Naveen Ayalla
This server allows you to explore and navigate a codebase using three tools:
search_code: Search for keywords, function names, or patterns across the codebase. Returns matching file paths, line numbers, and surrounding context. Supports limiting results (default: 20) and filtering by file type via glob patterns (e.g.,**/*.ts).list_files: List files matching a given glob pattern (e.g.,src/**/*.ts), making it easy to discover and enumerate relevant files.read_file: Read the full contents of any file by providing its path relative to the repository root.
Provides tools for querying commits, diffs, blame, and branches from a Git repository.
Enables natural language queries against MySQL databases, with read-only by default.
Allows indexing and querying Notion workspaces for documentation lookups.
Enables natural language queries against PostgreSQL databases, with read-only by default.
Enables natural language queries against SQLite databases, with read-only by default.
Allows browsing and calling API endpoints defined in any OpenAPI/Swagger specification.
π MCP Server Toolkit
| mcp-memory | npx mcp-memory | Persist and recall architecture decisions, patterns, constraints, and project context |
Build plug-and-play MCP servers for any dev workflow β code search, docs, databases, and more.
π§ Persistent project memory β Remember architecture decisions, patterns, constraints, and project conventions across AI coding sessions.
|
mcp-memory|npx mcp-memory| Persist and recall architecture decisions, patterns, constraints, and project context | Give any AI coding agent a direct line into your codebase, docs, or database β in under 60 seconds.
Quick Start Β· Servers Β· Build Your Own Β· Discord Β· Changelog

Why this exists
When you ask Claude Code "where do we handle Stripe webhooks?" it has two bad options:
Option A β Read every file in the repo. Slow, expensive, blows the context window on any real codebase.
Option B β Guess based on the first few files it sees. Wrong half the time.
MCP Server Toolkit gives agents a third option: ask the right tool directly. Semantic code search, live database queries, doc lookups, API introspection β all surfaced through the Model Context Protocol standard, so any MCP-compatible client can use them without any changes to your existing code.
Related MCP server: TypeScript Tools MCP
β¨ Features
π Semantic code search β Find the right function, file, or pattern across your entire repo in milliseconds. Powered by vector embeddings, no Elasticsearch required.
π Docs server β Give your agent instant access to any documentation site, local Markdown files, or Notion workspace.
ποΈ Database server β Natural language β SQL for PostgreSQL, MySQL, and SQLite. Read-only by default, writable with an explicit flag.
π API introspection server β Load any OpenAPI/Swagger spec and let your agent browse and call endpoints with type safety.
β‘ One-command setup β Every server ships as a standalone CLI.
npxandpipinstall paths included.π Zero-config secrets β Reads from your existing
.envfile or environment variables. Nothing new to learn.π§© Works everywhere β Claude Code, Cursor, Windsurf, Cline, VS Code Copilot, Codex CLI, Gemini CLI, and every other MCP-compatible client.
π οΈ Extensible β The
createServer()helper reduces a new tool to ~15 lines of TypeScript. Scaffold a custom server in 30 seconds.
π Quick Start
Requirements: Node.js 18+ or Python 3.10+
Option A β npx (no install)
npx mcp-server-toolkit@latest initThis runs the interactive setup wizard. Pick your servers, paste your credentials, and get a ready-to-paste config block for Claude Code / Cursor.
Option B β npm global install
npm install -g mcp-server-toolkit
mcp initOption C β pip (Python environments)
pip install mcp-server-toolkit
mcp initAdd to Claude Code
After mcp init, copy the generated block into your .claude/mcp.json:
{
"servers": {
"code-search": {
"command": "mcp-code-search",
"args": ["--root", "."],
"env": { "OPENAI_API_KEY": "${OPENAI_API_KEY}" }
},
"database": {
"command": "mcp-database",
"args": ["--read-only"],
"env": { "DATABASE_URL": "${DATABASE_URL}" }
},
"docs": {
"command": "mcp-docs",
"args": ["--source", "./docs"]
}
}
}That's it. Restart Claude Code and your agent now has full access to all three.
π¦ Included Servers
Server | Install | What it does |
|
| Semantic + keyword search across your codebase |
|
| Natural language queries for Postgres, MySQL, SQLite |
|
| Index and query local Markdown, Notion, or any URL |
|
| Browse and call endpoints from any OpenAPI spec |
|
| Query commits, diffs, blame, and branches |
|
| Sandboxed shell execution with allowlist controls |
All servers are independently installable β use one or all of them.
π οΈ Usage Example
Once installed, your AI agent can use natural language to interact with your entire dev environment:
You: "Find all places where we validate user input before inserting into the DB"
Agent uses mcp-code-search β
Found 7 matches in: auth/validators.ts, api/users.ts, api/orders.ts...
You: "How many users signed up in the last 7 days?"
Agent uses mcp-database β
SELECT count(*) FROM users WHERE created_at > now() - interval '7 days';
β 1,432 new users
You: "What does our docs say about rate limiting?"
Agent uses mcp-docs β
Found in docs/api/rate-limits.md: "All endpoints are limited to 100 req/min per API key..."No copy-pasting. No context switching. The agent just knows.
π§ Build Your Own Server
Scaffold a new server in 30 seconds:
mcp new my-server --template typescriptThis generates:
my-server/
βββ src/
β βββ index.ts # Entry point β register your tools here
β βββ tools/
β βββ example.ts # Your first tool
βββ package.json
βββ README.mdA minimal tool looks like this:
import { createServer, tool, z } from 'mcp-server-toolkit';
const server = createServer({ name: 'my-server', version: '1.0.0' });
server.addTool(
tool({
name: 'get_weather',
description: 'Get current weather for a city',
input: z.object({ city: z.string() }),
run: async ({ city }) => {
const data = await fetchWeather(city);
return { content: `${city}: ${data.temp}Β°C, ${data.condition}` };
},
})
);
server.start();That's the whole thing. Ship it.
π Project Structure
mcp-server-toolkit/
βββ packages/
β βββ core/ # createServer(), tool(), z helpers
β βββ code-search/ # Semantic codebase search server
β βββ database/ # Natural language DB query server
β βββ docs/ # Documentation indexing server
β βββ openapi/ # OpenAPI spec introspection server
β βββ git/ # Git history and diff server
β βββ shell/ # Sandboxed shell server
βββ examples/
β βββ claude-code/ # Drop-in config for Claude Code
β βββ cursor/ # Drop-in config for Cursor
β βββ custom-server/ # Starter template for custom tools
βββ docs/ # Full documentation
βββ CONTRIBUTING.mdπΊοΈ Roadmap
Code search (semantic + keyword)
PostgreSQL / MySQL / SQLite server
Docs server (Markdown + URL crawl)
OpenAPI introspection server
Notion server
Linear / Jira server
Supabase + PlanetScale managed DB support
Web UI for browsing registered tools
Auto-generated tool descriptions from schema
Want something on this list prioritised? Open an issue and add a π.
π€ Contributing
Contributions are what make this project worth starring. Here's how to get involved:
First time?
Look for issues labelled
good first issueβ these are scoped small on purpose.Comment on the issue to claim it before starting.
Fork the repo, make your changes, open a PR.
Adding a new server
The fastest path to a merged PR:
# Clone and install deps
git clone https://github.com/naveenayalla1-CS50/mcp-server-toolkit
cd mcp-server-toolkit
npm install
# Scaffold your server
npm run new-server -- --name my-awesome-server
# Run tests
npm test
# Submit your PREach new server needs:
A
README.mdexplaining what it does and the one-line install commandAt least one test in
__tests__/An example config block for Claude Code / Cursor
Guidelines
Keep each tool focused on doing one thing well β resist scope creep.
Never store credentials in code β always read from env vars.
Add your server to the table in the main README and to the
packages/list.
Code of Conduct
Be excellent to each other. See CODE_OF_CONDUCT.md.
π Security
All servers are read-only by default. Write access requires an explicit
--writableflag.Credentials are read from environment variables only β never hardcoded or logged.
The shell server uses an allowlist (
mcp-shell.config.json) β no arbitrary command execution.Found a vulnerability? Please email security@naveenayalla1-CS50.dev instead of opening a public issue.
π License
MIT Β© 2026 naveenayalla1-CS50
You're free to use this in personal projects, commercial products, and anything in between. Attribution appreciated but not required.
Share on Twitter Β· Open an issue
Built with β€οΈ for the agent era.
MCP server usage
This repository contains a TypeScript/Node.js toolkit of MCP servers.
Install
npm install
npm run build
npm run build --workspace=@mcp-toolkit/core
npm run build --workspace=@mcp-toolkit/code-search
node packages/code-search/dist/index.js
## MCP server usage
This repository contains a TypeScript/Node.js toolkit of MCP servers.
### Install
```bash
npm install
npm run buildAvailable Tools
3 toolslist_filesB
List files in the codebase matching a glob pattern.
Inputs: pattern.
read_fileC
Read the full contents of a file.
Inputs: path.
search_codeA
Search for a keyword or pattern across the codebase. Returns file path, line number, and surrounding context.
Inputs: query, filePattern, maxResults.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelogβ¦
TDQS
Scored across 3 tools
Each tool has a distinct purpose: listing files, reading contents, and searching code. No overlap or confusion possible.
All tools use consistent verb_noun naming: list_files, read_file, search_code. The pattern is uniform and predictable.
Three tools is minimal but well-scoped for a basic codebase exploration server. It covers the essential operations without being overly sparse.
The set covers listing, reading, and searching files, but lacks directory listing or file metadata tools, which would be expected for full codebase navigation.
Maintenance
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