MCP servers

Fast per-repo documentation indexer and full-text search MCP server for codebases.

Crawl and analyse websites for SEO errors using Crawlee with SQLite storage

Obsidian Everywhere

junnnnnw00

Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults.

Search and fetch 100+ Hermes Agent tools, skills, plugins, and integrations from hermesatlas.com.

Search Fiverr gigs, sellers, pricing, and reviews. No API key required.

Stateful Windows RPC attack-surface research for AI agents: 22 tools on NtObjectManager.

Search Freeport Nostr events by kind, tag & geohash radius (rides, services, reputation).

Maintained, agent-readable knowledge bases with calibrated search and provenance. Pro key adds XL.

Product search, price comparison, and affiliate-ready shopping across Singapore and US retailers.

Your Telegram account for agents: read, search and send messages. Sign in with the tg CLI first.

Provider-neutral web_search for AI agents. Grounding + agent search APIs, keyless defaults.

Indian equity research MCP — 5,000+ NSE/BSE stocks, financials, KPIs, and concall transcripts.

PubMed & Europe PMC literature search, US/UK drug labelling, and clinical trials for AI assistants.

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.