Knowledge graph

The signature dashboard surface — your schema as an entity-relationship graph: entities as nodes, canonical joins as edges, catastrophic-PII entities flagged, refusal hotspots overlaid, and the compiled canonical join path traced.

Knowledge graph

Route: /graph on the dashboard. Backed by: GET /api/graph (the persisted graph_nodes / graph_edges projection, ADR 0010).

Knowledge graph — entities as nodes, canonical joins as edges, catastrophic-PII entities ringed in red, and the canonical join path traced as the green spine.

The Knowledge graph is the lead Explore surface — the same entity-relationship projection the semantic layer compiles joins against, rendered as a graph instead of a table list. It answers how does my schema actually connect, and where is the risk? at a glance:

• Nodes are entities — one node per confirmed entity, grouped by domain.
• Edges are canonical joins — solid for declared foreign keys, dashed for log-mined / inferred joins (the projection never inspects SQL, so an unverified shape never reads as engine-derived).
• Catastrophic-PII entities are ringed in red with a CATASTROPHIC label; lighter PII tiers get a halo when the PII heat overlay is on.
• Refusal hotspots — with the Refusal hotspots overlay on, any entity that has been the anchor of a refused get_metric call shows a live count badge and a pulse ring.
• The canonical path — the diameter spine (the rank-1 edges) is highlighted green and traced in a chip at the bottom-left with its hop count.

A floating legend toggles the PII heat, Refusal hotspots, and Log-mined joins overlays; a minimap and a Copy re-index command action sit in the corners.

This surface needs the [ui] extra (pip install 'schemabrain[ui]'). Like every dashboard route it is read-only and binds to 127.0.0.1 only.

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What each node carries

Field	Meaning
entity name	The node id — one node per confirmed entity.
group	A cosmetic domain grouping (e.g. Identity, Billing & revenue).
row_count	The cached table row count from the last index.
pii_level	The entity’s PII severity, recomputed live from the current PII tags via the same helper the PII matrix uses — so the graph never disagrees with /pii. Full five-state severity (catastrophic / pii / confidential / internal / none), not a collapsed boolean.
refusal_count	A live tally of append-only mcp_audit rows with status='refused' anchored to this entity. Never persisted to the projection (refusals accrue between rebuilds, so a snapshot would go stale).

A refused call whose anchor entity was renamed or dropped since the immutable row was logged is counted in the response’s unattributed_refusals instead — so the per-node counts plus unattributed_refusals always equal the log’s refused-row count. A refusal is never silently dropped or misattributed.

What each edge carries

Field	Meaning
source / target	The two entities the canonical join connects.
evidence	How the join was established: declared FK / log-mined / inferred — never inspected SQL. Drives solid vs dashed rendering.
cardinality	The equi-join shape (1:1 / 1:N / N:1 / N:N), for declared-FK edges only (null for mined/inferred, so an unverified shape never reads as engine-derived). The label is drawn only on emphasised edges — the highlighted canonical path and the edges of the currently selected node — not on every edge.
canonical_path_rank	Rank-1 edges form the canonical path (the green spine); the path is reconstructed from these.

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How it stays honest

• PII matches /pii live. pii_level is recomputed per request from the current tags, so a tag override the last projection did not see still renders correctly.
• Cardinality is shown only where it is verified. Declared-FK edges only; mined/inferred edges carry no cardinality, and the legend says so.
• Refusal counts are exhaustive, never persisted. Tallied live from the audit log and reconciled against unattributed_refusals.

A source that exists but has no projection returns empty arrays at 200; an unresolvable source returns 409. The route writes nothing.

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Related

Local dashboard

The full nine-surface dashboard and how it’s served.

PII matrix

The per-column PII heatmap the graph’s node levels share a source with.

Refusals

Where a refusal hotspot’s blocked calls are explained.

schemabrain dashboard CLI

Flags and defaults for the launch command.