MCP servers

Read, search, validate, and analyze Architecture Decision Records.

MCP server for Azure Service Bus. Peek, search and replay dead-letter messages from any MCP client.

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler over MCP.

Create, read, search, and organize your Drafto notes and notebooks.

MCP server for SearXNG aggregator — web search across multiple engines via Model Context Protocol

Props, examples, CSS variables and Agent Skills for bestax-bulma React components (Bulma v1)

Oko

bartlomein

Code search for coding agents: ranked, exact excerpts with line numbers.

Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.

Saves AI coding-agent context by giving exact code instead of whole files, from a local graph.

Job search, application materials, and application tracking for AI assistants.

73 deterministic quant tools for AI agents. LLMs drift on Black-Scholes; these are exact math.

MCP server for Jira Cloud — issues, search, comments, attachments, transitions.

260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.

Two-tier memory: hot cache (0ms) + semantic search. Self-organizing.

Browserbase MCP server: cloud browser sessions, agents, contexts, fetch, search, functions

Microsoft 365 OneDrive files via Graph: list, search, get, upload, download, share, read text.

Microsoft 365 Outlook mail via Graph: read, search, send, reply, forward, draft, move, delete.

Microsoft 365 SharePoint via Graph: sites, libraries, pages, lists, search, file/list mutations.

Image generation with Google Gemini 3.1 Flash: 512px-4K, reference images, search grounding

PapersFlow

papersflow-ai

Academic research MCP server for paper search, citation checks, graphs, and deep research.

Search South Korea's national R&D regulations in natural language with cited provisions.

Sourcegraph code search, semantic search, go-to-definition, find-references, and diff search.

Flight price search via Aviasales/Travelpayouts: fares by route, cheapest days, flexible dates.

Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.

WorldRole

zzn199216

Free remote and overseas job search with sources and eligibility checks. Usage limits apply.

TranscriptAPI: YouTube Transcript and Search MCP

transcriptapi

TranscriptAPI.com: hosted YouTube transcripts, search, channels and playlists for AI agents

Your MAX account and bots for agents: read, search, send messages. Sign in with the max CLI first.

Search Jev / System One projects and read their recorded inclusion evidence.

Semantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first.

Telegram Archive

GeiserX

Search and read your archived Telegram chats and messages

Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter

Google Knowledge Graph

houtini-ai

Search Google's Knowledge Graph for structured information about real-world entities

Search IconMind's MIT icons by name, tag or category; get real slugs and import lines. Offline.

Persistent memory for AI assistants: store, search, and connect knowledge across conversations.

Obsidian Vault MCP Server

OleksandrKucherenko

Access Obsidian vaults via Local REST API - read, search, and interact with notes

Search 24px outline icons by name, tag, or category and get SVG or framework code.

Shopfox Shopping

shopfox-ai

US shopping research with real prices, sellers, and purchase links from Amazon, Best Buy, Walmart.