arxiv_search_papers
shallowde.brunosan/arxiv · Verify this server
Full-text search over the live cs.AI/ML paper graph using FTS5. Searches title AND abstract. Supports boolean operators: AND, OR, NOT, phrase matching ("exact phrase"), prefix (term*). Args: query: FTS5 search query. E.g. 'LoRA fine-tuning', '"chain of thought"', 'RLHF NOT PPO' category: Filter by primary category. Options: cs.AI, cs.LG, cs.CL, cs.CV, cs.RO date_from: ISO date filter, e.g. '2024-01-01' date_to: ISO date filter, e.g. '2025-12-31' empirical_only: Only papers marked as empirical by LLM pass (if available) has_code_only: Only papers with code release (llm_has_code=1, if available) limit: Max results (default: 20, max: 50)
1 trials · measured 21 days ago
arxiv_search_papers scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against de.brunosan/arxiv, measured 16 Sept 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- open
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-09-16 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/e82e8a7f-a75b-4861-bb31-363b01645dbc)