Ranking · Research
Best AI agents & tools for Research
2,042 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 |
|---|---|---|---|---|---|---|---|
| 1451 | Drone IntelligenceMCP Drone-sector market intelligence for AI agents: free briefings and profiles, licenced tracker data. | 0.7 | 2 / 10 | Research competitors · Track regulatory changes | REMOTELOCAL | DECLARED | 6d ago |
| 1452 | Draconic Market IntelligenceMCP Live multi-signal market intelligence for supported instruments. Analysis only. | 0.7 | 2 / 10 | Research competitors · Track regulatory changes | REMOTELOCAL | DECLARED | 6d ago |
| 1453 | gosidianMCP Self-hosted Obsidian-compatible markdown vault with a web UI and a 57-tool MCP server for AI agents | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1h ago |
| 1454 | ExomemMCP Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 4h ago |
| 1455 | marm-mcp-serverMCP Universal MCP Server with advanced AI memory capabilities and semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 7h ago |
| 1456 | Engram: AI memory you can edit in ObsidianMCP Shared memory for Claude, ChatGPT and any MCP client. Read and edit it in Obsidian or the web app. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 7h ago |
| 1457 | vexMCP Local code search for agents: symbols, usages, call graph, AST patterns, grep and semantic search | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 13h ago |
| 1458 | Obsidian TurbochargedMCP Governed Obsidian vault access: hybrid retrieval, Markdown-native memory, HITL confirmations. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 14h ago |
| 1459 | sf-intelligence — Salesforce org intelligence for AI agentsMCP Offline, read-only MCP knowledge base for one Salesforce org's metadata, deps & impact. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 14h ago |
| 1460 | PurlMCP Search and save to your Purl read-it-later knowledge base from any MCP client. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 15h ago |
| 1461 | memory-findMCP Local, explainable knowledge base for AI agents: hybrid search with provenance over SQLite. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 16h ago |
| 1462 | mcp-atlassian-extendedMCP MCP server for Jira and Confluence — sprints, agile boards, attachments, versions, calendars. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 17h ago |
| 1463 | PexafyMCP Semantic search over free-to-use stock photos from 9 libraries: by words, image, or similar. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 19h ago |
| 1464 | Agentic Task System (ATS)MCP MCP server giving AI agents persistent task memory across TickTick, Notion, GitHub, Linear & Beads | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 20h ago |
| 1465 | mcp-local-ragMCP Easy-to-setup local RAG server with minimal configuration | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 20h ago |
| 1466 | ai·rete·ragMCP Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1467 | Vault CortexMCP Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1 | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1468 | arxiv-mcp-serverMCP Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1469 | NewsmindMCP Read, search and track your RSS feeds: semantic search, story clustering, watches, OPML import. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1470 | SenzingMCP Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1471 | Lithuanian Data Portal documentationMCP Search and read the Lithuanian Data Portal user guide and Data API docs, in Lithuanian and English | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1472 | coolifyMCP 45 optimized tools for managing Coolify infrastructure, diagnostics, and docs search | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1473 | haiku.ragMCP Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1474 | DevExpress DocumentationMCP Streamable HTTP MCP server for DevExpress documentation search and retrieval. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1475 | YouTube Transcripts & SubtitlesMCP Bulk YouTube transcripts from videos, channels, playlists or search: text, RAG chunks, SRT, VTT. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1476 | memtomemMCP Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1477 | prompt-injection-scannerMCP Scans RAG content/scraped pages for indirect prompt injection | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1478 | brainatticMCP The knowledge base your AI reads and writes, under your rules — over MCP, EU-hosted. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1479 | pmndrs docsMCP Search and read the docs and examples of react-three-fiber, drei, zustand, jotai... from your agent | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1480 | CartographerMCP Governance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1481 | IWEMCP Markdown knowledge base as agent memory. Runs against the notes directory it is started in. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 1d ago |
| 1482 | seekstoneMCP Filesystem-direct Obsidian MCP server — search and edit your vault with low context-tax. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 2d ago |
| 1483 | notion-mcp-serverMCP Token-auth Notion MCP: pages, databases, blocks, comments, files. Runs headless in CI and agents. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 2d ago |
| 1484 | KZSalesHub KnowledgeMCP B2B sales, marketing, AI and management knowledge base for Kazakhstan and Central Asia (RU). | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 2d ago |
| 1485 | agent-knowledgeMCP Cross-session memory for AI agents - knowledge graph, scoring, semantic search | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 2d ago |
| 1486 | Picsha AIMCP AI-native digital asset management: semantic search, generative image edits, and CDN delivery. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 2d ago |
| 1487 | gadakMCP Ask a local SQLite mirror of your Jira and Confluence: SQL, full-text search, issue detail. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1488 | Lium DocsMCP Search and read the Lium GPU rental docs: pods, CLI, SDK, REST API and agent guides. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1489 | EnzymeMCP Semantic search and pattern discovery for Obsidian and markdown vaults. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1490 | ColdState — Deterministic Knowledge InfrastructureMCP Deterministic knowledge for AI agents: search, fetch, cite and verify a 48M-entry knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1491 | Black Window weaveMCP Semantic search over local folders of code and docs, with a code-search encoder running on your CPU. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1492 | OctocodeMCP AI-powered code indexer with semantic search and knowledge graphs | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 3d ago |
| 1493 | cyanheads-mcp-serverMCP Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 4d ago |
| 1494 | OctobrainMCP Persistent memory for AI assistants with semantic search and knowledge graph relationships. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 4d ago |
| 1495 | better-code-review-graphMCP Token-efficient code review knowledge graph: semantic search and call-graph resolution. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 4d ago |
| 1496 | Divinci AIMCP Release management and QA for custom AI assistants: RAG, releases, scored QA, signed TrustBench runs | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 4d ago |
| 1497 | Husverket – Swedish Prefab HousesMCP Husverket AB knowledge base: 350 Q&A on attefallshus, prices and building permits in Sweden. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1498 | Obsidian Hybrid SearchMCP Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1499 | tibiawiki-mcpMCP TibiaWiki knowledge base: attribute queries over creatures, items, NPCs, quests and spells | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 5d ago |
| 1500 | 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 |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.