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docs: improve site discovery and invite the Discord community
Signed-off-by: Martin Vogel <martin.vogel.tech@gmail.com>
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@@ -14,12 +14,13 @@
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[](https://slsa.dev)
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[](https://github.com/DeusData/codebase-memory-mcp/releases/latest)
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[](https://arxiv.org/abs/2603.27277)
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[](https://discord.gg/KguGXxg2X)
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**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.
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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.
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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.
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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).
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[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)
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@@ -56,7 +57,7 @@ These captures show CBM Lens Beta on 12–13 October 2026, using public source f
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## Why codebase-memory-mcp
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- **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.
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- **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.
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- **Connect documentation to implementation**: index document sections, PDF text pages, architecture decisions, and supported references into code. Find the explanation alongside the symbol.
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- **Follow the system beyond source files**: trace supported relationships through Docker, Kubernetes, Helm, Kustomize, Terraform/OpenTofu, Terragrunt, Ansible, scripts, Make, and CI configuration.
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- **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.
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@@ -1130,6 +1131,10 @@ The [v0.11.0 release notes](https://github.com/DeusData/codebase-memory-mcp/rele
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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).
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## Help shape what comes next
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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.
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## License
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MIT
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-44
@@ -3,55 +3,103 @@
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||||
<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.">
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||||
<title>Codebase Memory — Local Code Intelligence & MCP</title>
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||||
<meta name="description" content="Local code intelligence for AI agents and developers. Connect code, docs and infrastructure with a persistent knowledge graph, MCP tools and CBM Lens.">
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|
||||
<meta property="og:title" content="Codebase Memory — Local Code Intelligence & MCP">
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<meta property="og:description" content="Local code intelligence for AI agents and developers. Connect code, docs and infrastructure with a persistent knowledge graph, MCP tools and CBM Lens.">
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<meta property="og:type" content="website">
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<meta property="og:url" content="https://deusdata.github.io/codebase-memory-mcp/">
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<meta property="og:image" content="https://deusdata.github.io/codebase-memory-mcp/images/lens-architecture.png">
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<meta property="og:image:alt" content="CBM Lens architecture view of the codebase-memory-mcp repository">
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<meta name="twitter:title" content="Codebase Memory — Understand the whole repository">
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<meta name="twitter:description" content="Local code intelligence for developers and AI agents. Code, docs, infrastructure, CBM Lens and experimental Smart CI.">
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<meta name="twitter:title" content="Codebase Memory — Local Code Intelligence & MCP">
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<meta name="twitter:description" content="Local code intelligence for AI agents and developers. Connect code, docs and infrastructure with a persistent knowledge graph, MCP tools and CBM Lens.">
|
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<meta name="twitter:image" content="https://deusdata.github.io/codebase-memory-mcp/images/lens-architecture.png">
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<meta name="twitter:image:alt" content="CBM Lens architecture view of the codebase-memory-mcp repository">
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<link rel="canonical" href="https://deusdata.github.io/codebase-memory-mcp/">
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<link rel="alternate" type="text/plain" href="llms.txt" title="Codebase Memory facts and documentation">
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|
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|
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"CBM Lens source navigation, architecture maps and Galaxy graph",
|
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"Documentation sections, PDF text pages and architecture decision records",
|
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"Static infrastructure, deployment and configuration relationships",
|
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"Cross-service and cross-repository linking",
|
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|
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"Experimental C/C++ test selection using static relationships and admitted per-test coverage",
|
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"45 automatic/conditional client surfaces with client-specific setup",
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"Optional browser AI with on-device inference"
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|
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"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"
|
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],
|
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"author": {
|
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<style>
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||||
@@ -281,7 +329,8 @@
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<div>
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<p class="eyebrow">Local code intelligence · Open source</p>
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<h1>Understand the<br><span>whole repository.</span></h1>
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<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>
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<p class="hero-intro">Codebase Memory (CBM) is an open-source code intelligence server for the Model Context Protocol (MCP). Connect code, documentation and infrastructure in one persistent knowledge graph. Explore it with your coding agent, the CLI or CBM Lens.</p>
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<p>Focused graph queries help reduce repeated code reading and token use. <a href="#token-savings">See the evidence →</a></p>
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<div class="actions">
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<a class="button primary" href="#install">Install Codebase Memory <span aria-hidden="true">↗</span></a>
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<a class="button" href="#lens">Explore CBM Lens <span aria-hidden="true">↓</span></a>
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@@ -289,13 +338,13 @@
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<p class="hero-note">macOS · Linux · Windows / Native C · MIT licensed</p>
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</div>
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<div class="hero-aside">
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||||
<strong>For your agent</strong><p>Precise graph queries, source evidence and coverage checks through MCP.</p>
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||||
<strong>For your agent</strong><p>17 MCP tools, source evidence and coverage checks, with client-specific skills, profiles and hooks.</p>
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||||
<strong>For you</strong><p>Source navigation, architecture maps and a visible path from question to code.</p>
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||||
</div>
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||||
</div>
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<figure class="product-shot">
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<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>
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<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>
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||||
<a href="images/lens-architecture.png" aria-label="View the full CBM Lens architecture screenshot"><img src="images/lens-architecture.png" width="1440" height="900" alt="CBM Lens architecture map showing the source folders of codebase-memory-mcp" fetchpriority="high"></a>
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<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>
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</figure>
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<div class="facts" aria-label="Project at a glance">
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<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>
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</div>
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<div class="lens-grid">
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<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>
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||||
<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>
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<div class="lens-copy">
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<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>
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<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>
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||||
</div>
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||||
</div>
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||||
<div class="gallery">
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||||
<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>
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||||
<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>
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||||
<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>
|
||||
<figure><a href="images/lens-galaxy.jpg" aria-label="View the full Lens Galaxy screenshot"><img src="images/lens-galaxy.jpg" width="1280" height="720" 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" 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.png" aria-label="View the full Lens local chat screenshot"><img src="images/lens-chat.png" width="1440" height="1200" 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>
|
||||
@@ -415,11 +464,13 @@
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||||
</section>
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||||
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<section class="section" id="performance">
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<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. Reported answer-quality scores were 83% for Codebase Memory and 92% for the file-exploration agent.</p><p>These historical backend results predate CBM Lens. Savings vary with the task, repository, agent and source verification needed.</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>
|
||||
</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 you want your coding agent and your own source-navigation workspace to use the same local graph of code, docs and infrastructure. It brings structural search, source evidence, CBM Lens, agent integrations and experimental test selection into one open-source package. 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">read the measured token savings and quality tradeoff</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 +487,7 @@
|
||||
<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"><img src="https://img.shields.io/badge/Discord-Join_the_community-5865F2?logo=discord&logoColor=white" alt="Join the community on Discord" width="187" height="20" loading="lazy"></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 () {
|
||||
|
||||
+5
-1
@@ -16,6 +16,7 @@
|
||||
- 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.
|
||||
- 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, with answer-quality scores of 83% for CBM and 92% for file-by-file exploration. These historical results describe the study's workloads and agent setup; they are not a universal percentage saving or a promise of lower cost for every session. The README Performance section preserves the comparisons and their limits.
|
||||
|
||||
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
|
||||
|
||||
@@ -39,6 +42,7 @@ 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
|
||||
- Token savings and evidence: https://deusdata.github.io/codebase-memory-mcp/#token-savings
|
||||
- Performance and research limits: 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
|
||||
|
||||
+1
-2
@@ -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>
|
||||
Reference in new issue
Block a user