diff --git a/README.md b/README.md
index d93814c6..16288559 100644
--- a/README.md
+++ b/README.md
@@ -7,14 +7,14 @@
- State-of-the-art memory for AI.
+ State-of-the-art memory and context engine for AI.
Docs ·
Quickstart ·
Dashboard ·
- Discord
+ Discord
@@ -25,7 +25,9 @@
---
-Supermemory is the memory and context layer for AI. **#1 on [LongMemEval](https://github.com/xiaowu0162/LongMemEval), [LoCoMo](https://github.com/snap-research/locomo), and [ConvoMem](https://github.com/Salesforce/ConvoMem)** — the three major benchmarks for AI memory.
+Supermemory is the memory and context layer for AI. **#1 on [LongMemEval](https://github.com/xiaowu0162/LongMemEval), [LoCoMo](https://github.com/snap-research/locomo), and [ConvoMem](https://github.com/Salesforce/ConvoMem)** — the three major benchmarks for AI memory.
+
+We are a research lab building the engine, plugins and tools around it.
Your AI forgets everything between conversations. Supermemory fixes that.
@@ -49,11 +51,11 @@ It automatically learns from conversations, extracts facts, builds user profiles
🧑💻 I use AI tools
-Give Claude, Cursor, or any MCP-compatible AI assistant **persistent memory across every conversation**.
+Build your own personal supermemory by using our app. Builds **persistent memory graph across every conversation**.
Your AI remembers your preferences, projects, past discussions — and gets smarter over time.
-**[→ Jump to MCP setup](#give-your-ai-memory-mcp)**
+**[→ Jump to User setup](#give-your-ai-memory)**
@@ -72,11 +74,35 @@ No vector DB config. No embedding pipelines. No chunking strategies.
---
-## Give your AI memory (MCP)
+## Give your AI memory
-The Supermemory MCP server gives any compatible AI assistant persistent memory. One install, and your AI remembers you.
+The Supermemory App, browser extension, plugins and MCP server gives any compatible AI assistant persistent memory. One install, and your AI remembers you.
-### Quick install
+### The app
+
+You can use supermemory without any code, by using our consumer-facing app for free.
+
+Start at https://app.supermemory.ai
+
+
+
+It also comes with an agent embedded inside, which we call Nova.
+
+### Supermemory Plugins
+
+Supermemory comes built with Plugins for Claude Code, OpenCode and OpenClaw.
+
+
+
+These plugins are implementations of the supermemory API, and they are open source!
+
+You can find them here:
+
+- Openclaw plugin: https://github.com/supermemoryai/openclaw-supermemory
+- Claude code plugin: https://github.com/supermemoryai/claude-supermemory
+- OpenCode plugin: https://github.com/supermemoryai/opencode-supermemory
+
+### MCP - Quick install
```bash
npx -y install-mcp@latest https://mcp.supermemory.ai/mcp --client claude --oauth=yes
@@ -84,6 +110,8 @@ npx -y install-mcp@latest https://mcp.supermemory.ai/mcp --client claude --oauth
Replace `claude` with your client: `cursor`, `windsurf`, `vscode`, etc.
+Read more about our MCP here - https://supermemory.ai/docs/supermemory-mcp/mcp
+
### What your AI gets
| Tool | What it does |
@@ -279,6 +307,16 @@ We also built **[MemoryBench](https://supermemory.ai/docs/memorybench/overview)*
bun run src/index.ts run -p supermemory -b longmemeval -j gpt-4o -r my-run
```
+### Benchmarking your own memory solution
+
+We provide an Agent skill for companies to benchmark their own context and memory solutions against supermemory.
+
+```
+npx skills add supermemoryai/memorybench
+```
+
+Simply run this and do `/benchmark-context` - Supermemory will automatically do the work for you!
+
---
## How memory works under the hood
@@ -290,13 +328,13 @@ Your app / AI tool
│
├── Memory Engine Extracts facts, tracks updates, resolves contradictions,
│ auto-forgets expired info
- ├── User Profiles Static facts + dynamic context, always fresh
+ ├── User Profiles Static facts + dynamic context built from engine, always fresh
├── Hybrid Search RAG + Memory in one query
├── Connectors Real-time sync from Google Drive, Gmail, Notion, GitHub...
└── File Processing PDFs, images, videos, code → searchable chunks
```
-**Memory is not RAG.** RAG retrieves document chunks — stateless, same results for everyone. Memory extracts and tracks *facts about users* over time. It understands that "I just moved to SF" supersedes "I live in NYC." Supermemory runs both together by default, so you get knowledge base retrieval *and* personalized context in every query.
+**Memory is not RAG.** RAG retrieves document chunks — stateless, same results for everyone. Memory extracts and tracks *facts about users* over time. It understands that "I just moved to SF" supersedes "I live in NYC." Supermemory runs both together by default, so you get knowledge base retrieval *and* personalized context in every query. Read more about this here - https://supermemory.ai/docs/concepts/memory-vs-rag
**Automatic forgetting.** Supermemory knows when memories become irrelevant. Temporary facts ("I have an exam tomorrow") expire after the date passes. Contradictions are resolved automatically. Noise never becomes permanent memory.
@@ -308,8 +346,8 @@ Your app / AI tool
- 🚀 [Quickstart](https://supermemory.ai/docs/quickstart)
- 🧪 [MemoryBench](https://supermemory.ai/docs/memorybench/overview)
- 🔌 [Integrations](https://supermemory.ai/docs/integrations)
-- 💬 [Discord](https://discord.gg/supermemory)
-- 𝕏 [Twitter](https://twitter.com/supermaborai)
+- 💬 [Discord](https://supermemory.link/discord)
+- 𝕏 [Twitter](https://twitter.com/supermemory)
---
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