get_related_intelligence

shallow

de.brunosan/arxiv · Verify this server

Live cs.AI/ML/CL/CV/RO paper graph. FTS5 + resolved ArXiv citation links. Use for: arxiv_search_papers("LoRA fine-tuning", has_code_only=True) → Related verticals worth connecting: AI News (mcp.brunosan.de/mcp) — industry reaction to papers Robotics (robotics.mcp.brunosan.de/mcp) — applied robotics papers (cs.RO) Quantum (quantum.mcp.brunosan.de/mcp) — quant-ph research depth Biotech (biotech.mcp.brunosan.de/mcp) — bio-ML and drug discovery papers

100.0/100

2 trials · measured 21 days ago

get_related_intelligence scores 100.0/100 on Vouch's measured behaviour index, from 2 real invocation trials against de.brunosan/arxiv, measured 16 Sept 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Input schema
not declared
Output schema
not declared
Side-effect classification
read-only— Heuristically read-only-eligible (readonly-heuristic.ts) and sample-called by the Phase 0 census shallow probe.

Score history

DayScoreTierMethodology
2026-09-16100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1
sample_callpass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: get_related_intelligence
[![Vouch score](https://vouch.tools/api/tools/57c0a351-767d-44ab-90f6-4243817adb8b/badge.svg)](https://vouch.tools/tools/57c0a351-767d-44ab-90f6-4243817adb8b)
get_related_intelligence — Vouch