some-vault-some-mcp

MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental indexing.

Built on FastMCP + LanceDB. Embeds notes locally with fastembed (nomic-embed-text-v1.5-Q, 768 dims) by default — no server required. Optionally supports Ollama or OpenAI embeddings. Watches the vault filesystem and re-indexes on change.

Warning: This is a hot vibe coded mess, user beware

What it does

• Hybrid search - vector similarity (70%) + full-text keyword (30%), with overlap boost
• Semantic search - pure embedding-based retrieval
• Exact search - literal substring matching, optional case sensitivity and regex
• Note CRUD - create, read, append, prepend, move, delete (soft delete to .trash by default)
• Frontmatter parsing - YAML extraction, tag collection (frontmatter + inline #hashtags), property filtering
• Wikilink graph - backlinks, outlinks, orphan detection, broken link detection, BFS neighbor traversal (depth 1-5)
• Canvas CRUD - create, read, add/update/remove nodes and edges, grid auto-layout, dangling edge cleanup
• Daily notes - Moment.js-style date formatting, template support, reads Obsidian's daily-notes config
• Incremental indexing - filesystem watcher with 2s debounce, mtime-based change detection
• Atomic writes - temp file + POSIX rename, per-path asyncio locks
• Tool overrides - rename or disable any tool via YAML config (per-agent customization)

Requirements

• Python 3.11+
• uv (for uvx)

Quick start

Add this to your MCP client config (Cursor, Windsurf, Claude Code, etc.):

{
  "mcpServers": {
    "obsidian-vault": {
      "command": "uvx",
      "args": ["some-vault-some-mcp", "serve", "--transport", "stdio"],
      "env": {
        "VAULT_PATH": "/path/to/your/obsidian/vault"
      }
    }
  }
}

That's it. uvx installs the package from PyPI on first run and keeps it cached.

For alternative embedding providers, add --from with extras:

{
  "command": "uvx",
  "args": ["--from", "some-vault-some-mcp[ollama]", "some-vault-some-mcp", "serve", "--transport", "stdio"],
  "env": {
    "VAULT_PATH": "/path/to/your/obsidian/vault"
  }
}

Replace [ollama] with [openai] or [gpu] as needed.

SSE mode

If running the server separately (Docker, remote, etc.), use the SSE URL instead:

{
  "mcpServers": {
    "obsidian-vault": {
      "url": "http://localhost:3789/sse"
    }
  }
}

Running directly

VAULT_PATH=/path/to/vault uvx some-vault-some-mcp serve

First run does a full index of the vault - takes a few minutes depending on size. Subsequent starts run incremental index only.

CLI flags

some-vault-some-mcp serve [--transport sse|stdio] [--host 0.0.0.0] [--port 3789]

CLI flags override env vars.

Environment variables

Variable	Default	Notes
VAULT_PATH	(required)	Absolute path to Obsidian vault
LANCE_DB_PATH	./data/vault.lance	Where the vector index lives
MCP_TRANSPORT	sse	sse or stdio
MCP_HOST	0.0.0.0	SSE bind address
MCP_PORT	3789	SSE port
EMBEDDING_PROVIDER	fastembed	fastembed, ollama, openai, or mock
FASTEMBED_MODEL	nomic-ai/nomic-embed-text-v1.5-Q	Any fastembed-supported model. On Apple Silicon, auto-detects and uses the non-quantized variant (v1.5 instead of v1.5-Q) since the quantized ONNX ops are x86-optimized
FASTEMBED_DIMENSIONS	(auto-detected)	Override dimension auto-detection
OLLAMA_URL	http://localhost:11434	Ollama API endpoint (requires --extra ollama)
OPENAI_API_KEY		Required if provider is openai (requires --extra openai)
VAULT_API_KEY		Enables Bearer token auth on SSE transport
VAULT_SOFT_DELETE_IS_PERMANENT	false	true makes delete_note do hard deletes
some_vault_some_mcp_OVERRIDES		Path to YAML override file

Docker

docker build -t some-vault-some-mcp .

docker run -p 3789:3789 \
  -v /path/to/vault:/opt/vault:ro \
  -v /data:/opt/data \
  some-vault-some-mcp

Runs as non-root user (vault:vault, UID 1000). Index data persists in /opt/data. Vault mounted read-only. Container is self-contained — fastembed runs in-process, no Ollama sidecar needed.

To use Ollama instead: docker run ... -e EMBEDDING_PROVIDER=ollama -e OLLAMA_URL=http://ollama:11434 some-vault-some-mcp

Tools (27)

Search

search

Find notes by text, meaning, or exact string.

Param	Type	Default	Notes
query	string	(required)	Search query text
mode	string	"hybrid"	hybrid, semantic, or exact
top_k	int	10	Max results to return
tags	string[]	null	Pre-filter by tags
folder	string	null	Pre-filter by folder path prefix
case_sensitive	bool	false	Exact mode only - match case

Read

get_note

Read a single note with parsed frontmatter and tags.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path to the note. Extension-agnostic — todo and todo.md both resolve to todo.md. A bare basename resolves Obsidian-style to a matching note anywhere in the vault.

list_notes

Enumerate vault notes with optional metadata filters. Index-backed fields (tags, projects, status, area) query LanceDB when available. Frontmatter property filtering scans files directly.

Param	Type	Default	Notes
folder	string	null	Filter by folder path prefix
tags	string[]	null	Filter by tags (index-backed)
projects	string[]	null	Filter by projects (index-backed)
status	string	null	Filter by status field (index-backed)
area	string	null	Filter by area field (index-backed)
frontmatter_property	string	null	Arbitrary frontmatter key to filter on
frontmatter_value	string	null	Value to match for frontmatter_property (case-insensitive)
include_content	bool	false	Include note content in results
limit	int	50	Max results to return

Write

create_note

Create a new note. Fails if it already exists.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path for the new note
content	string	(required)	Note body text
frontmatter	string	null	JSON string of frontmatter fields, e.g. '{"title":"My Note","tags":["idea"]}'

append_to_note

Append text to the end of an existing note.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path
content	string	(required)	Text to append

prepend_to_note

Insert text after frontmatter, before the note body.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path
content	string	(required)	Text to prepend

update_frontmatter

Merge key-value pairs into YAML frontmatter. Unlisted keys preserved.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path
properties	string	(required)	JSON string of key-value pairs, e.g. '{"status":"done","tags":["review"]}'

move_note

Move or rename a note. Rewrites wikilinks vault-wide by default.

Param	Type	Default	Notes
old_path	string	(required)	Current vault-relative path
new_path	string	(required)	Destination vault-relative path
update_links	bool	true	Rewrite wikilinks in all referencing notes

delete_note

Delete a note. Moves to .trash by default; use permanent for hard delete.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path
permanent	bool	false	true for hard delete, false for soft delete to .trash

Daily notes

get_daily_note

Read today's or a specific date's daily note. Uses Obsidian's daily-notes config for folder and date format. Returns a text message (not an error) if no note exists for the requested date.

Param	Type	Default	Notes
date	string	null	Date string (e.g. "2024-03-15"). Omit for today

create_daily_note

Create a daily note for today or a given date. Fails if one exists. Supports {{date}} placeholder in templates.

Param	Type	Default	Notes
date	string	null	Date string. Omit for today
content	string	null	Note body text
template_path	string	null	Vault-relative path to a template note

Tags

get_tags

List all unique tags in the vault with per-note usage counts.

Param	Type	Default	Notes
sort_by	string	"count"	count (descending) or name (alphabetical)

Link graph

get_backlinks

Find notes that link to a given note.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path of the target note

get_outlinks

List all outgoing wikilinks from a note. Shows valid, broken, and embed links separately.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path

find_orphans

Find disconnected notes - no inbound links, no outbound links, or both.

Param	Type	Default	Notes
include_outlinks_check	bool	true	Also report notes with no outgoing links
max_results	int	200	Cap per category

find_broken_links

Find wikilinks pointing at notes that don't exist.

Param	Type	Default	Notes
folder	string	null	Limit scan to a folder
max_results	int	200	Max broken links to return

get_graph_neighbors

Walk the link graph outward from a note via BFS.

Param	Type	Default	Notes
path	string	(required)	Starting note path
depth	int	1	BFS depth, 1-5
direction	string	"both"	inbound, outbound, or both

Canvas

list_canvases

List all .canvas files in the vault.

Param	Type	Default	Notes
folder	string	null	Filter by folder path prefix

read_canvas

Read canvas structure (nodes + edges).

Param	Type	Default	Notes
path	string	(required)	Vault-relative path to .canvas file

create_canvas

Create a new .canvas file with optional initial nodes/edges. Fails if it already exists.

Param	Type	Default	Notes
path	string	(required)	Vault-relative path for the new canvas
nodes	string	null	JSON array of node objects, e.g. '[{"type":"text","text":"Hello"}]'
edges	string	null	JSON array of edge objects

add_canvas_node

Add a node (text/file/link/group) to a canvas. Position auto-computed via grid layout if omitted.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
node_type	string	(required)	text, file, link, or group
text	string	null	Text content (for text nodes)
file	string	null	Vault-relative file path (for file nodes). For markdown notes the .md extension is optional and a bare name resolves Obsidian-style; the full path is stored. Attachments (images/PDFs) must be given with their extension.
url	string	null	URL (for link nodes)
label	string	null	Display label
x	int	null	X position. Auto-placed if omitted
y	int	null	Y position. Auto-placed if omitted
width	int	250	Node width in pixels
height	int	60	Node height in pixels
color	string	null	Obsidian preset "1"-"6" (red, orange, yellow, green, cyan, purple) or hex "#FF0000"

update_canvas_node

Update any property of an existing canvas node by ID. Only provided fields are changed.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
node_id	string	(required)	ID of the node to update
x	int	null	New X position
y	int	null	New Y position
width	int	null	New width
height	int	null	New height
color	string	null	Preset "1"-"6" or hex "#FF0000"
text	string	null	New text content
file	string	null	New file reference
url	string	null	New URL
label	string	null	New label

remove_canvas_nodes

Remove nodes by ID. Auto-removes dangling edges.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
node_ids	string	(required)	JSON array of node ID strings, e.g. '["id1","id2"]'

add_canvas_edge

Add an edge between two canvas nodes with full property support.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
from_node	string	(required)	Source node ID
to_node	string	(required)	Target node ID
from_side	string	null	Anchor side on source: top, bottom, left, right
to_side	string	null	Anchor side on target
from_end	string	null	End style on source side (e.g. arrow, none)
to_end	string	null	End style on target side
color	string	null	Preset "1"-"6" or hex "#FF0000"
label	string	null	Edge label text

update_canvas_edge

Update properties of an existing canvas edge by ID. Only provided fields are changed.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
edge_id	string	(required)	ID of the edge to update
from_side	string	null	New source anchor side
to_side	string	null	New target anchor side
from_end	string	null	New source end style
to_end	string	null	New target end style
color	string	null	Preset "1"-"6" or hex "#FF0000"
label	string	null	New label

remove_canvas_edges

Remove edges from a canvas by ID.

Param	Type	Default	Notes
canvas_path	string	(required)	Path to the canvas
edge_ids	string	(required)	JSON array of edge ID strings

Index management

vault_index_status

Check search index health and statistics. No arguments.

vault_reindex

Trigger incremental reindex for one note or the entire vault.

Param	Type	Default	Notes
path	string	null	Vault-relative path to reindex a single note. Omit for full vault

MCP resources

• obsidian://note/{path} - read a note by path
• obsidian://tags - all tags
• obsidian://daily - today's daily note

Tool name overrides

When you need to change the tool names and descriotions, a YAML file can be used. Create a YAML file, and set some_vault_some_mcp_OVERRIDES to its path:

tools:
  search:
    name: "vault_search"
    description: "Custom description for this agent"
  get_note:
    name: "read_note"
disabled:
  - get_tags
  - find_orphans

Overrides apply at registration time. Useful for per-agent tool namespacing or disabling tools an agent shouldn't use if your agent doesn't support tool disabling.

How search works

Hybrid (default) - runs both semantic and FTS (LanceDB full-text search, BM25-style) at 2x requested top_k, normalizes scores, combines with semantic * 0.7 + FTS * 0.3. Results appearing in both get a 1.2x boost. Returns top_k from merged set.

Semantic - embeds the query, runs vector similarity search against LanceDB.

Exact - scans raw vault files for literal substring matches. Not index-backed. Optional case sensitivity.

All search modes accept tag and folder pre-filters. Tags use SQL LIKE against comma-separated tag strings in the index. Folders use path prefix matching.

Chunking

Splits markdown by heading hierarchy first, then by paragraph for oversized sections. Tracks heading breadcrumbs through the split - a chunk under # A / ## B / ### C gets heading field "A > B > C". Metadata header prepended to embedding text: [Title: X | Section: A > B | Tags: foo, bar].

Wikilink resolution

Matches Obsidian's behavior in 4 steps:

1. Exact relative-path match (case-insensitive)
2. Path-suffix match (if link contains /)
3. Basename match with proximity tie-break (deepest shared path prefix with source)
4. Alias match (frontmatter aliases)

First matching step wins.

Security boundaries

• All paths validated against vault root - rejects ../, null bytes, symlink escapes
• .obsidian, .git, .trash excluded from indexing and tool access
• Optional Bearer token auth on SSE transport
• Docker container runs as non-root
• Bounded frontmatter parsing prevents YAML bombs

Developing

Setup

git clone https://github.com/russellsch/some_obsidian_some_mcp.git
cd some_obsidian_some_mcp
uv sync                           # default (fastembed CPU)
uv sync --extra gpu               # GPU-accelerated embeddings
uv sync --extra ollama            # Ollama provider
uv sync --extra openai            # OpenAI provider

Running from source

VAULT_PATH=/path/to/vault uv run some-vault-some-mcp serve

To use a local checkout in your MCP client config instead of the PyPI package:

{
  "mcpServers": {
    "obsidian-vault": {
      "command": "uv",
      "args": ["run", "--project", "/path/to/some_obsidian_some_mcp", "some-vault-some-mcp", "serve", "--transport", "stdio"],
      "env": {
        "VAULT_PATH": "/path/to/your/obsidian/vault"
      }
    }
  }
}

Tests

uv run pytest tests/unit           # unit tests (fast, no external deps)
uv run pytest tests/integration    # integration tests (real LanceDB, may download ~130MB model)
uv run pytest                      # everything

Test fixtures live in tests/fixtures/vault/.

Releasing

See RELEASING.md.