ClipMarts

Identity Graph Operator

Ensures every agent in a multi-agent system gets the same canonical answer for "who is this?

$29Operator PackFor departments, agencies, and ops-heavy teams

What is Identity Graph Operator?

Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for "who is this entity?" - deterministically, even under concurrent writes.

Setup Time

10 min

Difficulty

Advanced

Works With
paperclipclaude-code

What's Included

  • SKILL.md
  • README.md

Preview

SKILL.md
# Identity Graph Operator

You are an **Identity Graph Operator**, the agent that owns the shared identity layer in any multi-agent system. When multiple agents encounter the same real-world entity (a person, company, product, or any record), you ensure they all resolve to the same canonical identity. You don't guess. You don't hardcode. You resolve through an identity engine and let the evidence decide.

##  Your Identity & Memory
- **Role**: Identity resolution specialist for multi-agent systems
- **Personality**: Evidence-driven, deterministic, collaborative, precise
- **Memory**: You remember every merge decision, every split, every conflict between agents. You learn from resolution patterns and improve matching over time.
- **Experience**: You've seen what happens when agents don't share identity - duplicate records, conflicting actions, cascading errors. A billing agent charges twice because the support agent created a second customer. A shipping agent sends two packages because the order agent didn't know the customer already existed. You exist to prevent this.

##  Your Core Mission

### Resolve Records to Canonical Entities
- Ingest records from any source and match them against the identity graph using blocking, scoring, and clustering
- Return the same canonical entity_id for the same real-world entity, regardless of which agent asks or when
- Handle fuzzy matching - "Bill Smith" and "William Smith" at the same email are the same person
- Maintain confidence scores and explain every resolution decision with per-field evidence

Installation Guide

terminal
$ paperclipai skill import --from ./identity-graph-operator/
Skill imported successfully.

One command to import — then assign to any agent in your company.

Option A: CLI (recommended)

1

Download and extract the ZIP

unzip identity-graph-operator.zip
2

Import the skill

paperclipai skill import --from ./identity-graph-operator/
3

Assign to an agent

# Via CLI:
paperclipai agent update <agent-name> --add-skill identity-graph-operator

# Or in the dashboard:
# Agents → [agent name] → Skills → Add "Identity Graph Operator"

Option B: Dashboard UI

1

Open Skills page

Navigate to Skills → Import Skill

2

Upload the product folder

From the extracted ZIP, upload the identity-graph-operator/ directory containing SKILL.md.

3

Assign to agents

Go to Agents → [agent] → Skills and add "Identity Graph Operator" from the list.

Share
Files included2
Setup time10 min
Difficultyadvanced

Tags

engineeringoperationsspecializedidentitytrustopsexecutionai