Ranking · Research
Best AI agents & tools for Research
2,049 tools cover at least one of the 10 research tasks, ranked by coverage score: how much of the theme's tasks each one covers.
Tasks in this theme:Analyze patentsAnswer questions from internal documentsBuild a literature reviewDo market researchFact-check a documentMonitor news on a topicResearch a companyResearch competitorsSummarize academic papersTrack regulatory changes
| # | Tool | Coverage score | Tasks covered | Best at | Access | Trust | Seen |
|---|---|---|---|---|---|---|---|
| 1801 | rag-knowledge-graph-mcpMCP Rag Knowledge Graph MCP Server by MEOK AI Labs | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1802 | Vector Search APIMCP In-memory vector search with TF-IDF and cosine similarity. x402 micropayment. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1803 | Web Scraper to Markdown APIMCP Extract clean markdown from any URL. Removes boilerplate. For RAG pipelines. x402. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1804 | Darwin RAGMCP Local-first RAG engine with MCP server for AI agent integration. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1805 | criterionMCP Semantic search across 6,236 Quran verses and 12,416 authentic Hadiths for Islamic guidance. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1806 | beever-atlasMCP Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1807 | quillragMCP Single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1808 | Memory KernelMCP Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1809 | EmbgrepMCP Local semantic search — embedding-powered grep for files, zero external services. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1810 | AsterMind MCPMCP On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1811 | vibe-hnindexMCP Index source code into a local knowledge base, search with keyword + semantic + hybrid modes. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1812 | food-recipe-mcpMCP Semantic search across 50,000+ food recipes with hybrid retrieval and reranking. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1813 | Nordic Financial MCPMCP Semantic search over Nordic filings, press releases, macro data and electricity prices. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1814 | CortexMCP Shared knowledge base that people and AI agents read and write: pages, atoms, hybrid search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1815 | priorMCP Shared knowledge base for AI agents. Search and contribute solutions to technical problems. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1816 | agent4.ioMCP Build and run grounded business agents over MCP: agents, knowledge bases, skills, Storylines. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1817 | mcp-serverMCP Memory system for AI agents with semantic search. Store and recall memories with ease. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1818 | knowledge-baseMCP AI-powered knowledge base for Double - Thank You with semantic search and question answering. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1819 | SuzuriMCP Semantic search across Japan's government white papers, in English or Japanese. Free beta. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1820 | StitchAPI DocsMCP Search and read the StitchAPI docs: search_docs finds relevant sections, get_doc reads a page. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1821 | Octri API DocsMCP Search an Octri project's API docs and call its endpoints as tools, shaped by its SDK Studio config. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1822 | iknowMCP Knowledge base MCP for AI agents on iknow.dev. Search, read, and maintain via OAuth. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1823 | ClawLinkMCP MCP server connecting AI agents to 100+ apps (Gmail, Slack, Notion, GitHub) via one-click OAuth. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1824 | CitadelMCP Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1825 | Agent ModuleMCP Deterministic compliance and vertical knowledge bases for autonomous agents. Free 24hr trial. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1826 | dm-drogerie-marktMCP Real-time product data, semantic search and more from dm-drogerie markt, Europe's leading drugstore. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1827 | ZelesIAMCP Turn the LinkedIn posts you save into a knowledge base your assistant can search and cite. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1828 | xNotepad AIMCP Create, search, and update notes in an xNotepad AI notebook, with semantic search and AI Q&A. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1829 | Vector Panda DocumentationMCP Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1830 | the-Automator AutoHotkey Downloads SearchMCP Semantic search over 438 AutoHotkey tools, scripts and courses at the-automator.com | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1831 | The-SnipMCP Team knowledge base for snippets, API calls and docs. Agents search and file items; humans review. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1832 | TalarionMCP A knowledge base of verified, dated facts your LLM would otherwise get wrong. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1833 | Swamix MCPMCP Hosted MCP catalog with 30 tenant-isolated browser, RAG, AI, mail and media tools. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1834 | StruXure NorCal Knowledge BaseMCP Public remote MCP server for StruXure NorCal pergola services and FAQs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1835 | stagenth · AI 记忆库MCP Hosted persistent memory with semantic search, importance and TTL for AI agents. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1836 | docsMCP Stimulsoft Reports & Dashboards docs MCP server. Semantic search for all platforms. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1837 | Hermes — Air Quality IntelligenceMCP UK air quality MCP: live readings, historical trends, LAQM stats, WHO checks, knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1838 | RoxyAPI Docs MCP Server (keyless, for coding agents)MCP Keyless docs search so coding agents wire up RoxyAPI: every endpoint, param and SDK call. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1839 | Prowlo — Reddit & X for AI agentsMCP Reddit & X data for AI agents over MCP. Semantic search, hosted, no Reddit API. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1840 | opensolr-mcpMCP Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1841 | mcpMCP Official Notion MCP server | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1842 | NVIDIA CUDA DocsMCP Search NVIDIA CUDA documentation and code samples from AI coding agents. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1843 | docsMCP Search and query nTop's knowledge base and engineering guides from AI applications. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1844 | Nalpeiron DocsMCP Search and browse Nalpeiron product documentation (Zentitle2, ZenGain, ZenMeter, EUP) via GitBook. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1845 | castor-mcpMCP Castor for Confluence Data Center — MCP server bridging Confluence DC with AI agents | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1846 | MintMCP DocsMCP Search and read the official MintMCP documentation, the enterprise MCP gateway. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1847 | docsMCP Search how-to docs for Merchinary's Shopify Bulk Product Editor and Image Editor apps. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1848 | agent-doorMCP The full CRM for contractors, asked directly: crew pricing, knowledge base, forum, roadmap. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1849 | Magnificent JobsMCP Semantic search over 3.5M+ live US job postings pulled straight from company ATSes. Read-only. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1850 | MyAITwinMCP A personal RAG database you build from chat, so AI creates work that sounds like you. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.