
Exa Web Search
exa-labs/exa-mcp-server
Connect AI agents to Exa for web search, content fetching, and multi-step research.

allentcm/mcp-codebase-rag
This MCP server provides semantic codebase search and file retrieval using embeddings and a PostgreSQL database. It exposes tools for searching code, listing files, and retrieving file contents.
docker run -i --rm -e DATABASE_URL -e VOYAGE_API_KEY -e EMBEDDING_TABLE -e TRACKING_TABLE -p 8080:8080 allentcm/mcp-codebase-rag:1.0.0{
"mcpServers": {
"codebase-rag": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"DATABASE_URL",
"-e",
"VOYAGE_API_KEY",
"-e",
"EMBEDDING_TABLE",
"-e",
"TRACKING_TABLE",
"-p",
"8080:8080",
"allentcm/mcp-codebase-rag:1.0.0"
],
"env": {
"DATABASE_URL": "<DATABASE_URL>",
"VOYAGE_API_KEY": "<VOYAGE_API_KEY>",
"EMBEDDING_TABLE": "<EMBEDDING_TABLE>",
"TRACKING_TABLE": "<TRACKING_TABLE>"
}
}
}
}DATABASE_URLVOYAGE_API_KEYEMBEDDING_TABLETRACKING_TABLESemantic Code Search: Uses Voyage embedding model to convert queries into vectors and search code snippets by similarity.
File Listing: Lists all tracked files in the codebase.
File Content Retrieval: Fetches the full content of a file by filename.
search_codebase
get_files
get_file_content
Details on this page are taken from the project's README. Open README

exa-labs/exa-mcp-server
Connect AI agents to Exa for web search, content fetching, and multi-step research.

ppl-ai/modelcontextprotocol
The official MCP server implementation for the Perplexity API Platform, providing AI assistants with real-time web search, reasoning, and research capabilities through the Agent API and the Search API.

infinilabs/coco-app
Tagline: "Coco AI - search, connect, collaborate – all in one place.".

mzxrai/mcp-webresearch
A Model Context Protocol (MCP) server for web research.

web-agent-master/google-search
A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches and extract results. It can be used directly as a command-line tool or as a Model Context Protocol (MCP) server to provide real-time search capabilities to AI assistants like Claude.

mamertofabian/mcp-everything-search
An MCP server that provides fast file searching capabilities across Windows, macOS, and Linux. On Windows, it uses the Everything SDK. On macOS, it uses the built-in mdfind command.