned commit and indexes it on your machine.
Search the GitHub repository Siddarthb07/Anima with XERJ (https://hub.xerj.org/corpus/siddarthb07--anima). 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/Siddarthb07/Anima Anima && git -C Anima checkout 9cface8e1a495af278cda5573ff7b9ea0d915823 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./Anima --url http://127.0.0.1:9200 --prefix anima --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
SiddarthAI, prompts and agents corporagriptapedistilabelflexragtejas-parjane/business-intelligent-rag-agentshuljyli/MXReadyRed-Eyed/stackformers
Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.