MCP server that tracks file descriptions across codebases, enabling AI agents to efficiently navigate and understand code through searchable
MCP server that tracks file descriptions across codebases, enabling AI agents to efficiently navigate and understand code through searchable summaries and
A production-ready Model Context Protocol (MCP) server that revolutionizes how AI agents navigate and understand codebases. Built for high-concurrency environments with advanced database resilience, the server provides instant access to intelligent descriptions, semantic search, and context-aware recommendations while maintaining 800+ writes/sec throughput.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
{
"mcpServers": {
"code-indexer": {
"command": "uvx",
"args": ["mcp-code-indexer"],
"env": {
"OPENROUTER_API_KEY": "your-value",
"VOYAGE_API_KEY": "your-value",
"TURBOPUFFER_API_KEY": "your-value",
"TURBOPUFFER_REGION": "your-value",
"MCP_LOG_FORMAT": "your-value",
"DB_POOL_SIZE": "your-value",
"DB_RETRY_COUNT": "your-value",
"DB_TIMEOUT": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| OPENROUTER_API_KEY | Credential the server authenticates with. | Yes |
| VOYAGE_API_KEY | Credential the server authenticates with. | Yes |
| TURBOPUFFER_API_KEY | Credential the server authenticates with. | Yes |
| TURBOPUFFER_REGION | Configuration value read at startup. | Optional |
| MCP_LOG_FORMAT | Configuration value read at startup. | Optional |
| DB_POOL_SIZE | Configuration value read at startup. | Optional |
| DB_RETRY_COUNT | Configuration value read at startup. | Optional |
| DB_TIMEOUT | Configuration value read at startup. | Optional |
The original Chromium automation reference server — simple, screenshot-driven browser control.
Build a programmable telecommunications stack for connecting telephony services with the Internet via a cloud-based utility.
Automates browsers and APIs, enabling Large Language Models (LLMs) to interact with web pages for tasks like screenshot capture and JavaScript
Workers, KV, R2 and D1 by conversation — Cloudflare's official remote servers for building and observability.
Search built for AI, not humans — semantic web search that returns model-ready content, plus code context.
Answers, not links — delegate questions to Perplexity's search-grounded models and get cited responses back.