alphaXiv/OpenResearch
What It Calls
Calls external APIs
Partial check
The repository's own service
Without a key: Runs locally (LM Studio): runs locally (LM Studio). Runs locally (Ollama): runs locally (Ollama).
| Feature | Provider | Use | Default | Alternative |
|---|---|---|---|---|
| Text generation | DeepSeek
1 call sites |
Undetermined | api.deepseek.com |
None |
| Text generation · Image generation · Speech-to-text · Text-to-speech · Embeddings | OpenAI
1 call sites |
Undetermined | api.openai.com |
None |
| External API (api.alphaxiv.org) | api.alphaxiv.org The repository's own service
2 call sites |
Undetermined | api.alphaxiv.org |
None |
| External API (api.biorxiv.org) | api.biorxiv.org
1 call sites |
Undetermined | api.biorxiv.org |
None |
| External API (api.openalex.org) | api.openalex.org
2 call sites |
Undetermined | api.openalex.org |
None |
| External API (api.openresearch.sh) | api.openresearch.sh The repository's own service | Undetermined | api.openresearch.sh |
None |
| External API (git.overleaf.com) | git.overleaf.com
1 call sites |
Undetermined | git.overleaf.com |
None |
| External API (tinker.thinkingmachines.dev) | tinker.thinkingmachines.dev
1 call sites |
Undetermined | tinker.thinkingmachines.dev |
None |
Show 3 more rows
| Feature | Provider | Use | Default | Alternative |
|---|---|---|---|---|
| External API (www.alphaxiv.org) | www.alphaxiv.org The repository's own service
2 call sites |
Undetermined | www.alphaxiv.org |
None |
| Runs locally (LM Studio) | Local (LM Studio)
1 call sites |
Local | - | - |
| Runs locally (Ollama) | Local (Ollama)
1 call sites |
Local | - | - |
| API | Credential | Code evidence | Pricing | Pricing page | Checked |
|---|---|---|---|---|---|
| DeepSeek | Your API key | src/local/harness/codex.rs:4290A language without path tracing |
Paid | Pricing | 2026-10-05 |
| OpenAI | Your API key | src/local/harness/codex.rs:754A language without path tracing |
Paid | Pricing | 2026-10-05 |
| api.alphaxiv.orgThe repository's own service | Credential unclear | src/client.rs:1816A language without path tracing |
No pricing info | - | - |
| api.biorxiv.org | Credential unclear | src/config.rs:46A language without path tracing |
No pricing info | - | - |
| api.openalex.org | Credential unclear | src/client.rs:1852A language without path tracing |
No pricing info | - | - |
| api.openresearch.shThe repository's own service | Credential unclear | src/config.rs:20A language without path tracing |
No pricing info | - | - |
| git.overleaf.com | Credential unclear | src/local/overleaf.rs:1263A language without path tracing |
No pricing info | - | - |
| tinker.thinkingmachines.dev | Credential unclear | src/jobs/tinker.rs:38A language without path tracing |
No pricing info | - | - |
Show 1 more
| API | Credential | Code evidence | Pricing | Pricing page | Checked |
|---|---|---|---|---|---|
| www.alphaxiv.orgThe repository's own service | Credential unclear | src/commands/paper.rs:510A language without path tracing |
No pricing info | - | - |
Data sent out: Estimated: embedding input·prompt text · 9 provider(s) unconfirmed
Fetched over the network: Package registries (Package registry) · GitHub
Checked scope: 386/821 files checked · tree not truncated · no submodules · 85 unresolved import path(s)
Next
Badge preview
[](https://whatitcalls.reactiveworks.dev/en/alphaXiv/OpenResearch)
Shows as “external API · used” in a README.
Was this analysis helpful?
Freshness details
- Checked commit
b9ce4f3c0cbd5bf006330fbb7ed1cacfaefb5d21- Committed
- 2026-10-07 08:00 UTC
- Checked
- 2026-10-07 11:45 UTC
- HEAD last seen
- 2026-10-07 11:45 UTC ·
b9ce4f3(same as the checked commit) - Read depth
- Basic (up to 400 files · 8 MB)
- Scanner · rules
scan-5+verdict-4- Pricing catalog
- version 2
- Correction revision
- 0
- Summary
- Model ollama-cloud/gemma4:31b-cloud · some rule sentences
What is sent out
- Estimated Text for embeddings may be sent to DeepSeek.
src/local/harness/codex.rs:4666 - Estimated Prompt text may be sent to DeepSeek.
src/local/harness/codex.rs:5191 - Unconfirmed Providers whose payload was not found in the code: DeepSeek, api.alphaxiv.org, api.biorxiv.org, api.openalex.org, api.openresearch.sh, git.overleaf.com, tinker.thinkingmachines.dev, www.alphaxiv.org, OpenAI
README claims ↔ code1
local
연구 에이전트를 위한 로컬 중심 하네스 및 워크스페이스.README.ko.md:5
orx up 은 http://127.0.0.1:4791 에서 로컬 대시보드를 엽니다.README.ko.md:56
The README states it runs locally, but the code indicates some processes do not proceed without external calls.
Code quotes
Source files are not stored. Code is linked at the checked commit on GitHub; stored quotes are at most 3 lines per evidence and 6 per file.
No code evidence to quote.
Checked scope details
Files
- In the repository
- 821
- Checked
- 386 (47%)
Manifests
All priority files read
demo/nanochat/base/pyproject.toml
Unresolved import paths (85)
nanochat.commondemo/nanochat/experiment/scripts/chat_cli.py:22nanochat.enginedemo/nanochat/experiment/scripts/chat_cli.py:23nanochat.checkpoint_managerdemo/nanochat/experiment/scripts/chat_cli.py:24nanochat.commondemo/nanochat/experiment/scripts/chat_sft.py:19nanochat.tokenizerdemo/nanochat/experiment/scripts/chat_sft.py:20
missing file 84 · dynamic file load 1
Excluded files
dist/266.md42.svg42.json17.yml15.sh11
+17 more
- External code not checked
- None
- Limits hit
- None
- Untraced languages
- rust 15
Correction history
No corrections yet.