diff --git a/README.md b/README.md
index 1c75a788..2017c153 100644
--- a/README.md
+++ b/README.md
@@ -260,19 +260,22 @@ git add .gitattributes .understand-anything/
 
 ### Multi-Agent Pipeline
 
-The `/understand` command orchestrates 5 specialized agents, and `/understand-domain` adds a 6th:
-
-| Agent | Role |
-|-------|------|
-| `project-scanner` | Discover files, detect languages and frameworks |
-| `file-analyzer` | Extract functions, classes, imports; produce graph nodes and edges |
-| `architecture-analyzer` | Identify architectural layers |
-| `tour-builder` | Generate guided learning tours |
-| `graph-reviewer` | Validate graph completeness and referential integrity (runs inline by default; use `--review` for full LLM review) |
-| `domain-analyzer` | Extract business domains, flows, and process steps (used by `/understand-domain`) |
-| `article-analyzer` | Extract entities, claims, and implicit relationships from wiki articles (used by `/understand-knowledge`) |
-
-File analyzers run in parallel (up to 5 concurrent, 20-30 files per batch). Supports incremental updates — only re-analyzes files that changed since the last run.
+The `/understand` command orchestrates 5 specialized agents, `/understand-domain` adds a 6th, and `/understand-knowledge` adds a 7th:
+
+| Agent                   | Role                                                                                                               | Used By                 |
+| ----------------------- | ------------------------------------------------------------------------------------------------------------------ | ----------------------- |
+| `project-scanner`       | Discovers files, detects languages and frameworks                                                                  | `/understand`           |
+| `file-analyzer`         | Extracts functions, classes, imports; produces graph nodes and edges                                               | `/understand`           |
+| `architecture-analyzer` | Identifies architectural layers                                                                                    | `/understand`           |
+| `tour-builder`          | Generates guided learning tours                                                                                    | `/understand`           |
+| `graph-reviewer`        | Validates graph completeness and referential integrity. Runs inline by default; use `--review` for full LLM review | `/understand`           |
+| `domain-analyzer`       | Extracts business domains, flows, and process steps                                                                | `/understand-domain`    |
+| `article-analyzer`      | Extracts entities, claims, and implicit relationships from wiki articles                                           | `/understand-knowledge` |
+
+File analyzers run in parallel, up to 5 concurrent workers and 20–30 files per batch.
+
+The pipeline also supports incremental updates: only files changed since the last run are re-analyzed.
+
 
 ---