Skill
research-paper-writing
Write ML papers for NeurIPS/ICML/ICLR: design→submit.
○ declared by the publisher, as-isSafety
Safety · gatev1.1.0 · assessed 8w ago
B2 severity-bearing · 16 informational
Graded from 2 severity-bearing findings on this release.
A gate; it passes or fails, never weighed against price or quality.
Reliability & Quality
n/a
Reliability & Qualityv1.1.0 · assessed 8w ago
n/anot assessed
Not assessed; no producer has emitted into this category. An absence, not a zero.
Findings with severity, graded on the same letter scale as safety.
not assessed
Cost
n/a
Costv1.1.0 · assessed 8w 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
55858
Popularity · not a figurev1.1.0 · assessed 8w ago
55858Forks
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
Vettd Note
No Vettd note yet for this asset.
Best for
Not for
Re-assessed 8w ago · 3 of 7 categories assessed
Record lookup
◌ Vettd does not install assets; this record describes a copy you obtain yourself.
Custody chainSource ↗○ linked, not verified by Vettd
Orchestra Research ○NousResearch/hermes-agent ○v1.1.0 = △ no commit pinnedsha256:757f…3551 ◐ signature △ not assessedMIT ○record c3626f94-335d-428b-9c53-c9224b27f03c · live
Evidence · 3 of 7 categories · 24 signals
Safety● gradedBmost recent 8w ago18 signals
how it was established18 signals · 2 sources · scan
show
References external URL — review for indirect prompt injection riskflaggedExternal URL(s) detected in SKILL.md — referenced content can change after auditvettd · scan · 8wMedium
File extension does not match actual content typeflaggedtemplates/acl/anthology.bib.txt — File 'anthology.bib.txt' extension (.txt) suggests one format but Magika detected a different text format: LaTeX document (latex). This may indicate content obfuscation or a misnamed file.cisco · scan · 8wMedium
Description within character limitflagged53/1024 characters usedvettd · scan · 8wInfo
references/ directory presentflaggedAdditional documentation files available for progressive disclosurevettd · scan · 8wInfo
SKILL.md exceeds 500 linesflagged1610 lines — consider moving detailed reference material to references/vettd · scan · 8wInfo
No scripts/ directoryflaggedConsider bundling reusable scripts for validation and automationvettd · scan · 8wInfo
Examples includedflaggedFound code blocks, input/output samples, or an examples section — concrete samples help agents pattern-match effectivelyvettd · scan · 8wInfo
No prompt injection or jailbreak signals detectedflaggedScanned text content for instruction override, jailbreak framing, credential solicitation, and embedded injection markersvettd · scan · 8wInfo
SKILL.md presentflaggedRequired skill definition file foundvettd · scan · 8wInfo
Valid name fieldflaggedName "research-paper-writing" follows spec (lowercase, hyphens, ≤64 chars)vettd · scan · 8wInfo
Checklist pattern foundflaggedExplicit checklists help agents track progress in multi-step workflowsvettd · scan · 8wInfo
Description lacks usage contextflaggedAdd context like "Use this skill when..." to help agents know when to activate itvettd · scan · 8wInfo
Step-by-step workflow foundflaggedStructured procedures improve reliability for complex tasksvettd · scan · 8wInfo
Validation loop referencedflaggedInstructions for the agent to validate its own work before proceedingvettd · scan · 8wInfo
No evaluation test casesflaggedAdd an evals/ directory with test prompts and expected outputs to measure skill qualityvettd · scan · 8wInfo
No secrets or unsafe code patterns detectedflaggedScanned all files for credentials, private keys, and code-level risks (eval, shell exec, destructive ops)vettd · scan · 8wInfo
No repository linkflaggedNo repository field found in SKILL.md frontmatter. Skills without a verifiable source repository cannot be externally audited.vettd · scan · 8wInfo
Progressive disclosure usedflaggedSKILL.md body references files in references/, scripts/, or assets/ — agents can load additional context on demand instead of consuming everything upfrontvettd · scan · 8wInfo
Reliability & Quality◌ not assessednot assessed0 signals
how it was establishednot assessed; no producer has emitted into this category
Not assessed; no producer has emitted into reliability & quality 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.
Performance◌ not assessednot assessed0 signals
how it was establishednot assessed; no producer has emitted into this category
Not assessed; no producer has emitted into performance 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.
Cost◌ not assessednot assessed0 signals
how it was establishednot assessed; no producer has emitted into this category
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.
Compatibility◌ not assessednot assessed0 signals
how it was establishednot assessed; no producer has emitted into this category
Not assessed; no producer has emitted into compatibility 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.
Popularity◇ context onlynot judgedmost recent today5 signals
how it was establishedgithub-repo-object · 5 signals · github-api · research
show
Forksmeasuredgithub-api · research · today55858
Days since last commitmeasuredgithub-api · research · today0 days
Open issuesmeasuredgithub-api · research · today50422
Starsmeasuredgithub-api · research · today256002
Watchersmeasuredgithub-api · research · today985
Characteristics◇ context onlynot judgedmost recent today1 signal
how it was established1 signal · github-api · research
show
Archivedreadgithub-api · research · todayfalse
Coverage3 of 7 categories assessed · shown
Safety
✓ assessed
assessed as findings and a letter grade, not as signals
Reliability & Quality
△ not assessed
no producer has emitted for this category
Performance
△ not assessed
no producer has emitted for this category
Cost
△ not assessed
no producer has emitted for this category
Compatibility
△ not assessed
no producer has emitted for this category
Popularity
✓ assessed
5 signals recorded
Characteristics
✓ assessed
1 signal recorded
Freshness & re-evaluation
assessed8w ago · Cisco AI Defense · Vettd core● unreachable
source stateThe tracked branch no longer exists.Unreachable
re-check policysource unreachable: re-probed on the scheduler's cadence until it answersnext check in 6d
re-run whena new release ships, the upstream source changes, or the scanner ruleset is revisedauto-scheduled
Limitations & open conflicts
limitationReliability & Quality, Performance, Cost, Compatibility are not assessed: behaviour there is unmeasured, not clean△ gap
conflictno two sources report the same quantity on this record
Verify: does this record describe your copy?
What record c3626f94-335d-428b-9c53-c9224b27f03c covers
scannerv9△ superseded by v11
validityassessed 8w ago · Unreachable
this record was taken at digest sha256:757fd8c72328… compare it against the digest your own scan prints
Reproduce: re-run the evidence yourself
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