Algo-MCP
Generates LaTeX mathematical expressions to represent algorithmic states and step-by-step dry runs.
Generates Markdown captions to accompany rendered SVG images.
Generates Mermaid flowcharts to summarize algorithm patterns and call graphs.
Generates SVG diagrams for visualizing data structures and algorithms such as trees, arrays, matrices, graphs, and linked lists.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Algo-MCPvisualize the sliding window algorithm on 'abcabcbb'"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Prompt: "Explain how the Sliding Window pattern works on the string 'abcabcbb'"
Agent: Uses Algo-MCP's
render_tree_svgtool to draw step-by-step state diagrams, andrender_algorithm_visualizationto summarize the time complexity with LaTeX and Mermaid flowcharts.
Quick Start
# Install dependencies
bun install
# Compile the standalone production executable
bun run build
# Start the Hono server on port 3000
bun run startRelated MCP server: mcp-plots
What Is Algo-MCP?
Algo-MCP is an MCP (Model Context Protocol) server designed to help AI assistants teach and visualize Data Structures and Algorithms (DSA) like a pen-and-paper tutor.
Instead of printing dense text or ASCII art, the agent can call Algo-MCP to render rich, colourful SVG diagrams (for trees, arrays, matrices, graphs, linked lists) and strict LaTeX math states for every step of an algorithmic dry run.
The central pattern is:
flowchart LR
A[Agent Analysis] --> B[LaTeX Dry Run State]
B --> C[SVG State Rendering]
C --> D[Mermaid Call Graph Summary]What Is Included
Zero-Dependency SVG Engine: A pure TypeScript layout engine in
src/svg-renderer.tsthat supports Arrays, Vertical Arrays (Stacks), Matrices (Grids), Linked Lists, Binary Trees, and Graphs.Hono + Bun Server: High-performance HTTP server wrapping the official MCP SDK.
Custom Prompts: Pre-built instructions (
analyze_problem_statement) that force the LLM to follow a strict, professional layout without cutting corners.
Prerequisites
Bun (v1.3+ recommended) to run and build the project.
An MCP client that supports standard HTTP/SSE connections.
Configuration
Algo-MCP can be configured via environment variables:
Variable | Description | Default |
| The port the Hono server binds to. |
|
Available Tools
render_tree_svg
Renders visual representations of algorithms as a styled SVG image (dark theme, coloured highlights, comparison arrows). Returns the SVG as a base64 image alongside a markdown caption so it renders natively in the chat UI.
Inputs:
title,description,trees(array of tree nodes withactive,comparing,matched,mismatched,basehighlights),comparisonArrows.
render_algorithm_visualization
Produces the final algorithmic summary.
Inputs:
patternName,timeComplexity(LaTeX),spaceComplexity(LaTeX),stepByStepMath(array of LaTeX states),mermaidSyntax(final composite flowchart).
list_directory
Utility to list contents of a directory on the server.
Available Prompts
analyze_problem_statement
Upload a problem statement and force the model to solve it step-by-step with LaTeX math blocks and live SVG tree diagrams rendered in-chat. It guarantees a highly structured, rigorous dry-run.
Run Locally
Install workspace dependencies:
bun installRun in development (watch) mode:
bun run devExpected behavior: the server listens on http://localhost:3000.
Healthcheck:
GET http://localhost:3000/healthMCP Endpoint:
POST http://localhost:3000/mcp
To format and lint the code before committing:
bun run format
bun run lintDeployment (Docker)
A multi-stage Dockerfile is provided for highly optimized production deployments:
# Build the image
docker build -t algo-mcp .
# Run the container
docker run -p 3000:3000 algo-mcpThe Docker image uses oven/bun:1-slim and runs as a secure, non-root bun user.
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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