Context infrastructure for AI

Give your AIthe full picture.

Nuclaic connects your tools and turns them into one living map of your work that any assistant or agent can read in an instant. Always current, always traced back to the source.

Connect the tools your work already lives in

Notion
GitHub
Gmail
Drive
Slack
Linear
Vercel
Claude
Custom HTTP

The core idea

Resolve, don't retrieve.

Other systems hand your agent a pile of chunks to reason over. Nuclaic does the resolving up front, so you ask for Anna and get one settled entity, with every fact traced back to its source.

Gmail

“…looping in Anna, our Head of Design, on the refresh.”

NNotion

Owner: Anna Reyes · Brand Refresh

GitHub

anna-reyes merged PR #482 into design-system

PersonConfirmed

Anna Reyes

RoleHead of DesignNotion
Emailanna@acme.coGmail
LeadsBrand RefreshGitHub

01 · Ambient context

The whole workspace, in one call.

A layered brief: a one-line summary, the slow-moving spine, the live current state, and pointers to where everything lives. Read it at session start and your agent is never starting from zero.

get_workspace_context
Summary

Acme is shipping a brand refresh led by design.

Spine

Series-B SaaS · 40 people

Design owns brand; Eng owns platform

Current statelive

Brand Refresh in review

Launch targeted for Q3

Pointers
NotionGitHubGmailDrive

02 · Agent-native

Your agent just asks.

Over MCP, agents pull exactly the context they need, whether that is resolving an entity, searching, or traversing relationships. It rarely takes more than two calls to reach a real, cited answer.

Who's driving the brand refresh?
resolve_entity("Brand Refresh")

Anna Reyes, Head of Design, leads the Brand Refresh, now in review.

cited: Notion · GitHub

03 · Trust by design

Every fact, traced to its source.

Conflicts are kept, never silently overwritten. A preferred value is chosen by source authority, recency, and specificity, and the full reasoning stays auditable.

Attribute · Role2 assertions

Head of Design

Notion · authority 0.9 · 2d ago

Preferred

Designer

Email · authority 0.5 · 8mo ago

retained
write_logpreferred by authority → recency · both values kept

How it works

Connected once. Current always.

Four stages turn scattered tools into one queryable graph, then keep it fresh without anyone re-explaining the world.

01

Connect

Notion, GitHub, Gmail, Drive, uploads. Webhooks and syncs stream every change in.

02

Resolve

Raw content is normalized and resolved into typed entities and edges, deduped and carrying provenance.

03

Synthesize

A worker brain keeps the layered brief current and judges every write before it lands.

04

Serve

Any agent or app reads it back through MCP or REST, with settled answers in milliseconds.

Two surfaces, one truth

MCP for agents. REST for apps.

Agents that choose context on demand speak MCP. Apps that hardcode it call REST. Both are thin shells over the same internal service, so they can never drift apart.

get_workspace_contextresolve_entitylist_entitieslist_recordssearchtraverseresolve_livepropose_write
MCPREST
// agent, mid-conversation
resolve_entity({ name: "Anna Reyes" })

→ {
  type: "person",
  status: "confirmed",
  role: "Head of Design",
  leads: "Brand Refresh",
  provenance: ["notion", "github"]
}
GET /workspaces/acme/brief

200 OK
{
  "summary": "Acme is shipping a brand refresh.",
  "current_state": ["Brand Refresh in review"],
  "pointers": { design: "notion://…" }
}