diff --git a/content/agents/agent-orchestrator.json b/content/agents/agent-orchestrator.json
index f0056a5..fee27c7 100644
--- a/content/agents/agent-orchestrator.json
+++ b/content/agents/agent-orchestrator.json
@@ -3,9 +3,9 @@
   "name": "Agent Orchestrator",
   "slug": "agent-orchestrator",
   "description": "Runs and supervises parallel coding agents, each in its own branch and worktree, with a planning orchestrator and a live Kanban that tracks PRs, CI and reviews through merge.",
-  "providerName": "Untrivial",
+  "providerName": "Orchestrator.inc",
   "providerUrl": "https://orchestrator.inc",
-  "agentUrl": "https://github.com/Untrivial-ai/agent-orchestrator",
+  "agentUrl": "https://github.com/OrchestratorInc/agent-orchestrator",
   "categories": [
     "orchestration",
     "code-devtools"
@@ -54,5 +54,5 @@
     "cli"
   ],
   "createdAt": "2026-10-04T17:55:56.210Z",
-  "updatedAt": "2026-10-04T17:55:56.210Z"
+  "updatedAt": "2026-11-10T06:50:36.103Z"
 }
diff --git a/content/agents/browser-harness.json b/content/agents/browser-harness.json
index 29c3b5b..8e44e5f 100644
--- a/content/agents/browser-harness.json
+++ b/content/agents/browser-harness.json
@@ -5,7 +5,7 @@
   "description": "Connects an LLM directly to a real Chrome browser over a single CDP websocket, letting the agent write the helper code and site skills it is missing mid-task.",
   "providerName": "Browser Use",
   "providerUrl": "https://browser-use.com",
-  "agentUrl": "https://browser-harness.com",
+  "agentUrl": "https://browser-use.com/browser-harness",
   "categories": [
     "browser-computer",
     "code-devtools"
@@ -59,5 +59,5 @@
     "cli"
   ],
   "createdAt": "2026-08-01T04:31:32.805Z",
-  "updatedAt": "2026-08-01T04:31:32.805Z"
+  "updatedAt": "2026-11-10T06:50:38.489Z"
 }
diff --git a/content/agents/catena-labs.json b/content/agents/catena-labs.json
index 6e3d9e1..ecf1f83 100644
--- a/content/agents/catena-labs.json
+++ b/content/agents/catena-labs.json
@@ -5,7 +5,7 @@
   "description": "Gives AI agents regulated financial identity, custody, and payment rails across fiat and stablecoins, built on the open Agent Commerce Kit standard.",
   "providerName": "Catena Labs",
   "providerUrl": "https://catena.com",
-  "agentUrl": "https://app.catena.com/docs",
+  "agentUrl": "https://docs.catena.com/",
   "categories": [
     "finance",
     "commerce-payments",
@@ -51,5 +51,5 @@
     "cli"
   ],
   "createdAt": "2026-09-18T22:02:13.790Z",
-  "updatedAt": "2026-09-18T22:02:13.790Z"
+  "updatedAt": "2026-11-10T06:50:38.903Z"
 }
diff --git a/content/agents/context-mode.json b/content/agents/context-mode.json
index 175602d..d56d6ff 100644
--- a/content/agents/context-mode.json
+++ b/content/agents/context-mode.json
@@ -4,7 +4,7 @@
   "slug": "context-mode",
   "description": "Keeps raw tool output out of coding agents' context by running code and commands in a sandbox, indexing results for search, and restoring session state after compaction, via MCP.",
   "providerName": "mksglu",
-  "providerUrl": "https://context-mode.com",
+  "providerUrl": "https://contextmode.ai/",
   "agentUrl": "https://github.com/mksglu/context-mode",
   "categories": [
     "code-devtools",
@@ -54,5 +54,5 @@
     "cli"
   ],
   "createdAt": "2026-10-04T17:55:56.140Z",
-  "updatedAt": "2026-10-04T17:55:56.140Z"
+  "updatedAt": "2026-11-10T06:50:39.296Z"
 }
diff --git a/content/agents/craft-agents.json b/content/agents/craft-agents.json
index f784faf..238c53c 100644
--- a/content/agents/craft-agents.json
+++ b/content/agents/craft-agents.json
@@ -5,7 +5,7 @@
   "description": "Runs multiple agent sessions in a desktop workspace for knowledge workers, connecting MCP servers, REST APIs, and local files without config files.",
   "providerName": "Craft",
   "providerUrl": "https://www.craft.do",
-  "agentUrl": "https://agents.craft.do",
+  "agentUrl": "https://thecraftagents.com",
   "categories": [
     "autonomous-agents",
     "productivity"
@@ -58,5 +58,5 @@
     "cli"
   ],
   "createdAt": "2026-10-17T09:03:45.919Z",
-  "updatedAt": "2026-10-17T09:03:45.919Z"
+  "updatedAt": "2026-11-10T06:50:39.683Z"
 }
diff --git a/content/agents/devika.json b/content/agents/devika.json
index 0448d6b..a3628f9 100644
--- a/content/agents/devika.json
+++ b/content/agents/devika.json
@@ -37,7 +37,7 @@
   "authType": "apiKey",
   "supportsStreaming": false,
   "supportsPushNotifications": false,
-  "status": "published",
+  "status": "archived",
   "featured": false,
   "verified": false,
   "tier": "free",
@@ -46,5 +46,5 @@
     "api"
   ],
   "createdAt": "2026-05-22T08:28:02.538Z",
-  "updatedAt": "2026-05-22T08:28:02.538Z"
+  "updatedAt": "2026-11-10T06:51:06.569Z"
 }
diff --git a/content/agents/fly-sprites.json b/content/agents/fly-sprites.json
index 813a827..fefa731 100644
--- a/content/agents/fly-sprites.json
+++ b/content/agents/fly-sprites.json
@@ -5,7 +5,7 @@
   "description": "Gives agents persistent Linux computers with checkpoint and restore, per-Sprite HTTPS URLs, and credential-free connectors, via a CLI, REST API, SDKs, and remote MCP server.",
   "providerName": "Fly.io",
   "providerUrl": "https://fly.io",
-  "agentUrl": "https://sprites.dev",
+  "agentUrl": "https://fly.io/sprites/",
   "categories": [
     "browser-computer",
     "infrastructure"
@@ -60,5 +60,5 @@
     "mcp"
   ],
   "createdAt": "2026-10-10T21:22:01.477Z",
-  "updatedAt": "2026-10-10T21:22:01.477Z"
+  "updatedAt": "2026-11-10T06:50:40.071Z"
 }
diff --git a/content/agents/free-claude-code.json b/content/agents/free-claude-code.json
index 1863b9b..cf54584 100644
--- a/content/agents/free-claude-code.json
+++ b/content/agents/free-claude-code.json
@@ -40,7 +40,7 @@
   "supportsPushNotifications": false,
   "status": "archived",
   "featured": false,
-  "verified": true,
+  "verified": false,
   "tier": "free",
   "discoveredBy": "manual",
   "accessMethods": [
diff --git a/content/agents/fx-agent.json b/content/agents/fx-agent.json
index 26f92ad..b81852a 100644
--- a/content/agents/fx-agent.json
+++ b/content/agents/fx-agent.json
@@ -21,7 +21,7 @@
   "supportsPushNotifications": false,
   "status": "archived",
   "featured": false,
-  "verified": true,
+  "verified": false,
   "official": true,
   "tier": "free",
   "discoveredBy": "manual",
diff --git a/content/agents/gemini-api.json b/content/agents/gemini-api.json
index df642ad..39ac0ad 100644
--- a/content/agents/gemini-api.json
+++ b/content/agents/gemini-api.json
@@ -5,7 +5,7 @@
   "description": "Serves Google's Gemini models through the Gemini Developer API and Gen AI SDKs, with function calling, structured output, Live API voice, and image generation, for developers.",
   "providerName": "Google",
   "providerUrl": "https://google.com",
-  "agentUrl": "https://ai.google.dev/gemini-api/docs",
+  "agentUrl": "https://aistudio.google.com/docs",
   "categories": [
     "language",
     "infrastructure"
@@ -49,7 +49,7 @@
   "authType": "apiKey",
   "supportsStreaming": true,
   "supportsPushNotifications": false,
-  "quickstartUrl": "https://ai.google.dev/gemini-api/docs/get-started",
+  "quickstartUrl": "https://aistudio.google.com/docs/get-started",
   "apiBaseUrl": "https://generativelanguage.googleapis.com",
   "status": "published",
   "featured": false,
@@ -61,5 +61,5 @@
     "api"
   ],
   "createdAt": "2026-10-10T21:22:01.460Z",
-  "updatedAt": "2026-11-02T07:34:56.527Z"
+  "updatedAt": "2026-11-10T06:50:40.828Z"
 }
diff --git a/content/agents/ifttt.json b/content/agents/ifttt.json
index 17a1073..964564a 100644
--- a/content/agents/ifttt.json
+++ b/content/agents/ifttt.json
@@ -4,7 +4,7 @@
   "slug": "ifttt",
   "description": "Lets AI assistants run actions, query live data, and create Applets across the services connected to an IFTTT account, from Slack to smart-home devices, via a first-party remote MCP server.",
   "providerName": "IFTTT",
-  "providerUrl": "https://ifttt.com",
+  "providerUrl": "https://ifttt.ai/",
   "agentUrl": "https://ifttt.com/mcp",
   "categories": [
     "orchestration",
@@ -58,5 +58,5 @@
     "mcp"
   ],
   "createdAt": "2026-10-31T07:10:38.220Z",
-  "updatedAt": "2026-10-31T07:10:38.220Z"
+  "updatedAt": "2026-11-10T06:50:42.355Z"
 }
diff --git a/content/agents/jules.json b/content/agents/jules.json
index 41c362a..f71431b 100644
--- a/content/agents/jules.json
+++ b/content/agents/jules.json
@@ -21,7 +21,7 @@
   "supportsPushNotifications": true,
   "quickstartUrl": "https://developers.google.com/jules/api",
   "apiBaseUrl": "https://jules.googleapis.com",
-  "status": "published",
+  "status": "archived",
   "featured": false,
   "verified": true,
   "official": true,
@@ -31,5 +31,5 @@
     "api"
   ],
   "createdAt": "2026-08-24T19:48:52.208Z",
-  "updatedAt": "2026-11-02T07:34:56.527Z"
+  "updatedAt": "2026-11-10T06:51:06.951Z"
 }
diff --git a/content/agents/minimax-code.json b/content/agents/minimax-code.json
index be00325..69fd9ef 100644
--- a/content/agents/minimax-code.json
+++ b/content/agents/minimax-code.json
@@ -5,7 +5,7 @@
   "description": "Runs MiniMax's open-source coding agent in the terminal for developers, with an interactive TUI, headless mcode exec with JSON output for CI, and an ACP server for editors.",
   "providerName": "MiniMax AI",
   "providerUrl": "https://www.minimax.io",
-  "agentUrl": "https://agent.minimax.io/docs/cli/quick-start",
+  "agentUrl": "https://code.minimax.io/docs/cli/quick-start",
   "categories": [
     "code-devtools"
   ],
@@ -52,7 +52,7 @@
     "type": "binary",
     "command": "curl -fsSL https://filecdn.minimax.chat/public/install.sh | bash"
   },
-  "quickstartUrl": "https://agent.minimax.io/docs/cli/quick-start",
+  "quickstartUrl": "https://code.minimax.io/docs/cli/quick-start",
   "status": "published",
   "featured": false,
   "verified": true,
@@ -63,5 +63,5 @@
     "cli"
   ],
   "createdAt": "2026-10-17T09:03:45.929Z",
-  "updatedAt": "2026-11-02T07:34:56.527Z"
+  "updatedAt": "2026-11-10T06:50:41.602Z"
 }
diff --git a/content/agents/nightingale.json b/content/agents/nightingale.json
index 8d016a7..5b73116 100644
--- a/content/agents/nightingale.json
+++ b/content/agents/nightingale.json
@@ -5,7 +5,7 @@
   "description": "Evaluates alert rules over metrics, logs, and SQL sources and routes notifications for SRE teams, with a built-in AI agent and an MCP endpoint.",
   "providerName": "CCF Open Source",
   "providerUrl": "https://github.com/ccfos",
-  "agentUrl": "https://n9e.github.io",
+  "agentUrl": "https://n9e.io/",
   "categories": [
     "infrastructure"
   ],
@@ -58,5 +58,5 @@
     "api"
   ],
   "createdAt": "2026-10-17T09:03:45.916Z",
-  "updatedAt": "2026-10-17T09:03:45.916Z"
+  "updatedAt": "2026-11-10T06:50:41.979Z"
 }
diff --git a/content/agents/onyx.json b/content/agents/onyx.json
index b5bdbbf..4a7e413 100644
--- a/content/agents/onyx.json
+++ b/content/agents/onyx.json
@@ -48,5 +48,6 @@
     "api"
   ],
   "createdAt": "2026-07-17T20:41:24.756Z",
-  "updatedAt": "2026-07-17T20:41:24.756Z"
+  "updatedAt": "2026-11-10T06:51:06.190Z",
+  "official": true
 }
diff --git a/content/agents/oxylabs-mcp.json b/content/agents/oxylabs-mcp.json
index 8cd8b69..c2e025b 100644
--- a/content/agents/oxylabs-mcp.json
+++ b/content/agents/oxylabs-mcp.json
@@ -5,7 +5,7 @@
   "description": "Lets AI agents scrape any URL with JavaScript rendering and geo-targeting, pull Google and Amazon results, and crawl sites with AI extraction, via the official Oxylabs MCP server.",
   "providerName": "Oxylabs",
   "providerUrl": "https://oxylabs.io",
-  "agentUrl": "https://github.com/oxylabs/oxylabs-mcp",
+  "agentUrl": "https://github.com/oxylabs/web-api-mcp",
   "categories": [
     "research",
     "browser-computer"
@@ -59,5 +59,5 @@
     "mcp"
   ],
   "createdAt": "2026-10-31T07:10:38.212Z",
-  "updatedAt": "2026-10-31T07:10:38.212Z"
+  "updatedAt": "2026-11-10T06:50:35.287Z"
 }
diff --git a/content/agents/portkey.json b/content/agents/portkey.json
index 381e089..368f40e 100644
--- a/content/agents/portkey.json
+++ b/content/agents/portkey.json
@@ -56,5 +56,6 @@
     "api"
   ],
   "createdAt": "2026-04-08T07:17:24.196Z",
-  "updatedAt": "2026-07-10T21:06:54.496Z"
+  "updatedAt": "2026-11-10T06:51:05.815Z",
+  "official": true
 }
diff --git a/content/agents/postgres-mcp-pro.json b/content/agents/postgres-mcp-pro.json
index 3cdf567..c422fb5 100644
--- a/content/agents/postgres-mcp-pro.json
+++ b/content/agents/postgres-mcp-pro.json
@@ -4,7 +4,7 @@
   "slug": "postgres-mcp-pro",
   "description": "Connects agents to Postgres over MCP with configurable read or write access plus index tuning, EXPLAIN plan analysis and database health checks.",
   "providerName": "Crystal DBA",
-  "providerUrl": "https://www.crystaldba.ai",
+  "providerUrl": "https://github.com/crystaldba",
   "agentUrl": "https://github.com/crystaldba/postgres-mcp",
   "categories": [
     "data-analytics",
@@ -47,5 +47,5 @@
     "mcp"
   ],
   "createdAt": "2026-07-25T16:22:45.431Z",
-  "updatedAt": "2026-07-25T16:22:45.431Z"
+  "updatedAt": "2026-11-10T06:50:42.729Z"
 }
diff --git a/content/agents/smithery.json b/content/agents/smithery.json
index 2237019..7d26d56 100644
--- a/content/agents/smithery.json
+++ b/content/agents/smithery.json
@@ -23,7 +23,7 @@
   "supportsPushNotifications": false,
   "status": "archived",
   "featured": false,
-  "verified": true,
+  "verified": false,
   "tier": "free",
   "discoveredBy": "manual",
   "accessMethods": [
diff --git a/content/agents/suna.json b/content/agents/suna.json
index f896824..33daed5 100644
--- a/content/agents/suna.json
+++ b/content/agents/suna.json
@@ -1,11 +1,11 @@
 {
   "id": "1GhhDnVNoXNBmpCn7W9sCK",
-  "name": "Suna",
+  "name": "Kortix CompanyOS",
   "slug": "suna",
   "description": "Open-source generalist AI agent that browses the web, manages files, runs shell commands, and deploys apps from natural-language tasks. Self-hostable, by Kortix. 20k+ GitHub stars.",
   "providerName": "Kortix",
   "providerUrl": "https://kortix.com/",
-  "agentUrl": "https://github.com/kortix-ai/suna",
+  "agentUrl": "https://github.com/kortix-ai/CompanyOS",
   "categories": [
     "orchestration",
     "autonomous-agents"
@@ -48,5 +48,5 @@
     "api"
   ],
   "createdAt": "2026-07-17T20:41:26.391Z",
-  "updatedAt": "2026-09-25T23:53:42.312Z"
+  "updatedAt": "2026-11-10T06:50:36.903Z"
 }
diff --git a/content/agents/superset-sh.json b/content/agents/superset-sh.json
index b3b9b64..73ca624 100644
--- a/content/agents/superset-sh.json
+++ b/content/agents/superset-sh.json
@@ -1,11 +1,11 @@
 {
   "id": "superset-sh",
-  "name": "Superset",
+  "name": "Paradev",
   "slug": "superset-sh",
   "description": "Runs hundreds of coding agents in parallel from a terminal-first IDE, isolating each in its own git worktree so concurrent work never collides.",
   "providerName": "Superset Inc.",
-  "providerUrl": "https://superset.sh",
-  "agentUrl": "https://github.com/superset-sh/superset",
+  "providerUrl": "https://paradev.com",
+  "agentUrl": "https://github.com/ParadevAI/Paradev",
   "categories": [
     "code-devtools",
     "orchestration"
@@ -48,5 +48,5 @@
     "cli"
   ],
   "createdAt": "2026-09-18T22:02:13.779Z",
-  "updatedAt": "2026-09-18T22:02:13.779Z"
+  "updatedAt": "2026-11-10T06:50:38.084Z"
 }
diff --git a/content/changelog.json b/content/changelog.json
index 23a25b5..a93979e 100644
--- a/content/changelog.json
+++ b/content/changelog.json
@@ -1,4 +1,170 @@
 [
+  {
+    "action": "removed",
+    "slug": "jules",
+    "name": "Jules",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "removed",
+    "slug": "devika",
+    "name": "Devika",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "onyx",
+    "name": "Onyx",
+    "note": "official updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "portkey",
+    "name": "Portkey",
+    "note": "official updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "postgres-mcp-pro",
+    "name": "Postgres MCP Pro",
+    "note": "providerUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "ifttt",
+    "name": "IFTTT MCP",
+    "note": "providerUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "nightingale",
+    "name": "Nightingale",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "minimax-code",
+    "name": "MiniMax Code",
+    "note": "quickstartUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "minimax-code",
+    "name": "MiniMax Code",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "gemini-api",
+    "name": "Gemini API",
+    "note": "quickstartUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "gemini-api",
+    "name": "Gemini API",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "fly-sprites",
+    "name": "Sprites (Fly.io)",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "craft-agents",
+    "name": "Craft Agents",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "context-mode",
+    "name": "context-mode",
+    "note": "providerUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "catena-labs",
+    "name": "Catena Labs",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "browser-harness",
+    "name": "Browser Harness",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "superset-sh",
+    "name": "Paradev",
+    "note": "name updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "superset-sh",
+    "name": "Superset",
+    "note": "providerUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "superset-sh",
+    "name": "Superset",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "suna",
+    "name": "Kortix CompanyOS",
+    "note": "name updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "suna",
+    "name": "Suna",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "agent-orchestrator",
+    "name": "Agent Orchestrator",
+    "note": "providerName updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "agent-orchestrator",
+    "name": "Agent Orchestrator",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
+  {
+    "action": "updated",
+    "slug": "oxylabs-mcp",
+    "name": "Oxylabs MCP",
+    "note": "agentUrl updated",
+    "date": "2026-11-10"
+  },
   {
     "action": "updated",
     "slug": "semantic-scholar-mcp",
diff --git a/content/official-vendors.json b/content/official-vendors.json
index ec873eb..2f9bc20 100644
--- a/content/official-vendors.json
+++ b/content/official-vendors.json
@@ -44,7 +44,7 @@
   {"slug": "cohere", "name": "Cohere", "basis": "frontier-lab", "evidence": "Frontier model lab (Command), valued ~$7B (Sep 2025)", "sources": ["cohere.com", "github.com/cohere-ai"]},
   {"slug": "coinbase", "name": "Coinbase", "basis": "public", "evidence": "NASDAQ: COIN", "sources": ["coinbase.com", "github.com/coinbase"]},
   {"slug": "collibra", "name": "Collibra", "basis": "valuation", "evidence": "Valued $5.25B (2021 Series G)", "sources": ["collibra.com"]},
-  {"slug": "contentful", "name": "Contentful", "basis": "valuation", "evidence": "Valued $3B (2021 Series F)", "sources": ["contentful.com", "github.com/contentful"]},
+  {"slug": "contentful", "name": "Contentful", "basis": "subsidiary", "evidence": "Acquired by Salesforce (NYSE: CRM), Sep 2026", "parent": "Salesforce", "sources": ["contentful.com", "github.com/contentful"]},
   {"slug": "contentsquare", "name": "Contentsquare", "basis": "valuation", "evidence": "Valued $5.6B (2022 round)", "sources": ["contentsquare.com"]},
   {"slug": "coralogix", "name": "Coralogix", "basis": "valuation", "evidence": "Valued over $1B (Jun 2025 Series E)", "sources": ["coralogix.com"]},
   {"slug": "crowdstrike", "name": "CrowdStrike", "basis": "public", "evidence": "NASDAQ: CRWD", "sources": ["crowdstrike.com", "github.com/crowdstrike"]},
@@ -52,7 +52,7 @@
   {"slug": "databricks", "name": "Databricks", "basis": "valuation", "evidence": "Valued $100B+ (2025)", "sources": ["databricks.com", "github.com/databricks"]},
   {"slug": "datadog", "name": "Datadog", "basis": "public", "evidence": "NASDAQ: DDOG", "sources": ["datadoghq.com", "github.com/datadog"]},
   {"slug": "datastax", "name": "DataStax (Langflow)", "basis": "subsidiary", "evidence": "Acquired by IBM (2025); DataStax acquired Langflow in 2024", "parent": "IBM", "sources": ["datastax.com", "langflow.org", "github.com/langflow-ai", "github.com/datastax"]},
-  {"slug": "dbt-labs", "name": "dbt Labs", "basis": "valuation", "evidence": "Valued $4.2B (2022 Series D)", "sources": ["getdbt.com", "github.com/dbt-labs"]},
+  {"slug": "dbt-labs", "name": "dbt Labs", "basis": "valuation", "evidence": "Valued $4.2B (2022 Series D); merged with Fivetran (all-stock), Jun 2026", "sources": ["getdbt.com", "github.com/dbt-labs"]},
   {"slug": "decagon", "name": "Decagon", "basis": "valuation", "evidence": "Valued $4.5B (Jan 2026 Series D)", "sources": ["decagon.ai"]},
   {"slug": "deepgram", "name": "Deepgram", "basis": "valuation", "evidence": "Valued $1.3B (Jan 2026 Series C)", "sources": ["deepgram.com", "github.com/deepgram"]},
   {"slug": "deepl", "name": "DeepL", "basis": "valuation", "evidence": "Valued $2B (2024)", "sources": ["deepl.com", "github.com/deeplcom"]},
@@ -94,11 +94,11 @@
   {"slug": "hashicorp", "name": "HashiCorp", "basis": "subsidiary", "evidence": "Acquired by IBM (NYSE: IBM), 2025", "parent": "IBM", "sources": ["hashicorp.com", "github.com/hashicorp"]},
   {"slug": "heroku", "name": "Heroku", "basis": "subsidiary", "evidence": "Owned by Salesforce (NYSE: CRM)", "parent": "Salesforce", "sources": ["heroku.com", "github.com/heroku"]},
   {"slug": "hubspot", "name": "HubSpot", "basis": "public", "evidence": "NYSE: HUBS", "sources": ["hubspot.com", "github.com/hubspot"]},
-  {"slug": "hugging-face", "name": "Hugging Face", "basis": "valuation", "evidence": "Valued $4.5B (2023 Series D)", "sources": ["hf.co", "huggingface.co/docs", "github.com/huggingface"]},
+  {"slug": "hugging-face", "name": "Hugging Face", "basis": "valuation", "evidence": "Valued $4.5B (2023 Series D); NVIDIA agreed to acquire it for ~$11.9B (Sep 2026, close expected H1 2027)", "sources": ["hf.co", "huggingface.co/docs", "github.com/huggingface"]},
   {"slug": "ibm", "name": "IBM", "basis": "public", "evidence": "NYSE: IBM", "sources": ["ibm.com", "ibm.github.io", "github.com/ibm"]},
   {"slug": "instacart", "name": "Instacart", "basis": "public", "evidence": "NASDAQ: CART", "sources": ["instacart.com"]},
   {"slug": "interactive-brokers", "name": "Interactive Brokers", "basis": "public", "evidence": "NASDAQ: IBKR", "sources": ["interactivebrokers.com"]},
-  {"slug": "intercom", "name": "Intercom (Fin)", "basis": "valuation", "evidence": "Valued $1.275B (2018); Salesforce agreed to acquire it for ~$3.6B (Jun 2026)", "sources": ["intercom.com", "fin.ai", "github.com/intercom"]},
+  {"slug": "intercom", "name": "Intercom (Fin)", "basis": "subsidiary", "evidence": "Acquired by Salesforce (NYSE: CRM) for ~$3.6B, Sep 2026", "parent": "Salesforce", "sources": ["intercom.com", "fin.ai", "github.com/intercom"]},
   {"slug": "intuit", "name": "Intuit", "basis": "public", "evidence": "NASDAQ: INTU", "sources": ["intuit.com", "github.com/intuit"]},
   {"slug": "ironclad", "name": "Ironclad", "basis": "valuation", "evidence": "Valued $3.2B (2022 Series E)", "sources": ["ironcladapp.com", "github.com/ironclad"]},
   {"slug": "jasper", "name": "Jasper", "basis": "valuation", "evidence": "Valued $1.5B (2022 Series A)", "sources": ["jasper.ai"]},
@@ -123,7 +123,7 @@
   {"slug": "microsoft", "name": "Microsoft", "basis": "public", "evidence": "NASDAQ: MSFT", "sources": ["microsoft.com", "azure.com", "microsoft.github.io", "github.com/microsoft", "github.com/azure"]},
   {"slug": "midjourney", "name": "Midjourney", "basis": "market-leader", "evidence": "Category leader in image generation; ~$300M revenue (FY2024), profitable, no outside funding", "sources": ["midjourney.com"]},
   {"slug": "minimax", "name": "MiniMax", "basis": "frontier-lab", "evidence": "Frontier AI lab (MiniMax-M models); HKEX: 0100 since Jan 2026", "sources": ["minimax.io", "minimaxi.com", "github.com/minimax-ai"]},
-  {"slug": "miro", "name": "Miro", "basis": "valuation", "evidence": "Valued $17.5B (2022 Series C)", "sources": ["miro.com", "github.com/miroapp"]},
+  {"slug": "miro", "name": "Miro", "basis": "subsidiary", "evidence": "Acquired by Bending Spoons (NASDAQ: BSP) at $1.355B EV, Oct 2026", "parent": "Bending Spoons", "sources": ["miro.com", "github.com/miroapp"]},
   {"slug": "mistral", "name": "Mistral AI", "basis": "frontier-lab", "evidence": "Frontier AI lab, valued €21B+ (Sep 2026 Series D)", "sources": ["mistral.ai", "github.com/mistralai"]},
   {"slug": "mixpanel", "name": "Mixpanel", "basis": "valuation", "evidence": "Valued $1.05B (2021)", "sources": ["mixpanel.com", "github.com/mixpanel"]},
   {"slug": "modal", "name": "Modal", "basis": "valuation", "evidence": "Valued $4.65B (May 2026 Series C)", "sources": ["modal.com", "github.com/modal-labs"]},
@@ -143,6 +143,7 @@
   {"slug": "nvidia", "name": "NVIDIA", "basis": "public", "evidence": "NASDAQ: NVDA", "sources": ["nvidia.com", "github.com/nvidia", "github.com/nvidia-nemo", "github.com/nvlabs"]},
   {"slug": "okta", "name": "Okta (Auth0)", "basis": "public", "evidence": "NASDAQ: OKTA", "sources": ["okta.com", "auth0.com", "github.com/okta", "github.com/auth0"]},
   {"slug": "omni", "name": "Omni", "basis": "valuation", "evidence": "Valued $1.5B (Apr 2026 Series C)", "sources": ["omni.co"]},
+  {"slug": "onyx", "name": "Onyx", "basis": "subsidiary", "evidence": "Acquired by Zoom (NASDAQ: ZM), Oct 2026", "parent": "Zoom", "sources": ["onyx.app", "github.com/onyx-dot-app"]},
   {"slug": "openai", "name": "OpenAI", "basis": "frontier-lab", "evidence": "Frontier AI lab (GPT, Codex)", "sources": ["openai.com", "chatgpt.com", "github.com/openai"]},
   {"slug": "openrouter", "name": "OpenRouter", "basis": "valuation", "evidence": "Valued $1.3B (May 2026 Series B); Stripe agreed to acquire it (Aug 2026)", "sources": ["openrouter.ai", "github.com/openrouterteam"]},
   {"slug": "oracle", "name": "Oracle", "basis": "public", "evidence": "NYSE: ORCL", "sources": ["oracle.com", "github.com/oracle"]},
@@ -157,6 +158,7 @@
   {"slug": "picsart", "name": "Picsart", "basis": "valuation", "evidence": "Valued $1.5B (2021 Series C)", "sources": ["picsart.com", "picsart.io", "github.com/picsart"]},
   {"slug": "pipedream", "name": "Pipedream", "basis": "subsidiary", "evidence": "Acquired by Workday (NASDAQ: WDAY), Dec 2025", "parent": "Workday", "sources": ["pipedream.com", "github.com/pipedreamhq"]},
   {"slug": "plaid", "name": "Plaid", "basis": "valuation", "evidence": "Valued $6.1B (2025)", "sources": ["plaid.com", "github.com/plaid"]},
+  {"slug": "portkey", "name": "Portkey", "basis": "subsidiary", "evidence": "Acquired by Palo Alto Networks (NASDAQ: PANW), May 2026", "parent": "Palo Alto Networks", "sources": ["portkey.ai", "github.com/portkey-ai"]},
   {"slug": "posthog", "name": "PostHog", "basis": "valuation", "evidence": "Valued $1.4B (2025 Series E)", "sources": ["posthog.com", "github.com/posthog"]},
   {"slug": "postman", "name": "Postman", "basis": "valuation", "evidence": "Valued $5.6B (2021 Series D)", "sources": ["postman.com", "github.com/postmanlabs"]},
   {"slug": "profound", "name": "Profound", "basis": "valuation", "evidence": "Valued $1.8B (Sep 2026 Series D)", "sources": ["tryprofound.com"]},