diff --git a/README.md b/README.md
index 74a2eaf71d..0d4a5d9f61 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# codebase-memory-mcp: local code intelligence for developers and AI agents
+# codebase-memory-mcp: local code intelligence for AI agents via MCP
 
 [![GitHub Release](https://img.shields.io/github/v/release/DeusData/codebase-memory-mcp?style=flat&color=blue)](https://github.com/DeusData/codebase-memory-mcp/releases/latest)
 [![License](https://img.shields.io/badge/license-MIT-green)](LICENSE)
@@ -14,18 +14,19 @@
 [![SLSA 3](https://slsa.dev/images/gh-badge-level3.svg)](https://slsa.dev)
 [![VirusTotal](https://img.shields.io/badge/VirusTotal-scanned_every_release-brightgreen?logo=virustotal)](https://github.com/DeusData/codebase-memory-mcp/releases/latest)
 [![arXiv](https://img.shields.io/badge/arXiv-2603.27277-b31b1b?logo=arxiv)](https://arxiv.org/abs/2603.27277)
+[![Join the community on Discord](https://img.shields.io/badge/Discord-Join_the_community-5865F2?logo=discord&logoColor=white)](https://discord.gg/KguGXxg2X)
 
-**Understand your repository, from source code to the systems around it.** codebase-memory-mcp connects code, documentation, configuration, and infrastructure in a persistent local knowledge graph. Use it to find an unfamiliar feature, follow a call across services, trace a deployment back to its source, or assess which parts of a project a change could affect.
+**Understand your repository, from source code to the systems around it.** codebase-memory-mcp is an MCP server that connects code, documentation, configuration, and infrastructure in a persistent local knowledge graph. Use it to find an unfamiliar feature, follow a call across services, trace a deployment back to its source, or assess which parts of a project a change could affect.
 
-Give your coding agent structural context through [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), query the graph from the CLI, or explore it yourself in **CBM Lens Beta**. Lens brings together an IDE-style source reader, architecture maps, the Galaxy graph, coverage diagnostics, architecture decisions, and optional local code chat.
+Give your coding agent structural context through [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), or query the graph directly from the CLI. **The MCP server is the core of the project.** Its optional visual companion, **CBM Lens, is in open beta (v0.0.1)**, with a source reader, architecture maps, the Galaxy graph, coverage diagnostics, architecture decisions, and local code chat.
 
-The native C backend exposes **17 MCP tools**, parses [languages and file formats](#language-support) with vendored grammars, and adds [Hybrid LSP](#hybrid-lsp) type resolution for supported languages. The installer supports **45 automatic or conditional client integrations**, including client configuration, skills, agent profiles, and applicable hooks. Indexing and graph queries need no hosted service or API key.
+The native C backend exposes **17 MCP tools**, parses [languages and file formats](#language-support) with vendored grammars, and adds [Hybrid LSP](#hybrid-lsp) type resolution for supported languages. The installer supports **45 automatic or conditional client integrations**, including client configuration, skills, agent profiles, and applicable hooks. Indexing and graph queries need no hosted service or API key. Focused graph queries can reduce repeated file reads and token use; see the [measured results](#performance).
 
 [Quick start](#quick-start) · [Capabilities](#features) · [Documentation](#documentation-connected-to-code) · [Infrastructure](#infrastructure-and-deployment) · [Smart CI](#smart-ci-and-test-impact) · [Explore CBM Lens](#cbm-lens-beta-code-visualization-and-source-navigation) · [Agent setup](#agent-setup-skills-profiles-and-hooks) · [MCP tools](#mcp-tools)
 
 > **Local processing:** Source analysis and graph storage run on your machine. CBM Lens can optionally download a model for browser AI after you enable it; inference stays on the device. The installer writes agent configuration for the clients you select. See [Security](#security) for release verification and [SECURITY.md](SECURITY.md) for reporting issues.
 
-**Architecture overview.** Folders become nested platforms, files and symbols become selectable blocks, and arrows show indexed relationships. The recording zooms into the map of this repository, selects `src/pipeline`, opens the area, selects `artifact.c` and opens its source. Height can show source size; hotspot gravity reflects static fan-in. [Still image](docs/images/lens-architecture.png).
+**See the graph with CBM Lens (open beta v0.0.1).** Folders become nested platforms, files and symbols become selectable blocks, and arrows show indexed relationships. The recording zooms into the map of this repository, selects `src/pipeline`, opens the area, selects `artifact.c` and opens its source. Height can show source size; hotspot gravity reflects static fan-in. [Still image](docs/images/lens-architecture.png).
 
 <p align="center">
   <img src="docs/images/lens-overview.gif" alt="CBM Lens Beta architecture walkthrough: zoom into the source folders of this repository, open src/pipeline, select artifact.c and open its source" width="1000">
@@ -56,7 +57,7 @@ These captures show CBM Lens Beta on 12–13 October 2026, using public source f
 
 ## Why codebase-memory-mcp
 
-- **Find the right code with context**: combine symbol, text, and semantic search with callers, dependencies, source snippets, and file outlines. Reduce repeated file exploration; see [Performance](#performance) for scoped measurements.
+- **Find the right code with context**: combine symbol, text, and semantic search with callers, dependencies, source snippets, and file outlines. Targeted queries and compact, paged results can reduce token use and repeated file reads; see [Performance](#performance) for scoped measurements.
 - **Connect documentation to implementation**: index document sections, PDF text pages, architecture decisions, and supported references into code. Find the explanation alongside the symbol.
 - **Follow the system beyond source files**: trace supported relationships through Docker, Kubernetes, Helm, Kustomize, Terraform/OpenTofu, Terragrunt, Ansible, scripts, Make, and CI configuration.
 - **Understand a change before running it**: inspect affected symbols, compare indexed snapshots, and find related tests. [Experimental Smart CI](#smart-ci-and-test-impact) combines static relationships and per-test coverage for supported C/C++ test harnesses, falling back to broader runs when evidence is insufficient.
@@ -168,7 +169,7 @@ The ordinary `cli` mode runs one command locally, but it is not disconnected fro
 
 ### CBM Lens Beta: code visualization and source navigation
 
-CBM Lens Beta is the browser interface included in standard native releases and UI-enabled source builds. It builds on [CodeAtlasWeb](graph-ui/README.md) by [Bernhard Jackiewicz](https://github.com/BernhardJackiewicz) (design and tracking in #1964). Lens is served on loopback. Browser AI downloads its optional model only after you enable it; inference stays on-device. Each panel names where its facts come from, and what the index did not record is shown as a gap. Start the local server:
+**CBM Lens is an optional visual companion to the MCP server, currently in open beta (v0.0.1).** Its browser interface is included in standard native releases and UI-enabled source builds. It builds on [CodeAtlasWeb](graph-ui/README.md) by [Bernhard Jackiewicz](https://github.com/BernhardJackiewicz) (design and tracking in #1964). Lens is served on loopback. Browser AI downloads its optional model only after you enable it; inference stays on-device. Each panel names where its facts come from, and what the index did not record is shown as a gap. Start the local server:
 
 ```bash
 codebase-memory-mcp daemon start --open --port=9749
@@ -469,9 +470,9 @@ Published backend benchmarks on Apple M3 Pro. These are separate from the CBM Le
 
 **RAM-first pipeline**: All indexing runs in memory (LZ4 HC compressed read, in-memory SQLite, single dump at end). Memory is released back to the OS after indexing completes.
 
-**Token efficiency, within the reported workloads**: The project's [original README report](https://github.com/DeusData/codebase-memory-mcp/blob/4ff6feeab639c4668da0f491930326ed5ec63093/README.md#performance) lists ~3,400 tokens for five structural queries via codebase-memory-mcp versus ~412,000 via file-by-file exploration: approximately **120× fewer tokens** for that comparison. The separate [31-repository preprint](https://arxiv.org/html/2603.27277v1#S4.SS1) reports **10× lower token use** and **2.1× fewer tool calls**, with answer-quality scores of **83% for CBM versus 92% for file-by-file exploration**. These are scoped backend measurements, not a promised saving for every task or a benchmark of CBM Lens. Actual savings depend on the question, repository, agent, and required verification. The study's [system-performance measurements](https://arxiv.org/html/2603.27277v1#S4.SS3) include the Linux indexing and Cypher timings above.
+**More focused context, fewer tokens**: The project's [31-repository preprint](https://arxiv.org/html/2603.27277v1#S4.SS1) reports **10× lower token use** and **2.1× fewer tool calls** compared with file-by-file exploration. These March 2026 backend measurements cover the study's workloads and agent setup; the paper documents the full evaluation. An earlier [five-query comparison](https://github.com/DeusData/codebase-memory-mcp/blob/4ff6feeab639c4668da0f491930326ed5ec63093/README.md#performance) reported ~3,400 versus ~412,000 tokens for structural queries. The study's [system-performance measurements](https://arxiv.org/html/2603.27277v1#S4.SS3) include the Linux indexing and Cypher timings above.
 
-To measure comparable quality, latency, and agent-efficiency metrics on your own workload, see [Measuring quality, latency, and agent savings](docs/MEASURING_SAVINGS.md). Exact reproduction of the figures above requires the original inputs and raw artifacts.
+Explore the [measurement guide](docs/MEASURING_SAVINGS.md) to evaluate quality, latency and token use on your own workload.
 
 ## Troubleshooting & Diagnostics
 
@@ -1130,6 +1131,10 @@ The [v0.11.0 release notes](https://github.com/DeusData/codebase-memory-mcp/rele
 
 The release also publishes [candidate scan results](https://github.com/DeusData/codebase-memory-mcp/releases/download/v0.11.0/virustotal-candidate-results.tsv), [binary provenance](https://github.com/DeusData/codebase-memory-mcp/releases/download/v0.11.0/release-candidates.tsv), and [selection records](https://github.com/DeusData/codebase-memory-mcp/releases/download/v0.11.0/release-selection.tsv). For subsequent versions, use the scan evidence linked from the [latest release](https://github.com/DeusData/codebase-memory-mcp/releases/latest).
 
+## Help shape what comes next
+
+The next idea could be yours. We invite the OSS community to bring ideas, tricky integration questions, and feedback to [our Discord community](https://discord.gg/KguGXxg2X). When a direct conversation works better, reach out to **DeusData** or the project's co-developers there. Let's build what comes next together.
+
 ## License
 
 MIT
diff --git a/docs/index.html b/docs/index.html
index 2c48b39101..1718b3dd27 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -3,55 +3,103 @@
 <head>
     <meta charset="UTF-8">
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Codebase Memory — Connect your code, docs and infrastructure</title>
-    <meta name="description" content="Local code intelligence for developers and AI agents. Connect code, documentation and infrastructure in a persistent graph. Explore CBM Lens, query 17 MCP tools, configure agent integrations, and investigate change and test impact.">
+    <title>Codebase Memory — Local Code Intelligence &amp; MCP</title>
+    <meta name="description" content="A local MCP server for AI coding agents. Connect code, docs and infrastructure in a persistent knowledge graph, with 17 tools and native CLI access.">
     <meta name="author" content="DeusData">
     <meta name="robots" content="index, follow, max-image-preview:large, max-snippet:-1">
     <meta name="theme-color" content="#0a0e0d">
-    <meta property="og:title" content="Codebase Memory — Understand the whole repository">
-    <meta property="og:description" content="Connect code, docs and infrastructure. Explore the graph in CBM Lens, give your agent structural context, and follow the impact of a change.">
+    <meta property="og:title" content="Codebase Memory — Local Code Intelligence &amp; MCP">
+    <meta property="og:description" content="A local MCP server for AI coding agents. Connect code, docs and infrastructure in a persistent knowledge graph, with 17 tools and native CLI access.">
     <meta property="og:type" content="website">
     <meta property="og:url" content="https://deusdata.github.io/codebase-memory-mcp/">
     <meta property="og:image" content="https://deusdata.github.io/codebase-memory-mcp/images/lens-architecture.png">
     <meta property="og:image:alt" content="CBM Lens architecture view of the codebase-memory-mcp repository">
+    <meta property="og:image:width" content="1440">
+    <meta property="og:image:height" content="900">
+    <meta property="og:locale" content="en_US">
     <meta property="og:site_name" content="Codebase Memory">
     <meta name="twitter:card" content="summary_large_image">
-    <meta name="twitter:title" content="Codebase Memory — Understand the whole repository">
-    <meta name="twitter:description" content="Local code intelligence for developers and AI agents. Code, docs, infrastructure, CBM Lens and experimental Smart CI.">
+    <meta name="twitter:title" content="Codebase Memory — Local Code Intelligence &amp; MCP">
+    <meta name="twitter:description" content="A local MCP server for AI coding agents. Connect code, docs and infrastructure in a persistent knowledge graph, with 17 tools and native CLI access.">
     <meta name="twitter:image" content="https://deusdata.github.io/codebase-memory-mcp/images/lens-architecture.png">
+    <meta name="twitter:image:alt" content="CBM Lens architecture view of the codebase-memory-mcp repository">
     <link rel="canonical" href="https://deusdata.github.io/codebase-memory-mcp/">
+    <link rel="alternate" type="text/plain" href="llms.txt" title="Codebase Memory facts and documentation">
     <link rel="icon" href="data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 32 32'%3E%3Crect width='32' height='32' rx='6' fill='%230a0e0d'/%3E%3Cg stroke='%2333ff99' stroke-width='2'%3E%3Cpath d='M9 9L23 16L10 24Z' fill='none'/%3E%3C/g%3E%3Cg fill='%2333ff99'%3E%3Ccircle cx='9' cy='9' r='3.5'/%3E%3Ccircle cx='23' cy='16' r='3.5'/%3E%3Ccircle cx='10' cy='24' r='3.5'/%3E%3C/g%3E%3C/svg%3E">
     <script type="application/ld+json">
     {
       "@context": "https://schema.org",
-      "@type": "SoftwareApplication",
-      "name": "codebase-memory-mcp",
-      "alternateName": "Codebase Memory",
-      "applicationCategory": "DeveloperApplication",
-      "operatingSystem": "macOS, Linux, Windows",
-      "description": "Local code intelligence connecting source code, documentation and infrastructure in a persistent knowledge graph, with CBM Lens, MCP tools, agent integrations and experimental C/C++ test selection.",
-      "url": "https://deusdata.github.io/codebase-memory-mcp/",
-      "downloadUrl": "https://github.com/DeusData/codebase-memory-mcp/releases/latest",
-      "codeRepository": "https://github.com/DeusData/codebase-memory-mcp",
-      "programmingLanguage": "C",
-      "license": "https://opensource.org/licenses/MIT",
-      "isAccessibleForFree": true,
-      "offers": { "@type": "Offer", "price": "0", "priceCurrency": "USD" },
-      "featureList": [
-        "Persistent local graph of code, documentation and infrastructure",
-        "Structural, full-text and local semantic search",
-        "Hybrid LSP semantic type resolution for supported language families",
-        "17 MCP tools, CLI access and Cypher graph queries",
-        "CBM Lens source navigation, architecture maps and Galaxy graph",
-        "Documentation sections, PDF text pages and architecture decision records",
-        "Static infrastructure, deployment and configuration relationships",
-        "Cross-service and cross-repository linking",
-        "Change impact, coverage diagnostics and optional runtime trace ingestion",
-        "Experimental C/C++ test selection using static relationships and admitted per-test coverage",
-        "45 automatic/conditional client surfaces with client-specific setup",
-        "Optional browser AI with on-device inference"
-      ],
-      "author": { "@type": "Organization", "name": "DeusData", "url": "https://github.com/DeusData" }
+      "@graph": [
+        {
+          "@type": "WebPage",
+          "@id": "https://deusdata.github.io/codebase-memory-mcp/#webpage",
+          "url": "https://deusdata.github.io/codebase-memory-mcp/",
+          "name": "Codebase Memory — Local Code Intelligence & MCP",
+          "description": "A local MCP server for AI coding agents. Connect code, docs and infrastructure in a persistent knowledge graph, with 17 tools and native CLI access.",
+          "inLanguage": "en",
+          "mainEntity": {
+            "@id": "https://deusdata.github.io/codebase-memory-mcp/#software"
+          }
+        },
+        {
+          "@type": "SoftwareApplication",
+          "name": "Codebase Memory",
+          "alternateName": [
+            "codebase-memory-mcp",
+            "CBM"
+          ],
+          "applicationCategory": "DeveloperApplication",
+          "operatingSystem": "macOS, Linux, Windows",
+          "description": "A local MCP server for AI coding agents. Connect code, docs and infrastructure in a persistent knowledge graph, with 17 tools and native CLI access.",
+          "url": "https://deusdata.github.io/codebase-memory-mcp/",
+          "downloadUrl": "https://github.com/DeusData/codebase-memory-mcp/releases/latest",
+          "license": "https://opensource.org/licenses/MIT",
+          "isAccessibleForFree": true,
+          "offers": {
+            "@type": "Offer",
+            "price": "0",
+            "priceCurrency": "USD"
+          },
+          "featureList": [
+            "Persistent local graph of code, documentation and infrastructure",
+            "Structural, full-text and local semantic search",
+            "Hybrid LSP semantic type resolution for supported language families",
+            "17 MCP tools, CLI access and Cypher graph queries",
+            "Optional CBM Lens visual companion: source navigation, architecture maps and Galaxy graph (open beta)",
+            "Documentation sections, PDF text pages and architecture decision records",
+            "Static infrastructure, deployment and configuration relationships",
+            "Cross-service and cross-repository linking",
+            "Change impact, coverage diagnostics and optional runtime trace ingestion",
+            "Experimental C/C++ test selection using static relationships and admitted per-test coverage",
+            "45 automatic/conditional client surfaces with client-specific setup",
+            "Optional browser AI with on-device inference"
+          ],
+          "author": {
+            "@type": "Organization",
+            "name": "DeusData",
+            "url": "https://github.com/DeusData"
+          },
+          "@id": "https://deusdata.github.io/codebase-memory-mcp/#software",
+          "image": "https://deusdata.github.io/codebase-memory-mcp/images/lens-architecture.png",
+          "mainEntityOfPage": {
+            "@id": "https://deusdata.github.io/codebase-memory-mcp/#webpage"
+          },
+          "isBasedOn": {
+            "@id": "https://deusdata.github.io/codebase-memory-mcp/#source"
+          }
+        },
+        {
+          "@type": "SoftwareSourceCode",
+          "@id": "https://deusdata.github.io/codebase-memory-mcp/#source",
+          "name": "codebase-memory-mcp",
+          "codeRepository": "https://github.com/DeusData/codebase-memory-mcp",
+          "programmingLanguage": "C",
+          "license": "https://opensource.org/licenses/MIT",
+          "targetProduct": {
+            "@id": "https://deusdata.github.io/codebase-memory-mcp/#software"
+          }
+        }
+      ]
     }
     </script>
     <style>
@@ -85,10 +133,16 @@
         .nav { display: flex; align-items: center; justify-content: space-between; min-height: 76px; gap: 28px; }
         .brand { display: flex; align-items: center; gap: 10px; font-weight: 600; color: var(--text); letter-spacing: -.025em; white-space: nowrap; }
         .brand svg { width: 27px; height: 27px; color: var(--green); }
-        .nav-links { display: flex; gap: 28px; align-items: center; font-size: 13px; }
+        .nav-links { display: flex; gap: 24px; align-items: center; margin-left: auto; font-size: 13px; white-space: nowrap; }
         .nav-links a { color: var(--muted); }
         .nav-links a:hover { color: var(--green); }
-        .nav-links .nav-install { border: 1px solid var(--line); border-radius: 6px; padding: 8px 15px; color: var(--text); }
+        .nav-actions, .community-badges { display: flex; align-items: center; gap: 10px; }
+        .community-link, .nav-install { display: inline-flex; align-items: center; justify-content: center; gap: 7px; min-height: 40px; padding: 8px 13px; border: 1px solid var(--line); border-radius: 6px; font-size: 12px; font-weight: 500; white-space: nowrap; }
+        .community-link { color: var(--muted); background: var(--panel); }
+        .community-link svg { width: 16px; height: 16px; flex: none; color: var(--green); }
+        .nav-install { color: var(--green); background: var(--selected); }
+        .community-link:hover, .nav-install:hover { color: var(--text); border-color: var(--green); text-decoration: none; }
+        @media (max-width: 950px) { .nav-links { display: none; } }
         .eyebrow { font-family: var(--mono); font-size: 11px; font-weight: 500; letter-spacing: .12em; text-transform: uppercase; color: var(--green); margin-bottom: 23px; }
         .hero { padding: 80px 0 0; }
         .hero-top { display: grid; grid-template-columns: 1fr 270px; gap: 65px; align-items: end; }
@@ -203,7 +257,6 @@
         @media (max-width: 950px) {
             .hero-top { grid-template-columns: 1fr; gap: 25px; }
             .hero-aside { display: none; }
-            .nav-links { gap: 17px; }
             .section-head { align-items: start; gap: 30px; }
             .section-head p { max-width: 300px; }
             .connection-grid { gap: 24px; }
@@ -215,12 +268,15 @@
         }
         @media (max-width: 680px) {
             .container { width: calc(100% - 36px); }
-            .nav { min-height: 65px; gap: 12px; }
+            html { scroll-padding-top: 140px; }
+            .nav { display: grid; grid-template-columns: 1fr auto; gap: 10px; padding: 12px 0; }
+            .nav .brand { grid-column: 1; grid-row: 1; }
+            .nav-actions { display: contents; }
+            .nav-install { grid-column: 2; grid-row: 1; }
+            .community-badges { grid-column: 1 / -1; grid-row: 2; }
+            .community-link { flex: 1; }
             .brand { font-size: 14px; }
             .brand svg { width: 23px; }
-            .nav-links { gap: 12px; font-size: 12px; }
-            .nav-links .desktop-link { display: none; }
-            .nav-links .nav-install { padding: 7px 12px; }
             .hero { padding-top: 50px; }
             h1 { font-size: clamp(42px, 10.5vw, 64px); }
             .hero-intro { font-size: 17px; }
@@ -267,10 +323,15 @@
             Codebase Memory
         </a>
         <div class="nav-links">
-            <a class="desktop-link" href="#features">Capabilities</a>
-            <a class="desktop-link" href="#lens">CBM Lens</a>
-            <a class="desktop-link" href="#smart-ci">Smart CI</a>
-            <a href="https://github.com/DeusData/codebase-memory-mcp">GitHub ↗</a>
+            <a href="#features">Capabilities</a>
+            <a href="#lens">Lens beta</a>
+            <a href="#smart-ci">Smart CI</a>
+        </div>
+        <div class="nav-actions">
+            <div class="community-badges" role="group" aria-label="Community links">
+                <a class="community-link" href="https://discord.gg/KguGXxg2X" title="Join the community on Discord"><svg viewBox="0 0 16 16" aria-hidden="true" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"><path d="M3 2.5h10v8H7l-3.5 3v-3H3z"/><path d="M5.5 5.5h5M5.5 8h3"/></svg>Discord</a>
+                <a class="community-link" href="https://github.com/DeusData/codebase-memory-mcp" title="Star Codebase Memory on GitHub"><svg viewBox="0 0 16 16" aria-hidden="true" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"><path d="m8 1.5 2 4.1 4.5.7-3.3 3.2.8 4.5L8 11.9 4 14l.8-4.5L1.5 6.3l4.5-.7z"/></svg>Star on GitHub</a>
+            </div>
             <a class="nav-install" href="#install">Get started</a>
         </div>
     </nav>
@@ -279,28 +340,29 @@
     <section class="hero" id="what-is-it">
         <div class="hero-top">
             <div>
-                <p class="eyebrow">Local code intelligence · Open source</p>
+                <p class="eyebrow">Local MCP server · Open source</p>
                 <h1>Understand the<br><span>whole repository.</span></h1>
-                <p class="hero-intro">Your code, documentation and infrastructure, connected in one persistent graph. Give your agent structural context. Follow the evidence yourself in CBM Lens.</p>
+                <p class="hero-intro">Codebase Memory (CBM) is an open-source server for the Model Context Protocol (MCP). Give your AI coding agent a persistent knowledge graph of code, documentation and infrastructure. Search symbols, trace relationships and retrieve source evidence through 17 MCP tools.</p>
+                <p>Focused graph queries help reduce repeated code reading and token use. <a href="#token-savings">See the evidence →</a></p>
                 <div class="actions">
-                    <a class="button primary" href="#install">Install Codebase Memory <span aria-hidden="true">↗</span></a>
-                    <a class="button" href="#lens">Explore CBM Lens <span aria-hidden="true">↓</span></a>
+                    <a class="button primary" href="#install">Install the MCP server <span aria-hidden="true">↗</span></a>
+                    <a class="button" href="#features">Explore the MCP tools <span aria-hidden="true">↓</span></a>
                 </div>
                 <p class="hero-note">macOS · Linux · Windows &nbsp;/&nbsp; Native C · MIT licensed</p>
             </div>
             <div class="hero-aside">
-                <strong>For your agent</strong><p>Precise graph queries, source evidence and coverage checks through MCP.</p>
-                <strong>For you</strong><p>Source navigation, architecture maps and a visible path from question to code.</p>
+                <strong>For your agent</strong><p>17 MCP tools, source evidence and coverage checks, with client-specific skills, profiles and hooks.</p>
+                <strong>For your workflow</strong><p>Native CLI access, persistent indexes and optional visual exploration in Lens.</p>
             </div>
         </div>
         <figure class="product-shot">
-            <div class="shot-bar"><span class="live">CBM LENS BETA</span><span class="shot-path">codebase-memory-mcp / architecture</span><span>LOCAL WORKSPACE</span></div>
-            <a href="images/lens-architecture.png" aria-label="View the full CBM Lens architecture screenshot"><img src="images/lens-architecture.png" alt="CBM Lens architecture map showing the source folders of codebase-memory-mcp" fetchpriority="high"></a>
-            <figcaption>CBM Lens, exploring this repository. Real product captures from October 2026. <a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/images/README.md">Capture details ↗</a></figcaption>
+            <div class="shot-bar"><span class="live">CBM LENS · OPEN BETA v0.0.1</span><span class="shot-path">codebase-memory-mcp / architecture</span><span>LOCAL WORKSPACE</span></div>
+            <a href="images/lens-overview.gif" aria-label="View the full CBM Lens architecture walkthrough"><picture><source media="(prefers-reduced-motion: reduce)" srcset="images/lens-architecture.png" width="1440" height="900"><img src="images/lens-overview.gif" width="960" height="600" alt="CBM Lens architecture walkthrough: explore the source folders, open src/pipeline, select artifact.c and read its source" fetchpriority="high"></picture></a>
+            <figcaption>See the MCP server’s graph through CBM Lens, its optional visual companion. Open beta v0.0.1, captured in October 2026. <a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/images/README.md">Capture details ↗</a></figcaption>
         </figure>
         <div class="facts" aria-label="Project at a glance">
             <div><strong>One connected graph</strong><span>Source, docs and infrastructure</span></div>
-            <div><strong>17 MCP tools</strong><span>Plus a CLI and CBM Lens</span></div>
+            <div><strong>17 MCP tools</strong><span>Plus native CLI access</span></div>
             <div><strong>45 client surfaces</strong><span>Automatic or conditional setup</span></div>
             <div><strong>Local processing</strong><span>Your index stays on your machine</span></div>
         </div>
@@ -337,31 +399,10 @@ <h1>Understand the<br><span>whole repository.</span></h1>
         <p class="fine">Relationships come from supported source forms. Dynamic values and unresolved references can leave gaps; PDF extraction requires a text layer and does not perform OCR.</p>
     </section>
 
-    <section class="section" id="lens">
-        <div class="section-head">
-            <div><p class="eyebrow">CBM Lens Beta</p><h2>A workspace for<br>understanding your code.</h2></div>
-            <p>Included in standard native releases. Open the local browser interface and move from the shape of a system to the source behind a symbol.</p>
-        </div>
-        <div class="lens-grid">
-            <figure><a href="images/lens-explore.jpg" aria-label="View the full CBM Lens source navigation screenshot"><img src="images/lens-explore.jpg" alt="Lens source reader beside the file impact summary and graph dependencies for limits.c" loading="lazy"></a><figcaption>Source navigation with indexed relationships and impact context.</figcaption></figure>
-            <div class="lens-copy">
-                <div><h3>Read code in context</h3><p>Browse files and symbols, inspect callers and dependencies, and keep the relevant source beside the graph.</p></div>
-                <div><h3>See the shape of the system</h3><p>Explore architecture, system structure and the Galaxy graph. Inspect coverage diagnostics and architecture decisions from the same workspace.</p></div>
-            </div>
-        </div>
-        <div class="gallery">
-            <figure><a href="images/lens-galaxy.jpg" aria-label="View the full Lens Galaxy screenshot"><img src="images/lens-galaxy.jpg" alt="CBM Lens Galaxy graph for exploring symbols and relationships" loading="lazy"></a><figcaption><strong>Follow the connections</strong>Search and expand the Galaxy graph.</figcaption></figure>
-            <figure><a href="images/lens-system-structure.png" aria-label="View the full Lens system structure screenshot"><img src="images/lens-system-structure.png" alt="CBM Lens system structure showing source groups and their dependencies" loading="lazy"></a><figcaption><strong>Inspect system structure</strong>See source groups and dependencies.</figcaption></figure>
-            <figure><a href="images/lens-chat.png" aria-label="View the full Lens local chat screenshot"><img src="images/lens-chat.png" alt="CBM Lens optional local chat explaining selected source using indexed facts" loading="lazy"></a><figcaption><strong>Ask about selected code</strong>Optional browser AI, with on-device inference.</figcaption></figure>
-        </div>
-        <p class="fine">Lens is served on loopback. Browser AI downloads its optional model after you enable it. Its explanations should be checked against the displayed source.</p>
-        <a class="source-link" href="https://github.com/DeusData/codebase-memory-mcp#cbm-lens-beta-code-visualization-and-source-navigation">Read the Lens guide and watch the walkthroughs →</a>
-    </section>
-
     <section class="section" id="features">
         <div class="section-head">
             <div><p class="eyebrow">Code intelligence</p><h2>Ask better questions<br>of your repository.</h2></div>
-            <p>Use the same persistent graph through your coding agent, the CLI or Lens. Open source evidence whenever a result needs verification.</p>
+            <p>Give your coding agent structural context through 17 MCP tools. Query the same graph from the CLI and open source evidence whenever a result needs verification.</p>
         </div>
         <article class="feature-row" id="semantic-search"><h3>Find the right starting point</h3><div><p>Search by symbol, structure, text or meaning. Combine regex and graph filters, BM25 full-text search, and local semantic search to find relevant code even when the wording differs.</p><div class="tags"><span class="tag">search_graph</span><span class="tag">search_code</span><span class="tag">get_file_outline</span></div></div></article>
         <article class="feature-row" id="hybrid-lsp"><h3>Follow actual relationships</h3><div><p>Tree-sitter parsing and Hybrid LSP resolution build call and dependency relationships for supported languages. Trace callers, callees, data flow and supported cross-service links; query more complex patterns with Cypher.</p><p>Language and framework coverage varies. <a href="https://github.com/DeusData/codebase-memory-mcp#language-support">Check the support matrix →</a></p></div></article>
@@ -399,8 +440,29 @@ <h1>Understand the<br><span>whole repository.</span></h1>
         </details>
     </section>
 
+    <section class="section" id="lens">
+        <div class="section-head">
+            <div><p class="eyebrow">CBM Lens · Open beta v0.0.1</p><h2>A visual companion<br>to the MCP server.</h2></div>
+            <p>An optional way to explore the same graph your agent queries. Included in standard native releases, with source navigation, architecture maps and the Galaxy view.</p>
+        </div>
+        <div class="lens-grid">
+            <figure><a href="images/lens-explore.jpg" aria-label="View the full CBM Lens source navigation screenshot"><img src="images/lens-explore.jpg" width="1280" height="720" alt="Lens source reader beside the file impact summary and graph dependencies for limits.c" loading="lazy"></a><figcaption>Source navigation with indexed relationships and impact context.</figcaption></figure>
+            <div class="lens-copy">
+                <div><h3>Read code in context</h3><p>Browse files and symbols, inspect callers and dependencies, and keep the relevant source beside the graph.</p></div>
+                <div><h3>See the shape of the system</h3><p>Explore architecture, system structure and the Galaxy graph. Inspect coverage diagnostics and architecture decisions from the same workspace.</p></div>
+            </div>
+        </div>
+        <div class="gallery">
+            <figure><a href="images/lens-galaxy.gif" aria-label="View the full CBM Lens Galaxy walkthrough"><picture><source media="(prefers-reduced-motion: reduce)" srcset="images/lens-galaxy.jpg" width="1280" height="720"><img src="images/lens-galaxy.gif" width="960" height="600" alt="CBM Lens Galaxy walkthrough: search a function, expand its outgoing calls and follow a path through the graph" loading="lazy"></picture></a><figcaption><strong>Follow the connections</strong>Search, expand connections and follow paths.</figcaption></figure>
+            <figure><a href="images/lens-system-structure.png" aria-label="View the full Lens system structure screenshot"><img src="images/lens-system-structure.png" width="1440" height="900" alt="CBM Lens system structure showing source groups and their dependencies" loading="lazy"></a><figcaption><strong>Inspect system structure</strong>See source groups and dependencies.</figcaption></figure>
+            <figure><a href="images/lens-chat.gif" aria-label="View the full Lens local chat walkthrough"><picture><source media="(prefers-reduced-motion: reduce)" srcset="images/lens-chat.png" width="1440" height="1200"><img src="images/lens-chat.gif" width="960" height="600" alt="CBM Lens local chat walkthrough: ask about a selected symbol and its callers using indexed source facts" loading="lazy"></picture></a><figcaption><strong>Ask about selected code</strong>Optional browser AI, with on-device inference.</figcaption></figure>
+        </div>
+        <p class="fine">Lens is served on loopback. Browser AI downloads its optional model after you enable it. Its explanations should be checked against the displayed source.</p>
+        <a class="source-link" href="https://github.com/DeusData/codebase-memory-mcp#cbm-lens-beta-code-visualization-and-source-navigation">Read the Lens guide and watch the walkthroughs →</a>
+    </section>
+
     <section class="section" id="install">
-        <div class="section-head"><div><p class="eyebrow">Get started</p><h2>Install. Index. Explore.</h2></div><p>Standard native releases include CBM Lens. The native runtime needs no Docker or language runtime; the core indexer and graph queries need no API key.</p></div>
+        <div class="section-head"><div><p class="eyebrow">Get started</p><h2>Install. Index. Explore.</h2></div><p>Install the MCP server and configure your coding agent. The native runtime needs no Docker or language runtime; indexing and graph queries need no API key. Standard releases also include the optional Lens open beta.</p></div>
         <div class="split">
             <div><div class="terminal"><div class="terminal-head">TERMINAL · macOS / Linux</div><pre><code><span class="comment"># Install the native release and agent integrations</span>
 <span class="command">curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bash</span>
@@ -408,18 +470,20 @@ <h1>Understand the<br><span>whole repository.</span></h1>
 <span class="comment"># Restart your agent, then ask:</span>
 "Index this project"
 
-<span class="comment"># Open CBM Lens in your browser</span>
+<span class="comment"># Optional: open CBM Lens (open beta)</span>
 <span class="command">codebase-memory-mcp daemon start --open</span></code></pre></div><div class="install-links"><a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/install.sh">Inspect the installer ↗</a><a href="https://github.com/DeusData/codebase-memory-mcp#quick-start">Windows / PowerShell ↗</a><a href="https://github.com/DeusData/codebase-memory-mcp#installation">Other installation methods ↗</a></div></div>
             <div class="install-copy"><h3>Your machine. Your index.</h3><p>Source analysis and graph storage run locally. Native releases contain the executable and authenticated release-owned assets, including the Lens frontend and agent integration templates.</p><p>Use native packages or the npm, PyPI and Go wrappers. Package wrappers use their respective runtimes. Nix and source builds also offer builds without the UI.</p><p>Choose the clients you want to configure, restart them after installation, then build your first index.</p><a class="button" href="https://github.com/DeusData/codebase-memory-mcp/releases/latest">Download the latest release <span aria-hidden="true">↗</span></a></div>
         </div>
     </section>
 
     <section class="section" id="performance">
-        <div class="evidence" id="benchmark"><div><p class="eyebrow">Performance and research</p><h2>Useful context.<br>Measurable tradeoffs.</h2></div><div><p>Focused graph queries can reduce repeated file exploration. The result depends on the repository, the question, the agent and how much source verification the task needs.</p><p>Published benchmarks describe specific workloads, hardware and answer-quality tradeoffs. They are backend measurements, not a promise of a fixed saving or a benchmark of CBM Lens.</p><div class="evidence-links"><a href="https://github.com/DeusData/codebase-memory-mcp#performance">Results and limitations ↗</a><a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/BENCHMARK.md">Benchmark methodology ↗</a><a href="https://arxiv.org/abs/2603.27277">Research paper ↗</a></div></div></div>
+        <div class="evidence" id="benchmark"><div><p class="eyebrow">Performance and research</p><h2>More useful context.<br>Less repeated work.</h2></div><div><p id="token-savings">Reuse the graph to find relevant symbols, follow relationships and retrieve focused source snippets. Compact, paged results help keep repeated repository exploration out of your agent’s context window.</p><p>Our <a href="https://arxiv.org/abs/2603.27277v1">March 2026 preprint</a> reports <strong>10× lower token use</strong> and <strong>2.1× fewer tool calls</strong> across 31 repositories compared with file-by-file exploration.</p><p>These measurements cover the study’s backend workloads from March 2026. See the paper for the evaluation setup and full results.</p><div class="evidence-links"><a href="https://github.com/DeusData/codebase-memory-mcp#performance">Token-use results ↗</a><a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/BENCHMARK.md">Indexing benchmarks ↗</a><a href="https://arxiv.org/abs/2603.27277">Research paper ↗</a></div></div></div>
     </section>
 
     <section class="section" id="faq">
-        <div class="faq"><p class="eyebrow">A few practical details</p><h2>Before you start.</h2>
+        <div class="faq"><p class="eyebrow">Common questions</p><h2>Is Codebase Memory<br>right for your workflow?</h2>
+            <details><summary>When should I use Codebase Memory?</summary><p>Choose CBM when your coding agent needs a persistent local graph of code, docs and infrastructure. The MCP server brings structural search, source evidence, agent integrations and experimental test selection into one open-source package. The CLI provides direct access, and CBM Lens adds an optional visual workspace in open beta. Native releases run on macOS, Linux and Windows without Docker or a language runtime. <a href="#features">Explore the capabilities</a> and <a href="#smart-ci">Smart CI’s current scope</a>.</p></details>
+            <details><summary>How does Codebase Memory reduce AI token use?</summary><p>Your agent can query indexed relationships and retrieve the relevant symbols or source snippets instead of repeatedly exploring whole files. Compact results and pagination control how much context each query returns. The benefit depends on the task; <a href="#token-savings">explore the published token-use measurements</a>.</p></details>
             <details><summary>Does Codebase Memory send my source code anywhere?</summary><p>The backend indexes source and stores and queries its graph locally. Your coding agent has its own data-handling settings. Lens can optionally download a browser model after you enable it, with inference on-device. Installers and update checks use the network to obtain releases and assets.</p></details>
             <details><summary>How does the index stay current?</summary><p>Incremental indexing updates changed files. With auto-watch enabled, an eligible active MCP session can watch an already indexed project. Automatic first indexing is a separate opt-in setting. The local UI daemon is not a promise of a permanent background watcher.</p></details>
             <details><summary>How much language coverage is available?</summary><p>Bundled tree-sitter grammars cover a broad range of languages and formats. Supported language families also have Hybrid LSP semantic resolution. Extraction depth, type resolution and framework relationships vary; the <a href="https://github.com/DeusData/codebase-memory-mcp#language-support">language support matrix</a> describes the details.</p></details>
@@ -436,7 +500,7 @@ <h1>Understand the<br><span>whole repository.</span></h1>
         <a class="source-link" href="https://github.com/DeusData/codebase-memory-mcp/releases">View all releases on GitHub →</a>
     </section>
 </main>
-<footer><div class="container footer-inner"><div><a class="brand" href="#main">Codebase Memory</a><p>Local code intelligence. Open source, MIT licensed.</p></div><div class="footer-links"><a href="https://github.com/DeusData/codebase-memory-mcp">GitHub</a><a href="https://github.com/DeusData/codebase-memory-mcp#readme">Documentation</a><a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/SECURITY.md">Security</a><a href="llms.txt">llms.txt</a></div></div></footer>
+<footer><div class="container footer-inner"><div><a class="brand" href="#main">Codebase Memory</a><p>Local code intelligence. Open source, MIT licensed.</p></div><div class="footer-links"><a href="https://discord.gg/KguGXxg2X">Discord</a><a href="https://github.com/DeusData/codebase-memory-mcp">GitHub</a><a href="https://github.com/DeusData/codebase-memory-mcp#readme">Documentation</a><a href="https://github.com/DeusData/codebase-memory-mcp/blob/main/SECURITY.md">Security</a><a href="llms.txt">llms.txt</a></div></div></footer>
 
 <script>
     (function () {
diff --git a/docs/llms.txt b/docs/llms.txt
index ba3c3dc250..83829939fc 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -1,6 +1,6 @@
 # codebase-memory-mcp
 
-> Local code intelligence for developers and AI agents. Connect code, documentation, configuration, and infrastructure in a persistent knowledge graph. Search for a feature, follow callers and dependencies, trace services and deployments, inspect change impact, and explore the evidence in CBM Lens. Access the same backend through MCP or the CLI. Indexing, graph queries, and semantic embeddings run locally without a hosted service or API key; Lens optionally downloads a browser model after opt-in for on-device code chat.
+> Codebase Memory is an open-source local MCP server for AI coding agents. It connects code, documentation, configuration, and infrastructure in a persistent knowledge graph, with 17 MCP tools and native CLI access. Search for a feature, follow callers and dependencies, trace services and deployments, and inspect change impact. Indexing, graph queries, and semantic embeddings run locally without a hosted service or API key. CBM Lens is the optional visual companion, currently in open beta (v0.0.1); its optional browser model supports on-device code chat after an opt-in download.
 
 ## Capabilities
 
@@ -13,9 +13,10 @@
 - Change impact: detect_changes maps diffs to affected symbols and investigates related tests with scope: "tests"; compare_graphs compares indexed snapshots.
 - Smart CI (experimental): repository-specific changed-file rules select CI jobs; test-impact select combines static reachability, changed tests, and admitted per-test coverage to select tests. Narrowing supports C/C++ family code with supported test-harness conventions and an explicitly configured runner. Missing or doubtful evidence broadens the selection or runs all tests. Other indexed languages are not automatically supported for test narrowing. test-impact publish creates the baseline graph-and-coverage bundle. Start in shadow mode; consult the guide for version requirements.
 - Architecture decisions and runtime evidence: manage_adr stores the project's decision record; ingest_traces adds separately collected observed call relationships alongside static analysis.
-- CBM Lens Beta: local browser interface with source exploration, Galaxy graph navigation, architecture and behavior views, ADR editing, index-coverage diagnostics, daemon/system information, and optional local code chat. Static graph animations are not live execution traces. Activity overlays are experimental source-build features, not a standard-release promise.
+- CBM Lens open beta (v0.0.1): optional visual companion to the MCP server, with a local browser interface with source exploration, Galaxy graph navigation, architecture and behavior views, ADR editing, index-coverage diagnostics, daemon/system information, and optional local code chat. Static graph animations are not live execution traces. Activity overlays are experimental source-build features, not a standard-release promise.
 - Agent integrations: 45 automatic or conditional client surfaces. Installation configures supported MCP entries, durable instructions, skills, Scout/Verify/Auditor profiles, and applicable session, compaction, search, and read hooks. Coverage and activation vary by client and platform. Hooks provide context without blocking or replacing the user's tool call; some clients require trust or use parent-agent handoff instead.
 - Persistent operation: a per-account daemon coordinates sessions and indexing. Existing indexes can stay synchronized during eligible active MCP sessions; initial auto-indexing is separately opt-in. Optional team graph artifacts share a baseline while each user keeps a local query database.
+- Token-efficient retrieval: targeted graph queries, focused source snippets, and compact, paged results can reduce token use and repeated file reads during code exploration.
 - Distribution: native C backend, MIT license, standard native releases for macOS, Linux, and Windows include CBM Lens; Linux portable archives provide static builds. Nix and development source builds can omit the UI. Package-manager options and release verification are documented in the README.
 
 ## Client coverage
@@ -24,7 +25,9 @@
 
 ## Measurement and limits
 
-Published performance and token comparisons apply to specific workloads, hardware, and agent setups, not a universal percentage saving. The README Performance section preserves the historical comparison and research quality tradeoff. Check index generation, freshness, and exact path/scope coverage before relying on graph results, especially absence claims; read source when coverage is partial, skipped, excluded, stale, or unknown. Infrastructure relationships are static, and test-selection support is narrower than language-indexing support.
+A March 2026 preprint across 31 real-world repositories reports 10× lower token use and 2.1× fewer tool calls compared with file-by-file exploration. These historical backend measurements cover the study’s workloads and agent setup. The paper documents the full evaluation; the README Performance section links to the research and earlier measurements.
+
+Graph evidence depends on index generation, freshness, and exact path/scope coverage. Partial, skipped, excluded, stale, or unknown coverage requires source verification, especially for absence claims. Infrastructure relationships are static, and test-selection support is narrower than language-indexing support.
 
 ## Links
 
@@ -39,7 +42,8 @@ Published performance and token comparisons apply to specific workloads, hardwar
 - Smart CI guide: https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/SMART_CI.md
 - Configuration: https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/CONFIGURATION.md
 - MCP tools: https://github.com/DeusData/codebase-memory-mcp#mcp-tools
-- Performance and research limits: https://github.com/DeusData/codebase-memory-mcp#performance
+- Token savings and evidence: https://deusdata.github.io/codebase-memory-mcp/#token-savings
+- Performance and research: https://github.com/DeusData/codebase-memory-mcp#performance
 - Benchmark report: https://github.com/DeusData/codebase-memory-mcp/blob/main/docs/BENCHMARK.md
 - Research paper: https://arxiv.org/abs/2603.27277
 - Security and release verification: https://github.com/DeusData/codebase-memory-mcp#security
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index 086be85232..550a3cabe0 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -2,7 +2,6 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://deusdata.github.io/codebase-memory-mcp/</loc>
-    <lastmod>2026-06-12</lastmod>
-    <priority>1.0</priority>
+    <lastmod>2026-10-20</lastmod>
   </url>
 </urlset>