diff --git a/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/git/graph.json b/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/git/graph.json
index e5a5a7f..e470bce 100644
--- a/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/git/graph.json
+++ b/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/git/graph.json
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diff --git a/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/graph.json b/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/graph.json
index 007ca97..289c1c5 100644
--- a/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/graph.json
+++ b/sharness/__snapshots__/example-github-load/data/sourcecred/example-github/graph.json
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I can feel it...","index":46},{"description":"[@credbot](https://github.com/credbot)","index":47},{"description":"[@decentralion](https://github.com/decentralion)","index":48},{"description":"[@wchargin](https://github.com/wchargin)","index":49}],"sortedNodeAddresses":[["sourcecred","git","COMMIT","0a223346b4e6dec0127b1e6aa892c4ee0424b66a"],["sourcecred","git","COMMIT","6bd1b4c0b719c22c688a74863be07a699b7b9b34"],["sourcecred","git","COMMIT","6d5b3aa31ebb68a06ceb46bbd6cf49b6ccd6f5e6"],["sourcecred","git","COMMIT","c430bd74455105f77215ece51945094ceeee6c86"],["sourcecred","git","COMMIT","ec91adb718a6045b492303f00d8e8beb957dc780"],["sourcecred","git","COMMIT","ecc889dc94cf6da17ae6eab5bb7b7155f577519d"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","11","420811872"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","11","420813013"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","11","420813206"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","11","420813621"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","373768703"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","373768850"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576185"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576220"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576248"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576273"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576920"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","2","385576936"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","6","373768442"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","6","373768538"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","6","385223316"],["sourcecred","github","COMMENT","ISSUE","sourcecred","example-github","6","417104047"],["sourcecred","github","COMMENT","PULL","sourcecred","example-github","3","369162222"],["sourcecred","github","COMMENT","PULL","sourcecred","example-github","5","396430464"],["sourcecred","github","COMMENT","REVIEW","sourcecred","example-github","5","100313899","171460198"],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OjBhMjIzMzQ2YjRlNmRlYzAxMjdiMWU2YWE4OTJjNGVlMDQyNGI2NmE="],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OjZiZDFiNGMwYjcxOWMyMmM2ODhhNzQ4NjNiZTA3YTY5OWI3YjliMzQ="],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OjZkNWIzYWEzMWViYjY4YTA2Y2ViNDZiYmQ2Y2Y0OWI2Y2NkNmY1ZTY="],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OmM0MzBiZDc0NDU1MTA1Zjc3MjE1ZWNlNTE5NDUwOTRjZWVlZTZjODY="],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OmVjOTFhZGI3MThhNjA0NWI0OTIzMDNmMDBkOGU4YmViOTU3ZGM3ODA="],["sourcecred","github","COMMIT","MDY6Q29tbWl0MTIzMjU1MDA2OmVjYzg4OWRjOTRjZjZkYTE3YWU2ZWFiNWJiN2I3MTU1ZjU3NzUxOWQ="],["sourcecred","github","ISSUE","sourcecred","example-github","1"],["sourcecred","github","ISSUE","sourcecred","example-github","10"],["sourcecred","github","ISSUE","sourcecred","example-github","11"],["sourcecred","github","ISSUE","sourcecred","example-github","12"],["sourcecred","github","ISSUE","sourcecred","example-github","13"],["sourcecred","github","ISSUE","sourcecred","example-github","2"],["sourcecred","github","ISSUE","sourcecred","example-github","4"],["sourcecred","github","ISSUE","sourcecred","example-github","6"],["sourcecred","github","ISSUE","sourcecred","example-github","7"],["sourcecred","github","ISSUE","sourcecred","example-github","8"],["sourcecred","github","PULL","sourcecred","example-github","3"],["sourcecred","github","PULL","sourcecred","example-github","5"],["sourcecred","github","PULL","sourcecred","example-github","9"],["sourcecred","github","REPO","sourcecred","example-github"],["sourcecred","github","REVIEW","sourcecred","example-github","5","100313899"],["sourcecred","github","REVIEW","sourcecred","example-github","5","100314038"],["sourcecred","github","USERLIKE","BOT","credbot"],["sourcecred","github","USERLIKE","USER","decentralion"],["sourcecred","github","USERLIKE","USER","wchargin"]]}]
\ No newline at end of file
diff --git a/src/core/__snapshots__/graph.test.js.snap b/src/core/__snapshots__/graph.test.js.snap
index 6fa4cef..2c0c78e 100644
--- a/src/core/__snapshots__/graph.test.js.snap
+++ b/src/core/__snapshots__/graph.test.js.snap
@@ -4,7 +4,7 @@ exports[`core/graph toJSON / fromJSON snapshot testing a graph with a dangling e
 Array [
   Object {
     "type": "sourcecred/graph",
-    "version": "0.5.0",
+    "version": "0.6.0",
   },
   Object {
     "edges": Array [
@@ -33,7 +33,7 @@ exports[`core/graph toJSON / fromJSON snapshot testing a trivial graph 1`] = `
 Array [
   Object {
     "type": "sourcecred/graph",
-    "version": "0.5.0",
+    "version": "0.6.0",
   },
   Object {
     "edges": Array [
@@ -54,9 +54,11 @@ Array [
     ],
     "nodes": Array [
       Object {
+        "description": "dst",
         "index": 0,
       },
       Object {
+        "description": "src",
         "index": 1,
       },
     ],
@@ -76,7 +78,7 @@ exports[`core/graph toJSON / fromJSON snapshot testing an advanced graph 1`] = `
 Array [
   Object {
     "type": "sourcecred/graph",
-    "version": "0.5.0",
+    "version": "0.6.0",
   },
   Object {
     "edges": Array [
@@ -120,18 +122,23 @@ Array [
     ],
     "nodes": Array [
       Object {
+        "description": "dst",
         "index": 0,
       },
       Object {
+        "description": "halfIsolated",
         "index": 1,
       },
       Object {
+        "description": "isolated",
         "index": 2,
       },
       Object {
+        "description": "loop",
         "index": 3,
       },
       Object {
+        "description": "src",
         "index": 5,
       },
     ],
diff --git a/src/core/__snapshots__/pagerankGraph.test.js.snap b/src/core/__snapshots__/pagerankGraph.test.js.snap
index ed177c3..9aee3e8 100644
--- a/src/core/__snapshots__/pagerankGraph.test.js.snap
+++ b/src/core/__snapshots__/pagerankGraph.test.js.snap
@@ -15,7 +15,7 @@ Array [
     "graphJSON": Array [
       Object {
         "type": "sourcecred/graph",
-        "version": "0.5.0",
+        "version": "0.6.0",
       },
       Object {
         "edges": Array [
@@ -59,18 +59,23 @@ Array [
         ],
         "nodes": Array [
           Object {
+            "description": "dst",
             "index": 0,
           },
           Object {
+            "description": "halfIsolated",
             "index": 1,
           },
           Object {
+            "description": "isolated",
             "index": 2,
           },
           Object {
+            "description": "loop",
             "index": 3,
           },
           Object {
+            "description": "src",
             "index": 5,
           },
         ],
diff --git a/src/core/graph.js b/src/core/graph.js
index 4a6d15b..74feb53 100644
--- a/src/core/graph.js
+++ b/src/core/graph.js
@@ -77,9 +77,11 @@ import * as NullUtil from "../util/null";
  *
  * ```js
  * const prAddress = NodeAddress.fromParts(["pull_request", "1"]);
- * const pr: Node = {address: prAddress}
+ * const prDescription = "My Fancy Pull Request"
+ * const pr: Node = {address: prAddress, description: prDescription}
  * const myAddress = NodeAddress.fromParts(["user", "decentralion"]);
- * const me: Node = {addess: myAddress}
+ * const myDescription = "@decentralion"
+ * const me: Node = {addess: myAddress, description: myDescription}
  * const authoredAddress = EdgeAddress.fromParts(["authored", "pull_request", "1"]);
  * const edge = {src: me, dst: pr, address: authoredAddress};
  *
@@ -121,6 +123,9 @@ export const EdgeAddress: AddressModule<EdgeAddressT> = (makeAddressModule({
  */
 export type Node = {|
   +address: NodeAddressT,
+  // Brief (ideally oneline) description for the node.
+  // Markdown is supported.
+  +description: string,
 |};
 
 /**
@@ -132,7 +137,7 @@ export type Edge = {|
   +dst: NodeAddressT,
 |};
 
-const COMPAT_INFO = {type: "sourcecred/graph", version: "0.5.0"};
+const COMPAT_INFO = {type: "sourcecred/graph", version: "0.6.0"};
 
 export type Neighbor = {|+node: Node, +edge: Edge|};
 
@@ -170,6 +175,7 @@ type AddressJSON = string[]; // Result of calling {Node,Edge}Address.toParts
 type Integer = number;
 type IndexedNodeJSON = {|
   +index: Integer,
+  +description: string,
 |};
 type IndexedEdgeJSON = {|
   +address: AddressJSON,
@@ -757,10 +763,12 @@ export class Graph {
       }
     );
     const sortedNodes = sortBy(Array.from(this.nodes()), (x) => x.address);
-    const indexedNodes: IndexedNodeJSON[] = sortedNodes.map(({address}) => {
-      const index = NullUtil.get(nodeAddressToSortedIndex.get(address));
-      return {index};
-    });
+    const indexedNodes: IndexedNodeJSON[] = sortedNodes.map(
+      ({address, description}) => {
+        const index = NullUtil.get(nodeAddressToSortedIndex.get(address));
+        return {index, description};
+      }
+    );
     const rawJSON = {
       sortedNodeAddresses: sortedNodeAddresses.map((x) =>
         NodeAddress.toParts(x)
@@ -787,7 +795,10 @@ export class Graph {
     );
     const result = new Graph();
     nodesJSON.forEach((j: IndexedNodeJSON) => {
-      const n: Node = {address: sortedNodeAddresses[j.index]};
+      const n: Node = {
+        address: sortedNodeAddresses[j.index],
+        description: j.description,
+      };
       result.addNode(n);
     });
     edgesJSON.forEach(({address, srcIndex, dstIndex}) => {
diff --git a/src/core/graphTestUtil.js b/src/core/graphTestUtil.js
index 4a35e29..fc0ab51 100644
--- a/src/core/graphTestUtil.js
+++ b/src/core/graphTestUtil.js
@@ -18,6 +18,7 @@ import {EdgeAddress, Graph, NodeAddress, type Node, type Edge} from "./graph";
 export function partsNode(parts: string[]): Node {
   return Object.freeze({
     address: NodeAddress.fromParts(parts),
+    description: parts.toString(),
   });
 }
 
diff --git a/src/plugins/git/__snapshots__/createGraph.test.js.snap b/src/plugins/git/__snapshots__/createGraph.test.js.snap
index 134acfe..4220ce6 100644
--- a/src/plugins/git/__snapshots__/createGraph.test.js.snap
+++ b/src/plugins/git/__snapshots__/createGraph.test.js.snap
@@ -4,7 +4,7 @@ exports[`plugins/git/createGraph createGraph processes a simple repository 1`] =
 Array [
   Object {
     "type": "sourcecred/graph",
-    "version": "0.5.0",
+    "version": "0.6.0",
   },
   Object {
     "edges": Array [
@@ -116,27 +116,35 @@ Array [
     ],
     "nodes": Array [
       Object {
+        "description": "3715ddfb8d4c4fd2a6f6af75488c82f84c92ec2f",
         "index": 0,
       },
       Object {
+        "description": "69c5aad50eec8f2a0a07c988c3b283a6490eb45b",
         "index": 1,
       },
       Object {
+        "description": "8d287c3bfbf8455ef30187bf5153ffc1b6eef268",
         "index": 2,
       },
       Object {
+        "description": "c08ee3a4edea384d5291ffcbf06724a13ed72325",
         "index": 3,
       },
       Object {
+        "description": "c2b51945e7457546912a8ce158ed9d294558d294",
         "index": 4,
       },
       Object {
+        "description": "c90f6424017f787bbbaf22e4082a01355546f7e3",
         "index": 5,
       },
       Object {
+        "description": "d160cca97611e9dfed642522ad44408d0292e8ea",
         "index": 6,
       },
       Object {
+        "description": "e8b7a8f19701cd5a25e4a097d513ead60e5f8bcc",
         "index": 7,
       },
     ],
diff --git a/src/plugins/git/createGraph.js b/src/plugins/git/createGraph.js
index c4d9dbb..0b76c1a 100644
--- a/src/plugins/git/createGraph.js
+++ b/src/plugins/git/createGraph.js
@@ -19,10 +19,6 @@ class GraphCreator {
     this.graph = new Graph();
   }
 
-  addNode(a: GN.StructuredAddress) {
-    this.graph.addNode({address: GN.toRaw(a)});
-  }
-
   addRepository(repository: GT.Repository) {
     for (const commitHash of Object.keys(repository.commits)) {
       this.addCommit(repository.commits[commitHash]);
@@ -30,11 +26,16 @@ class GraphCreator {
   }
 
   addCommit(commit: GT.Commit) {
-    const node: GN.CommitAddress = {type: GN.COMMIT_TYPE, hash: commit.hash};
-    this.graph.addNode({address: GN.toRaw(node)});
+    const structuredAddress: GN.CommitAddress = {
+      type: GN.COMMIT_TYPE,
+      hash: commit.hash,
+    };
+    const address = GN.toRaw(structuredAddress);
+    const description = commit.hash;
+    this.graph.addNode({address, description});
     for (const parentHash of commit.parentHashes) {
       const parent: GN.CommitAddress = {type: GN.COMMIT_TYPE, hash: parentHash};
-      this.graph.addEdge(GE.createEdge.hasParent(node, parent));
+      this.graph.addEdge(GE.createEdge.hasParent(structuredAddress, parent));
     }
   }
 }
diff --git a/src/plugins/github/__snapshots__/createGraph.test.js.snap b/src/plugins/github/__snapshots__/createGraph.test.js.snap
index 71022bd..c28afa6 100644
--- a/src/plugins/github/__snapshots__/createGraph.test.js.snap
+++ b/src/plugins/github/__snapshots__/createGraph.test.js.snap
@@ -4,7 +4,7 @@ exports[`plugins/github/createGraph example graph matches snapshot 1`] = `
 Array [
   Object {
     "type": "sourcecred/graph",
-    "version": "0.5.0",
+    "version": "0.6.0",
   },
   Object {
     "edges": Array [
@@ -2561,135 +2561,179 @@ Array [
     ],
     "nodes": Array [
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/11#issuecomment-420811872) on [#11](https://github.com/sourcecred/example-github/issues/11): An issue with a comment from a deleted user",
         "index": 6,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/11#issuecomment-420813013) on [#11](https://github.com/sourcecred/example-github/issues/11): An issue with a comment from a deleted user",
         "index": 7,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/11#issuecomment-420813206) on [#11](https://github.com/sourcecred/example-github/issues/11): An issue with a comment from a deleted user",
         "index": 8,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/11#issuecomment-420813621) on [#11](https://github.com/sourcecred/example-github/issues/11): An issue with a comment from a deleted user",
         "index": 9,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-373768703) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 10,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-373768850) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 11,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576185) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 12,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576220) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 13,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576248) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 14,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576273) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 15,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576920) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 16,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/2#issuecomment-385576936) on [#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 17,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/6#issuecomment-373768442) on [#6](https://github.com/sourcecred/example-github/issues/6): An issue with comments",
         "index": 18,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/6#issuecomment-373768538) on [#6](https://github.com/sourcecred/example-github/issues/6): An issue with comments",
         "index": 19,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/6#issuecomment-385223316) on [#6](https://github.com/sourcecred/example-github/issues/6): An issue with comments",
         "index": 20,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/issues/6#issuecomment-417104047) on [#6](https://github.com/sourcecred/example-github/issues/6): An issue with comments",
         "index": 21,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/pull/3#issuecomment-369162222) on [#3](https://github.com/sourcecred/example-github/pull/3): Add README, merge via PR.",
         "index": 22,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/pull/5#issuecomment-396430464) on [#5](https://github.com/sourcecred/example-github/pull/5): This pull request will be more contentious. I can feel it...",
         "index": 23,
       },
       Object {
+        "description": "[comment](https://github.com/sourcecred/example-github/pull/5#discussion_r171460198) on [review](https://github.com/sourcecred/example-github/pull/5#pullrequestreview-100313899) on [#5](https://github.com/sourcecred/example-github/pull/5): This pull request will be more contentious. I can feel it...",
         "index": 24,
       },
       Object {
+        "description": "[0a22334](https://github.com/sourcecred/example-github/commit/0a223346b4e6dec0127b1e6aa892c4ee0424b66a): Merge pull request #3 from sourcecred/add-readme",
         "index": 25,
       },
       Object {
+        "description": "[6bd1b4c](https://github.com/sourcecred/example-github/commit/6bd1b4c0b719c22c688a74863be07a699b7b9b34): A commit from someone with no GitHub account",
         "index": 26,
       },
       Object {
+        "description": "[6d5b3aa](https://github.com/sourcecred/example-github/commit/6d5b3aa31ebb68a06ceb46bbd6cf49b6ccd6f5e6): This pull request will be more contentious. I can feel it... (#5)",
         "index": 27,
       },
       Object {
+        "description": "[c430bd7](https://github.com/sourcecred/example-github/commit/c430bd74455105f77215ece51945094ceeee6c86): Hello from credbot!",
         "index": 28,
       },
       Object {
+        "description": "[ec91adb](https://github.com/sourcecred/example-github/commit/ec91adb718a6045b492303f00d8e8beb957dc780): Commit without pull request.",
         "index": 29,
       },
       Object {
+        "description": "[ecc889d](https://github.com/sourcecred/example-github/commit/ecc889dc94cf6da17ae6eab5bb7b7155f577519d): Add README, merge via PR.",
         "index": 30,
       },
       Object {
+        "description": "[#1](https://github.com/sourcecred/example-github/issues/1): An example issue.",
         "index": 31,
       },
       Object {
+        "description": "[#10](https://github.com/sourcecred/example-github/issues/10): Paired with multireference",
         "index": 32,
       },
       Object {
+        "description": "[#11](https://github.com/sourcecred/example-github/issues/11): An issue with a comment from a deleted user",
         "index": 33,
       },
       Object {
+        "description": "[#12](https://github.com/sourcecred/example-github/issues/12): An issue with commit references",
         "index": 34,
       },
       Object {
+        "description": "[#13](https://github.com/sourcecred/example-github/issues/13): An issue with reactions",
         "index": 35,
       },
       Object {
+        "description": "[#2](https://github.com/sourcecred/example-github/issues/2): A referencing issue.",
         "index": 36,
       },
       Object {
+        "description": "[#4](https://github.com/sourcecred/example-github/issues/4): A closed pull request",
         "index": 37,
       },
       Object {
+        "description": "[#6](https://github.com/sourcecred/example-github/issues/6): An issue with comments",
         "index": 38,
       },
       Object {
+        "description": "[#7](https://github.com/sourcecred/example-github/issues/7): An issue with an extremely long title, which even has a VerySuperFragicalisticialiManyCharacterUberLongTriplePlusGood word in it, and should really be truncated intelligently or something",
         "index": 39,
       },
       Object {
+        "description": "[#8](https://github.com/sourcecred/example-github/issues/8): Issue with Unicode: ȴሲ𣐳楢👍 :heart: 𐤔𐤁𐤀𐤑𐤍𐤉𐤔𐤌𐤄𐤍𐤍 ❤️",
         "index": 40,
       },
       Object {
+        "description": "[#3](https://github.com/sourcecred/example-github/pull/3): Add README, merge via PR.",
         "index": 41,
       },
       Object {
+        "description": "[#5](https://github.com/sourcecred/example-github/pull/5): This pull request will be more contentious. I can feel it...",
         "index": 42,
       },
       Object {
+        "description": "[#9](https://github.com/sourcecred/example-github/pull/9): An unmerged pull request",
         "index": 43,
       },
       Object {
+        "description": "[sourcecred/example-github](https://github.com/sourcecred/example-github)",
         "index": 44,
       },
       Object {
+        "description": "[review](https://github.com/sourcecred/example-github/pull/5#pullrequestreview-100313899) on [#5](https://github.com/sourcecred/example-github/pull/5): This pull request will be more contentious. I can feel it...",
         "index": 45,
       },
       Object {
+        "description": "[review](https://github.com/sourcecred/example-github/pull/5#pullrequestreview-100314038) on [#5](https://github.com/sourcecred/example-github/pull/5): This pull request will be more contentious. I can feel it...",
         "index": 46,
       },
       Object {
+        "description": "[@credbot](https://github.com/credbot)",
         "index": 47,
       },
       Object {
+        "description": "[@decentralion](https://github.com/decentralion)",
         "index": 48,
       },
       Object {
+        "description": "[@wchargin](https://github.com/wchargin)",
         "index": 49,
       },
     ],
diff --git a/src/plugins/github/createGraph.js b/src/plugins/github/createGraph.js
index b7c830e..7e294b9 100644
--- a/src/plugins/github/createGraph.js
+++ b/src/plugins/github/createGraph.js
@@ -22,7 +22,8 @@ class GraphCreator {
 
   addData(view: R.RelationalView) {
     for (const entity of view.entities()) {
-      this.addNode(entity.address());
+      const address = N.toRaw(entity.address());
+      this.graph.addNode({address, description: entity.description()});
     }
 
     for (const child of view.childEntities()) {
@@ -75,10 +76,6 @@ class GraphCreator {
     }
   }
 
-  addNode(addr: N.StructuredAddress) {
-    this.graph.addNode({address: N.toRaw(addr)});
-  }
-
   addAuthors(entity: R.AuthoredEntity) {
     for (const author of entity.authors()) {
       this.graph.addEdge(