Filesystem-direct Obsidian MCP server providing fast, low-overhead vault search and frontmatter queries without needing Obsidian or plugins.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
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π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Inspect callable tools, capabilities, and parameters exposed to AI agents by Seekstone.
searchFull-text search. Returns ranked excerpts (default ~120 chars, tunable via `excerptLength`), not full notes. Fuzzy and prefix matching; with `SEEKSTONE_SEMANTIC=1`, `mode: "semantic"`/`"hybrid"` searches by meaning via a local embedding model (nothing leaves your machine).
query_notesStructured metadata query. Filter by frontmatter key/value predicates (`eq`, `ne`, `contains`, `exists`, `missing`, `gt`/`gte`/`lt`/`lte`), tag, folder, modified time, and size; sort and select the fields you need. Returns compact rows (path + title by default), not note content.
context_packAnswer-ready context for a natural-language question in one call, hard-capped at a byte budget (default 2 KB): ranked excerpts, linked neighbor notes with one-line summaries, and follow-up source paths β replaces a search β read β get_backlinks round-trip loop.
read_noteRead the full content of a note by vault-relative path. Supports returning a single section, block, or line range.
list_notesList notes, optionally filtered by folder prefix or tag.
list_tagsList all tags in the vault sorted by usage count (or alphabetically).
The Obsidian MCP server that needs no plugin, no running Obsidian app β and doesn't blow your context window.
Filesystem-direct Β· single-digit-ms keyword search Β· ~26 ms semantic Β· ~2 KB payloads Β· 21 tools Β· macOS Β· Linux Β· Windows
| Seekstone | obsidian-mcp-server (#1 by downloads) | REST-proxy servers | |
|---|---|---|---|
| Local REST API plugin | Not needed | Required | Required |
| Obsidian app running | Not needed β works with Obsidian closed | Required | Required |
| Search payload @ 10k notes | 2.0 KB | 47 KB | up to 95 MB |
| Warm search latency @ 10k notes | 5.2 ms | 732 ms (~141Γ slower) | up to 1,550 ms |
| Structured frontmatter queries | Built-in (query_notes) β property/date/size predicates, answers in a few hundred bytes | JSONLogic via REST | Varies |
Same queries, same committed vaults, 20 runs each, one machine. In-process adapters were re-run on the fixture-v2 vault in September 2026; the REST-proxy rows (rest, obsidian-mcp-server, mcp-obsidian) plus obsidian-mcp and obsidian-mcp-pro are June 2026 captures on fixture v1 β per-row provenance in benchmarks.json, the generated source of truth every number here is checked against in CI β full results across eight servers and three vault sizes below, fully reproducible from the harness.
Seekstone is an Obsidian MCP server β it gives Claude (and any Model Context Protocol client) direct read and write access to your Obsidian vault. No Obsidian app needs to be open, no plugins are required, and nothing leaves your machine.
It reads your vault directly from disk rather than routing through the Obsidian Local REST API plugin, and holds a warm full-text index in-process. The practical difference is twofold:
Search comes in three modes: ranked full-text search (fuzzy and prefix matching), optional local semantic search (meaning-based, via a small on-device embedding model β opt-in, offline at runtime after a one-time ~30 MB model download), and structured metadata queries β query_notes filters by frontmatter properties (status, due, type, β¦), tags, folder, modified time, and size, answering questions like "which draft notes changed this week?" in a few hundred bytes instead of a search-and-read loop.
Claude can search and read your entire note library, in milliseconds, without burning most of its context window on a single tool call.
Published on npm as seekstone β install with npx -y seekstone. (Previously also published as obsidian-mcp-seekstone; that alias is deprecated but existing installs keep working.)
Most Obsidian MCP servers return full note content for every search hit. On a broad query that's megabytes of text your LLM has to process β most of it irrelevant, all of it burning context window.
Seekstone returns short ranked excerpts instead (~120 characters by default, tunable per query). We benchmarked Seekstone against 7 other Obsidian MCP servers β 8 servers total β across three vault sizes β 1,000 / 5,000 / 10,000 notes (20 runs each). Every number below is fully reproducible: the vaults are committed to this repo (generated from the public-domain 1911 EncyclopΓ¦dia Britannica), so you can clone it and run the exact same benchmark yourself.
The point of testing three sizes is that this is where the architectures diverge β a real vault only grows.
Search payload β bytes returned per query (context tax; lower is better)
| Server | Architecture | 1k notes | 5k notes | 10k notes |
|---|---|---|---|---|
| π₯ Seekstone | in-process index | 1.6 KB | 1.8 KB | 2.0 KB |
| mcpvault | fs-direct subprocess | 1.7 KB | 1.9 KB | 2.2 KB |
| obsidian-mcp-rs | fs-direct, per-query scan | 5.4 KB | 5.8 KB | 6.2 KB |
| obsidian-tc | SQLite platform | 4.6 KB | 6.8 KB | 7.2 KB |
| obsidian-mcp-server | REST API | 55 KB | 47 KB | 47 KB |
| obsidian-mcp-pro | fs-direct subprocess | 25 KB | 84 KB | 114 KB |
| obsidian-mcp | fs-direct subprocess | 18 KB | 105 KB | 201 KB |
| mcp-obsidian | REST API | 9.8 MB | 45 MB | 95 MB |
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