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Cssgraph

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository

CSS intelligence for AI coding agents β€” surgical style context, fewer tool calls. 100% local.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet β€” we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself β€” its README, its docs, or a verified owner. We haven’t found those for cssgraph, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

cssgraph

CSS Intelligence for AI Coding Agents

Surgical style context Β· fewer tool calls Β· faster answers Β· 100% local

License: MIT Node.js npm version npm downloads GitHub stars

macOS Linux Windows


Why cssgraph?

When an AI agent needs to understand CSS β€” where is .btn-primary defined, what properties does it have, which selectors cascade over it, which JSX components reference it β€” it discovers style the slow way: grep, glob, and Read, one file at a time, reconstructing the cascade by hand.

cssgraph hands the agent the exact style context it needs in one call. It's a pre-built knowledge graph of every className, CSS property, variable, and at-rule in your stylesheets β€” so instead of crawling files, the agent asks one question and gets back the properties, overrides, specificity, callers, and file-level impact in full.


Installation

For Humans

Copy and paste this prompt to your LLM agent (Claude Code, Cursor, Codex, etc.):

text
Install and configure cssgraph by following the instructions here:
https://raw.githubusercontent.com/mack-peng/cssgraph/main/docs/guide/installation.md

Or read the Installation Guide, but seriously, let an agent do it. Humans fat-finger configs.

For LLM Agents

Fetch the installation guide and follow it:

Terminal
curl -s https://raw.githubusercontent.com/mack-peng/cssgraph/main/docs/guide/installation.md

Quick Start

1. Initialize

Terminal
npm i -g cssgraph
cd your-project
cssgraph init --workers 8

Indexes all style files (CSS, SCSS, Less, Sass), JSX/TSX className references, CSS-in-JS, CSS Modules, and view templates (ERB/Haml/HTML) β€” enabling every MCP tool.

Pass --workers <n> to control parallel parse threads (default: cpu cores - 1).

Requires Node.js >= 22.5.0 (for node:sqlite).

2. Wire up your agent

bash
cssgraph mcp-install

Auto-detects and configures opencode, Claude Code, Cursor, Codex CLI, Gemini CLI, Hermes Agent, Antigravity IDE, and Kiro. Writes MCP server config, instructions block, and an Agent Skill (SKILL.md + references/pitfalls.md) that teaches agents when to use each of the 13 cssgraph tools, how to chain them into workflows, and what pitfalls to avoid.

Or add to any MCP agent manually:

config.json
{
  "mcpServers": {
    "cssgraph": {
      "type": "stdio",
      "command": "cssgraph",
      "args": ["serve", "--mcp"]
    }
  }
}

3. No more syncing

Auto-sync is enabled by default. The MCP server watches your project and updates the graph on every file change β€” while your agent edits code, or you add/modify/delete CSS files. The index is never stale.


How It Works

Code
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                      AI Agent                              β”‚
β”‚                                                           β”‚
β”‚  "What code files use .btn-primary?"                      β”‚
β”‚      calls cssgraph_rule β€” one tool call                  β”‚
β”‚                             β”‚                             β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                              β”‚
                              β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                  cssgraph MCP Server                       β”‚
β”‚                                                           β”‚
β”‚ rule Β· O(1) exact selector lookup Β· loose/strict impact   β”‚
β”‚ explore Β· properties + overrides + specificity + callers  β”‚
β”‚                             β”‚                             β”‚
β”‚                             β–Ό                             β”‚
β”‚               SQLite knowledge graph                      β”‚
β”‚     classNames Β· properties Β· variables Β· at-rules        β”‚
β”‚            edges Β· FTS5 full-text search                  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
  1. Extraction β€” PostCSS parses CSS/SCSS/Less/Sass into ASTs. CSS-in-JS (styled.div), JSX className references, and template class attributes extracted from .jsx/.tsx/.erb/.haml files.
  2. Storage β€” Everything goes into a local SQLite database (.cssgraph/cssgraph.db) with FTS5 full-text search. WAL-mode + batch commits for write performance. FTS triggers and unique indexes are deferred during bulk load for speed.
  3. Graph — Edges connect related nodes: contains (selector→property), nests (parent→child selector), overrides (higher specificity selector overrides lower), imports (file→imported file), references (JSX/view file→className, property→CSS variable).
  4. Git-first scanning β€” git ls-files for instant file discovery. Falls back to filesystem walk on non-git projects.
  5. Parallel parsing β€” Files dispatched in batches to worker threads via Promise.all. Parses complete concurrently; results flushed in file order for correctness.
  6. Auto-Sync β€” Native OS file events, debounced, incrementally synced.

CLI Reference

bash
cssgraph init [path] [-w, --workers <n>]  # Initialize + build graph
cssgraph index [path] [-w, --workers <n>]  # Rebuild from scratch
cssgraph query <className>                 # Search for className selectors
cssgraph explore <query...>                # Full style context for a className
cssgraph details <selector>                # O(1) exact selector β†’ file:line lookup
cssgraph rule <selector> [--strict]        # Selector impact: exact + loose/strict files
cssgraph impact-selector <selector>       # Code files affected by a selector
cssgraph impact <className>                # Blast radius of changing a className
cssgraph unused                            # Find unreferenced class selectors
cssgraph cascade <className>               # Visualize cascade path
cssgraph diagnose <className> [chain...]   # Static anchor diagnosis (height/scroll)
cssgraph property <query...>               # Search by CSS property value
cssgraph files [path]                      # Project style file tree
cssgraph status [path]                     # Index statistics
cssgraph sync [path]                       # Incremental update
cssgraph serve --mcp                       # Start MCP server
cssgraph mcp-install                       # Auto-wire to your AI agent (alias: install)
cssgraph skill-install                     # Install/update SKILL.md only (no MCP config changes)
cssgraph skill-uninstall                   # Remove SKILL.md only (no MCP config changes)
cssgraph mcp-uninstall                     # Remove from your AI agent (alias: uninstall)
cssgraph version                           # Print installed version

JSX and View File Scanning (default)

cssgraph always scans:

  • JSX/TSX/JS/TS/ES6 β€” className references, CSS-in-JS, CSS Modules
  • View templates β€” .erb, .haml, .html files for class="..." attributes and Haml .classname shorthand

This enables cssgraph_impact, cssgraph_callers, and cssgraph_rule to track both component files AND template files that reference each className.

ProjectTotal filesFirst indexNodesEdges
Small~50~15s~16K~50K
Production monorepo~11K~3-5m~780K~22M

MCP Tools

ToolPurpose
cssgraph_explorePRIMARY: Full style context for a className β€” properties, overrides, specificity, callers
cssgraph_searchSearch for className selectors by name
cssgraph_callersFind JSX components referencing a className
cssgraph_impactBlast radius of changing a className
cssgraph_ruleBlast radius of a full CSS selector (exact match + loose/strict file impact)
cssgraph_impact_selectorFind code files (JS/TS/JSX/TSX) affected by a CSS selector
cssgraph_detailsO(1) exact selector lookup (no edges, lightweight)
cssgraph_unusedFind class selectors with no incoming references
cssgraph_cascadeVisualize the cascade path for a className
cssgraph_diagnoseStatic anchor diagnosis for scroll/height issues β€” classifies height declarations as DEFINITE / INDEFINITE / UNVERIFIABLE along the ancestor chain
cssgraph_propertySearch selectors by CSS property value
cssgraph_filesIndexed style file tree
cssgraph_statusIndex health check

Complementary Tool: cssprobe-cli

cssgraph is a static analysis tool β€” it reads your source code and answers where a class is defined, what cascades over it, and what a change would affect. For runtime questions β€” what a page actually renders in a browser (overflow, scroll chains, computed height chains, containing block hijacks) β€” use cssprobe-cli, which opens a real browser and reads computed styles plus DOM metrics. The two tools complement each other:

Read the full README β†’View source on GitHub β†’

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Reviews

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Frequently Asked Questions about Cssgraph

We don't have a confirmed install command for cssgraph yet, so we don't publish a generated one β€” a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/mack-peng/cssgraph) for the current steps.

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
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Last updatedSep 28, 2026
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27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
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Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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