diff --git a/CLAUDE.md b/CLAUDE.md
index 2f070ef2..588ac849 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -2,7 +2,18 @@
 
 This file gives coding agents high-signal guidance for this repository.
 
-## 1. Documentation Scope
+## 1. Project Context
+
+Super Multica is a distributed AI agent framework/product monorepo.
+It is used to run local-first agent workflows and support CLI/Desktop/Web/Gateway-based usage.
+
+Core purpose:
+
+- execute agent tasks with tools and skills
+- persist sessions/profiles/credentials across runs
+- support development, testing, and operational automation workflows
+
+## 2. Documentation Scope
 
 Documentation in this repo should prioritize:
 
@@ -10,10 +21,10 @@ Documentation in this repo should prioritize:
 2. Testing methods
 3. Operational process
 
-Project-intro and architecture explanations are intentionally minimized.
+Architecture explanations should stay minimal in docs.
 Treat source code as the architecture source of truth.
 
-## 2. Core Workflow Commands
+## 3. Core Workflow Commands
 
 ```bash
 pnpm install
@@ -28,13 +39,13 @@ pnpm typecheck
 pnpm test
 ```
 
-## 3. Data and Credentials Workflow
+## 4. Data and Credentials Workflow
 
 - Default data dir: `~/.super-multica` (override with `SMC_DATA_DIR`)
 - Credentials: `~/.super-multica/credentials.json5` (override with `SMC_CREDENTIALS_PATH`)
 - Initialize credentials via `pnpm multica credentials init`
 
-## 4. Coding Rules
+## 5. Coding Rules
 
 - TypeScript strict mode is enabled; keep types explicit.
 - Keep comments in code **English only**.
@@ -42,14 +53,14 @@ pnpm test
 - Avoid broad refactors unless required by the task.
 - Keep docs concise and aligned with current code behavior.
 
-## 5. Testing Rules
+## 6. Testing Rules
 
 - Test runner: Vitest.
 - Mock policy: mock external/third-party dependencies only.
 - Do not mock internal modules when real integration can be tested.
 - Prefer temp directories and real file I/O for storage-related tests.
 
-## 6. Commit Rules
+## 7. Commit Rules
 
 - Use atomic commits grouped by logical intent.
 - Conventional format:
@@ -60,14 +71,14 @@ pnpm test
   - `test(scope): ...`
   - `chore(scope): ...`
 
-## 7. Minimum Pre-Push Checks
+## 8. Minimum Pre-Push Checks
 
 ```bash
 pnpm typecheck
 pnpm test
 ```
 
-## 8. E2E Process Docs
+## 9. E2E Process Docs
 
 - `docs/e2e-testing-guide.md`
 - `docs/e2e-finance-benchmark.md`
diff --git a/README.md b/README.md
index bf98fbe5..f882b42f 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,21 @@
 # Super Multica
 
+Super Multica is a distributed AI agent framework and product monorepo.
+It provides a local-first agent runtime plus CLI, gateway, web, and mobile integration surfaces.
+
+What this project does:
+
+- runs AI agent sessions with tools, skills, and persistent session state
+- supports scheduled/automated execution workflows
+- supports both standalone local usage and remote-access client workflows
+
 This repository keeps docs focused on:
 
 1. Development workflow
 2. Testing workflow
 3. Operational process
 
-Architecture and project-description details are intentionally omitted from docs.
-Use source code as the architecture reference.
+Architecture details are still source-of-truth in code, but docs keep minimal project context for onboarding.
 
 ## Quick Start (Workflow)