Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance. Use for literature reviews, evidence synthesis, and finding experimental details beyond abstracts.
○ declared by the publisher, as-is
Safety
BB: 4 or more lows, or any medium1 severity-bearing
Safety · gatev1.3 · = 92ace75 · assessed 2w ago
B1 severity-bearing
Graded from 1 severity-bearing finding on this release.
A gate; it passes or fails, never weighed against price or quality.
Reliability & Quality
n/anot yet graded
Reliability & Qualityv1.3 · = 92ace75 · assessed 2w ago
n/anot yet graded
Rows exist, but none carries a severity; no grade has been earned yet.
Findings with severity, graded on the same letter scale as safety.
Cost
n/anot assessed
Costv1.3 · = 92ace75 · assessed 2w ago
n/anot assessed
Not assessed; no producer has emitted into this category. An absence, not a zero.
Declared external service dependencies. Never a monetary figure.
not assessed
Popularity
4335Forks
Popularity · not a figurev1.3 · = 92ace75 · assessed 2w ago
4335Forks
Read off the linked repository, not off this record. It carries no verdict and enters no grade.
Context read off the linked repository. It enters no ranking and no grade.
Performance tested for◌ not assessed
no controlled task evaluation on this release
Repo★ 48.2k○·4.3k forks·203 watchers·23 open issues·last commit 4d old when scanned
◌ Vettd does not install assets; this record describes a copy you obtain yourself.
Custody chainSource ↗○ linked, not verified by Vettd
k-dense-ai◐→k-dense-ai/scientific-agent-skills○→v1.3 = 92ace75◐→sha256:aa62…efc4◐→signature △ not assessed|MIT○record 7e553a59-40b5-4fe6-93bc-7a70e31a746c · live
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Not assessed; no producer has emitted into cost for this asset. That is different from a check that ran and found nothing, which the record would carry as a row of its own.
▪Declared environment assumptionsreadvettd · scan · 2wRequires a configured remote BGPT MCP connection and internet access to bgpt.pro. A stdio bridge additionally needs Node.js/npm. Paid access requires a BGPT API key configured as an Authorization header.
bgpt-paper-search v1.3 · = 92ace75 · assessed 2w ago /
23 signals · 6 categories
Safety
▲References external URL — review for indirect prompt injection riskMedium
◌Secrets scan passednothing found
◌behavioral scan passednothing found
◌Name validation passednothing found
Reliability & Quality
▪Checklist patternabsent
▪Description usage contextpresent
▪Examplespresent
▪Gotchas sectionabsent
▪Step-by-step workflowabsent
▪Validation looppresent
Performance
▪Progressive disclosureabsent
●Static context tokens1640
Compatibility
▪Declared environment assumptionsRequires a configured remote BGPT MCP connection and internet access to bgpt.pro. A stdio bridge additionally needs Node.js/npm. Paid access requires a BGPT API key configured as an Authorization header.
assessed2w ago · Cisco AI Defense · Vettd core● current
source stateThe source matches what was scanned. No changes detected.Up to date
re-check policyre-checked against the upstream source on the scheduler's cadencenext check in 28m
re-run whena new release ships, the upstream source changes, or the scanner ruleset is revisedauto-scheduled
Limitations & open conflicts
limitationCost is not assessed: behaviour there is unmeasured, not clean△ gap
limitationReliability & Quality carries rows but no severity-bearing one: nothing has been graded there△ gap
conflictno two sources report the same quantity on this record
Verify: does this record describe your copy?
What record 7e553a59-40b5-4fe6-93bc-7a70e31a746c covers
scannerv11● current
validityassessed 2w ago · Up to date
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runs the same scanners against your own copy; the published record is never overwritten
How this record comparesagainst other published records · full comparison →
Signal kinds
▲ finding: something to act on, carries a severity● measurement: a reproducible quantityƒ estimate: inferred from a sample▪ fact: read directly off the artifact◆ classification: assigned from a taxonomy◌ nothing found: a producer looked and emitted no object◇ context only: described, never graded
Custody marks
◐ computed by vettd○ declared by the publisher, as-is△ not assessed: nothing looked
Weigh bgpt-paper-search against other published skills: the safety grade, its finding counts and each category’s verdict, one row apiece. The full comparison page carries every signal and framework coverage.