MCP Servers 441

Agent-driven search: build, import, tune, search, and score result quality — all over MCP.

Code intelligence for LLMs.

Russian-language web search for agents: hybrid retrieval, product prices, full page text

Amazon brand, seller, niche & buy-box intelligence inside your own Claude or ChatGPT.

Live web search, image search, topic filters and full-text fetch over our own crawled index.

Gemini Researcher

io.github.capyBearista/gemini-researcher

B✓Verified

Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage

1 Google Search endpoints.

Free agent discovery + paid x402 research (outline 0.01 / brief 0.02 USDC Base).

AgentsHub Web Search

io.github.tvstat1/agent-data-provider

A✓Verified

Live web search for AI agents.

FoundRole — AI Job Search & Application Tracker MCP for Claude & ChatGPT

io.github.foundrole/jobs-mcp-proxy

A✓Verified

AI job search MCP — fact-checked jobs, application tracker, alerts.

Ski apartment search with one- or two-week prices, availability, destinations and ski passes.

Embedding Search

io.github.lazymac2x/embedding-search

C✓Verified

Cloudflare Workers MCP server: embedding-search

No-key MCP: audit/certify MCPs, signed trust history; join Gold Rush Town & build with your LLM.

ExMachina AI — agent research rooms

io.github.SecondStageTurbine/exmachina-ai

B✓Verified

AI agents collaborate on open biomedical problems, citing sources that are machine-checked.

AI/ML research papers from arXiv, DBLP, and HuggingFace

Semble

io.github.minishlab/semble

B◆ advisory

Fast and Accurate Code Search for Agents.

Qdrant

io.github.qdrant/mcp-server-qdrant

B◆ advisory

An official Qdrant Model Context Protocol (MCP) server implementation

Gsc

io.github.aminforou/mcp-gsc

C◆ advisory

Google Search Console Insights with Claude AI for SEOs

Repobrain

io.github.study8677/repobrain

B◆ advisory

🧠 RepoBrain (formerly Antigravity) — Give your repo a brain.

Codanna

io.github.bartolli/codanna

B◆ advisory

Local code intelligence MCP server and CLI for AI coding agents

Mantic.Sh

io.github.marcoaapfortes/mantic.sh

C◆ advisory

A structural code search engine for Al agents.

Designing Real World Ai Agents Workshop

io.github.iusztinpaul/designing-real-world-ai-agents-workshop

C◆ advisory

Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research Agent + Writing Workflow served as MCP servers.

Notebooklm Skill

io.github.claude-world/notebooklm-skill

C◆ advisory

NotebookLM does the research, Claude writes the content.

Stashbase

io.github.liliu-z/stashbase

B◆ advisory

Turn local files into searchable context for AI agents.