output_01
Duplicate sets
Grouped, scored, and ranked by attention required.
cluster.jsonl
Outlets and assets,
callable from anywhere.
Multi-signal evidence for CPG outlet records and the physical assets placed in them. Photos, names across scripts, signage, location — fused into reviewer-approved decisions. Callable from a reviewer UI, a REST API, a CLI, an MCP runtime, or an A2A agent.
Duplicate set #4172
9/10 evidence · strong photo signalPending review 4 records · photo-led · audit case
Four records share signage, geometry, and a 14 m radius — likely one outlet split across feeds.
Weakest link
Overall score
9/10
Records in this duplicate set
good photo
Shree Krishna Stores
OUT-42910
Priya M. · Mumbai · West
PRIMARY RECORD
good photo
Shri Krishna Store
OUT-42915
Priya M. · Mumbai · West
good photo
S K Stores
OUT-43001
Rohan J. · Mumbai · West
weak photo
Krishna Stores
OUT-43208
Rohan J. · Mumbai · West
Confirm duplicates [D] Not a duplicate [N]Decision is saved to the audit log
One surface, every caller.
Same engine, every runtime.
Idempotency-keyed action submission across humans and agents. Same normalized payload from the reviewer console, a curl, the CLI, an MCP tool call, or an A2A task.
UI
A human approves the call.
Every snippet is the shape of a real call against /.well-known/agent.json.
What comes out
Reviewer-ready. Audit-ready. Writeback-shaped.
output_02
Records to retire
Primary record chosen, evidence attached, reviewer-approved.
retire.csv
output_03
Audit trail
Reviewer + timestamp + action, exportable.
audit.jsonl
Machine-readable surfaces
For the developer authorizing the agent.
Every contract endpoint is discoverable and stable. Hand the URL to an agent runtime or read it yourself.
The same identity engine takes the same call from your reviewer, your CLI, an MCP-aware agent, or an A2A orchestrator.
one surface · five callers