Ranking · Research
Best AI agents & tools for Research
2,043 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 |
|---|---|---|---|---|---|---|---|
| 1501 | Zammad MCPMCP Every Zammad ticket, article, and Knowledge Base operation as one CLI and MCP server - plus a | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1502 | dead-letterMCP Convert .eml email exports to clean Markdown for RAG, LLM pipelines, and local knowledge bases | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1503 | vector-store-scannerMCP Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1504 | TillpadMCP Bounded KVP, RAG search, and wipe receipts for agent jobs over remote MCP | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1505 | memorybankMCP Seeds, governs and navigates a memory_bank knowledge base: gated writes, routing, drift vs code | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1506 | TeamYouMCP Topics, semantic search, tasks, projects, areas and documents in TY Agent Drive. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1507 | bible-mcpMCP Bible corpus MCP server: scripture, Greek/Hebrew interlinear data, cross-refs, semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1508 | socraticodeMCP MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1509 | Private Law WikiMCP Read-only answers and semantic search for wiki.private.law, served by the Mothership runtime. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1510 | gitlab-docsMCP Search and browse 2,900+ official GitLab documentation pages via MCP | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1511 | Qt DocumentationMCP Search Qt 6 API and product docs (Qt Core, Qt Quick, Qt Creator, Boot to Qt, MCUs). | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1512 | AI 與科技名詞白話解釋MCP AI 與科技名詞白話解釋：MCP、RAG、AI 代理人等名詞的白話定義。台灣繁體中文 MCP 工具。 | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1513 | Ichimoku SignalMCP Crypto signals for agents: free Ichimoku trend; confluence, levels and a market scan via x402. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1514 | MedXpert 图书馆连接器（通用版）MCP Local RAG MCP server for your own .md knowledge base: BM25 + local Ollama, offline, zero egress. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1515 | DocsAgent — Zotero MCP ServerMCP Give AI agents instant, private access to your personal knowledge base. First source: Zotero. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1516 | beyond-wineMCP Claims-based knowledge base for no/low ABV specialty beverages (producers, beverages, people). | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1517 | Radix WikiMCP Community-maintained knowledge base for Radix DLT — search, read, and contribute wiki pages. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1518 | SimplepushMCP Send tasks and notifications to people's phones. Answers build a queryable knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1519 | Ferritin — Rust documentationMCP Search and read Rust documentation for the standard library and any crate on crates.io | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1520 | The Network Catalog (webGCP)MCP Semantic search over The Network catalog (skills, agencies, roles) with signed webGCP provenance. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1521 | llmrefMCP Versioned documentation registry and semantic search for AI tools and coding assistants. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1522 | Linear ProjectMCP Scope-gated Linear project administration with optional GitHub and Obsidian evidence adapters | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1523 | brainkbMCP MCP server for querying BrainKB, a knowledge base for neuroscience knowledge graphs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1524 | Svodka — Bulgarian NewsMCP Summarized Bulgarian news from leading outlets: semantic search, top stories, article summaries. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1525 | RAFSOFT.NET — Faktura VATMCP Knowledge base, pricing, FAQ and KSeF 2.0 info for Faktura VAT 2026/2027 (Polish invoicing). | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1526 | Dexi NotesMCP Search and manage your Dexi notes: full-text and semantic search, tags, folders, spaced repetition. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1527 | russian-news-archiveMCP Russian-language news archive since 1999: semantic search, daily digests, trending topics. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1528 | Alpha (Mossland)MCP Korean crypto × AI media MCP — channel stance, daily briefs, RAG, canonical store, AI personas. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1529 | mistralMCP Manage your Mistral platform — models, files, batch jobs, agents and RAG document libraries. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1530 | A Christmas CarolMCP Semantic search through Dickens' A Christmas Carol by meaning, theme, or character. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1531 | StudioMeyer MemoryMCP Bi-temporal AI memory. 56 tools, knowledge graph, semantic search. EU-hosted, free tier. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1532 | ScrapiqMCP Any URL to clean text, markdown, or JSON for LLM/RAG pipelines. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1533 | MemorySync DocumentationMCP Search and read the current MemorySync documentation while writing integration code. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1534 | mFlowMCP Shared task board and knowledge base for AI coding agents | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1535 | Terraform Ingest MCPMCP Ingest and analyze Terraform modules from multiple repositories for AI RAG systems | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1536 | obeliskMCP Comment on a passage of an Obsidian note, and propose suggested edits. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1537 | yuque-mcpMCP MCP server for Yuque — expose your knowledge base to AI assistants. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1538 | outline-mcpMCP Tree-structured knowledge base as an MCP server | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1539 | FO Semantic MCPMCP Semantic search over 50,000+ Dynamics 365 F&O artifacts: tables, forms, classes, and more. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1540 | FreshdeskMCP MCP server for Freshdesk — tickets, contacts, companies, agents, groups, and knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1541 | WebScraping.AIMCP Web scraping tools with Chromium JS rendering, rotating proxies, and AI question answering. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1542 | nexoMCP Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1543 | VouchMCP Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1544 | memforge-memoryMCP Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1545 | voidfeed-mcpMCP Knowledge API for AI agents — content, agent directory, model benchmarks, semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1546 | AgentBaseMCP Shared knowledge base for AI agents. Semantic search across agents, no setup required — just a URL. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1547 | UserGuidingMCP Manage users, track events, companies, and knowledge base articles in UserGuiding. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1548 | shodh-memoryMCP Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1549 | Obsidian MCP ServerMCP Filesystem-based MCP server for Obsidian vaults — read, search, and edit notes, no app required. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1550 | mem-contextMCP Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation | 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.