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LLM Rank Candidates Node

Automation/LLM/Vision

LLM Rank Candidates

Uses LLM to rank multiple element candidates based on match quality

llm_rank_candidatesautomationLong running
Inputs6
Outputs4
Security exposure6/10
Packageautomation

Ratings

Scores range from 0 to 10. Higher values mean more impact, exposure, or operational weight.

SecurityAttack surface and exposure impact.
6/10Medium
PrivacyPotential sensitivity of processed data.
7/10Low
PerformanceRuntime or resource pressure.
6/10Medium
GovernancePolicy, audit, or compliance impact.
5/10Medium
ReliabilityOperational stability considerations.
3/10High
CostExternal or compute cost impact.
5/10Medium

Input Pins

6

▶

Execution
exec_in

Trigger

Model

Struct
model

Vision-capable LLM model

BitBit19 fields
idstring
default ""
typeBitTypes
enum "Llm", "Vlm", "Tts", "Stt"...default "Other"
metaMap<string, Metadata>
default {}
*Metadatamap value
namestringrequired
descriptionstringrequired
long_descriptionstring | null
release_notesstring | null
tagsArray<string>required
itemsstringarray item
+11 more fields
authorsArray<string>
default []
itemsstringarray item
repositorystring | null
default null
download_linkstring | null
default null
file_namestring | null
default null
hashstring
default ""
sizeinteger | null
format uint64default nullmin 0
hubstring
default ""
parametersvalue
default null
versionstring | null
default null
licensestring | null
default null
dependenciesArray<string>
default []
itemsstringarray item
dependency_tree_hashstring
default ""
createdstring
default ""
updatedstring
default ""
model_slugstring | null
default null
+1 more fields
Schema enforced

Screenshot

String
screenshot

Base64-encoded screenshot

Candidates

Generic
candidates

Array of candidate elements to rank

Criteria

String
criteria

What the target element should match (description/intent)

Context

String
context

Additional context for ranking

Output Pins

4

▶

Execution
exec_out

Continue

Result

Struct
result

Full ranking result

RankingResultRankingResult4 fields
ranked_candidatesArray<RankedCandidate>required
itemsRankedCandidatearray item
idstringrequired
rankinteger:uintrequired
format uintmin 0
scorenumber:doublerequired
format double
reasoningstringrequired
is_recommendedbooleanrequired
best_match_idstringrequired
confidencenumber:doublerequired
format double
ambiguity_warningstring | null

Best Match

String
best_match

ID of the best matching candidate

Ranked

Generic
ranked

Candidates sorted by rank

Node Info

Internal name
llm_rank_candidates
Category
Automation/LLM/Vision
Version
3