Content
# obsidian-brain
[](https://www.npmjs.com/package/obsidian-brain)
[](https://opensource.org/licenses/Apache-2.0)
[](package.json)
[](https://github.com/sweir1/obsidian-brain)
A standalone Node MCP server that gives Claude (and any other MCP client) **semantic search + knowledge graph + vault editing** over an Obsidian vault. Runs as one local stdio process — no plugin, no HTTP bridge, no API key, nothing hosted. Your vault content never leaves your machine.
> 📖 **Full docs → [sweir1.github.io/obsidian-brain](https://sweir1.github.io/obsidian-brain/)**
> **Companion plugin** → [`sweir1/obsidian-brain-plugin`](https://github.com/sweir1/obsidian-brain-plugin) (optional — unlocks `active_note`, `dataview_query`, `base_query`)
**Contents** — [Why](#why-obsidian-brain) · [Quick start](#quick-start) · [What you get](#what-you-get) · [How it works](#how-it-works) · [Companion plugin](#companion-plugin-optional) · [Troubleshooting](#troubleshooting) · [Recent releases](#recent-releases)
## Why obsidian-brain?
- **Works without Obsidian running** — unlike Local REST API-based servers, obsidian-brain reads `.md` files directly from disk. Obsidian can be closed; your vault is just a folder.
- **No Local REST API plugin required** — nothing to install inside Obsidian for the core experience.
- **Chunk-level semantic search with RRF hybrid retrieval** — embeddings at markdown-heading granularity, fused with FTS5 BM25 via Reciprocal Rank Fusion. Finds the exact chunk, ranks on meaning.
- **The only Obsidian MCP server with PageRank + Louvain + graph analytics** — ask for your vault's most influential notes, bridging notes, theme clusters. Nobody else ships this.
- **Ollama provider for high-quality local embeddings** — switch to `qwen3-embedding:0.6b`, `nomic-embed-text`, `bge-m3`, etc. with one env var.
- **All in one `npx` install** — no clone, no build, no API key, no hosted endpoint. Vault content never leaves your machine.
## Quick start
### One-line install (macOS + Claude Desktop)
```bash
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/sweir1/obsidian-brain/main/scripts/install.sh)"
```
Installs Homebrew + Node 20+ if you don't already have them, adds the `/usr/local/bin` symlinks that Claude Desktop needs, merges obsidian-brain into your `claude_desktop_config.json`, opens the Full Disk Access pane for you to toggle Claude on, and relaunches Claude. You'll be asked for your macOS password once (for Homebrew + the symlinks) and your vault path once. Everything else is automatic. Audit what it does: [`scripts/install.sh`](scripts/install.sh).
### Manual install
Requires Node 20+ and an Obsidian vault (or any folder of `.md` files — Obsidian itself is optional).
Wire obsidian-brain into your MCP client. Example for **Claude Desktop** (`~/Library/Application Support/Claude/claude_desktop_config.json`):
```json
{
"mcpServers": {
"obsidian-brain": {
"command": "npx",
"args": ["-y", "obsidian-brain@latest", "server"],
"env": { "VAULT_PATH": "/absolute/path/to/your/vault" }
}
}
}
```
Quit Claude Desktop (⌘Q on macOS) and relaunch. That's it.
> [!NOTE]
> On first boot the server auto-indexes your vault and downloads a ~34 MB embedding model. Tools may take 30–60 s to appear in the client. Subsequent boots are instant.
> [!TIP]
> **Not a developer?** The [macOS walkthrough](docs/install-mac-nontechnical.md) covers Homebrew, Node, the GUI-app PATH fix, and Full Disk Access step-by-step.
**For every other MCP client** (Claude Code, Cursor, VS Code, Jan, Windsurf, Cline, Zed, LM Studio, JetBrains AI, Opencode, Codex CLI, Gemini CLI, Warp): see [Install in your MCP client](docs/install-clients.md).
→ Full env-var reference: [Configuration](docs/configuration.md)
→ Model / preset / Ollama details: [Embedding model](docs/embeddings.md)
→ Migrating from aaronsb's plugin: [Migration guide](docs/migration-aaronsb.md)
## What you get
18 MCP tools grouped by intent:
- **Find & read** — `search`, `list_notes`, `read_note`
- **Understand the graph** — `find_connections`, `find_path_between`, `detect_themes`, `rank_notes`
- **Write** — `create_note`, `edit_note`, `apply_edit_preview`, `link_notes`, `move_note`, `delete_note`
- **Live editor** (requires [companion plugin](docs/plugin.md)) — `active_note`, `dataview_query`, `base_query`
- **Maintenance** — `reindex`, `index_status`
→ Arguments, examples, and response shapes: [Tool reference](docs/tools.md)
## How it works
```mermaid
flowchart LR
Client["<b>MCP Client</b><br/>Claude Desktop · Claude Code<br/>Cursor · Jan · Windsurf · ..."]
subgraph OB ["obsidian-brain (Node process)"]
direction TB
SQL["<b>SQLite index</b><br/>nodes · edges<br/>FTS5 · vec0 embeddings"]
Vault["<b>Vault on disk</b><br/>your .md files"]
Vault -->|"parse + embed"| SQL
SQL -.->|"writes"| Vault
end
Client <-->|"stdio JSON-RPC"| OB
```
Retrieval and writes both go through a SQLite index: reads are microsecond-cheap, writes land on disk immediately and incrementally re-index the affected file. Embeddings are chunk-level (heading-aware recursive chunker preserving code + LaTeX blocks), and `search`'s default `hybrid` mode fuses chunk-level semantic rank with FTS5 BM25 via Reciprocal Rank Fusion.
→ Deeper write-up — why stdio, why SQLite, why local embeddings: [Architecture](docs/architecture.md)
→ Live watcher behaviour + debounces: [Live updates](docs/watching.md)
→ Scheduled reindex (macOS launchd / Linux systemd): [Scheduled indexing (macOS)](docs/launchd.md) · [(Linux)](docs/systemd.md)
## Companion plugin (optional)
An optional Obsidian plugin at [`sweir1/obsidian-brain-plugin`](https://github.com/sweir1/obsidian-brain-plugin) exposes live Obsidian runtime state — active editor, Dataview results, Bases rows — over a localhost HTTP endpoint. When installed and Obsidian is running, `active_note`, `dataview_query`, and `base_query` light up. Install via BRAT with repo ID `sweir1/obsidian-brain-plugin`.
Ship plugin and server at the **same major.minor** — server v1.7.x pairs with plugin v1.7.x. Patch-version drift is fine.
→ Security model, capability handshake, Dataview / Bases feature coverage: [Companion plugin](docs/plugin.md)
## Troubleshooting
Four most common:
- **"Connector has no tools available"** in Claude Desktop — usually the server crashed at startup. Check `~/Library/Logs/Claude/mcp-server-obsidian-brain.log`. Fix: `npm install -g obsidian-brain@latest`, quit Claude (⌘Q), relaunch.
- **`ERR_DLOPEN_FAILED` / `NODE_MODULE_VERSION` mismatch** — `better-sqlite3` built against a different Node ABI. Fix: `PATH=/opt/homebrew/bin:$PATH npm rebuild -g better-sqlite3`.
- **`Vault path not configured`** — `VAULT_PATH` is unset. Set it in the `env` block of your client config or shell.
- **Old version loading via `npx`** (your client still shows the previous release after a publish) — stale npx cache. Fix: `rm -rf ~/.npm/_npx`, then restart your client. Keeping `@latest` in your config prevents this.
→ Full troubleshooting guide (watcher not firing, stale index, running multiple clients, timeouts, embedding-dim mismatch, log locations): [docs/troubleshooting.md](docs/troubleshooting.md)
## Recent releases
<!-- GENERATED:recent-releases — auto-pulled from docs/CHANGELOG.md by scripts/gen-readme-recent.mjs. Edit CHANGELOG.md, then run `npm run gen-readme-recent`. -->
- **v1.7.24** (2026-05-16) — embeddings.md BYOM callout + 5 devDep bumps
- **v1.7.23** (2026-05-16) — BYOM Ollama auto-pull gate + logger sweep + SIGTERM unit test
- **v1.7.22** (2026-05-15) — structured stderr (NDJSON) + Ollama preparing-state + dependabot security bumps + SIGTERM drain integration test
- **v1.7.21** (2026-04-27) — install.sh vault-picker fix + auto `ollama pull` + docs/test polish
- **v1.7.20** (2026-04-27) — Ollama prefix-lookup bug + 13 audit polish items
<!-- /GENERATED:recent-releases -->
→ Full changelog: [docs/CHANGELOG.md](docs/CHANGELOG.md) · Forward plan: [docs/roadmap.md](docs/roadmap.md) · Build from source: [docs/development.md](docs/development.md)
## Credits
Thanks to [`obra/knowledge-graph`](https://github.com/obra/knowledge-graph) and [`aaronsb/obsidian-mcp-plugin`](https://github.com/aaronsb/obsidian-mcp-plugin) for the ideas and code this project draws on. Also [Xenova/transformers.js](https://github.com/xenova/transformers.js) (local embeddings), [graphology](https://graphology.github.io/) (graph analytics), and [sqlite-vec](https://github.com/asg017/sqlite-vec) (vector search in SQLite).
## Related projects
- [`apple-notes-brain`](https://github.com/sweir1/apple-notes-brain) — sibling
MCP server for Apple Notes on macOS: read, write, and search with full
Markdown round-trip in both directions.
## License
[Apache License 2.0](./LICENSE) — Copyright 2026 sweir1.
