Ranking · Research
Best AI agents & tools for Research
2,046 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 |
|---|---|---|---|---|---|---|---|
| 1551 | 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 |
| 1552 | 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 |
| 1553 | 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 |
| 1554 | devragMCP Lightweight local RAG MCP server. 40x token reduction. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1555 | mnemographMCP Event-sourced knowledge graph memory for AI coding agents with semantic search | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1556 | github-repo-mcpMCP MCP server for GitHub repo health, commit summaries, issue triage, and RAG Q&A. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1557 | XKnow Knowledge BaseMCP Search and explore source-backed SEO, SaaS, and LLM-wiki knowledge from the XKnow knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1558 | garnet-mcpMCP RAG memory for LLM agents over Garnet Vector Sets: store text as embeddings, recall by meaning. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1559 | Obsidian BrainMCP Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1560 | swiss-truth-mcpMCP Verified knowledge base for AI agents — stop hallucinations with certified facts. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1561 | synapbusMCP MCP-native agent-to-agent messaging hub with channels, DMs, and semantic search | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1562 | Koma Core MCPMCP Protected RAG storage — agents discover public metadata, content only by access token. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1563 | adam-frameworkMCP Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1564 | Local MemoryMCP Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1565 | mcp-obsidian-cliMCP Save chat notes from Claude Desktop to your vault — MCP on Obsidian CLI. Keep what matters. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1566 | n0s1-mcpMCP Secret scanner for Slack, Jira, Confluence, Asana, Wrike, Linear, Zendesk, GitHub and GitLab | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1567 | Sourcegraph MCP ServerMCP Sourcegraph code search, semantic search, go-to-definition, find-references, and diff search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1568 | lainMCP High-performance knowledge graph MCP server for AI coding agents with semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1569 | ZKshareMCP ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /api/v1/context. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1570 | openinsurance-wikiMCP Open, source-cited knowledge base of Belgian insurance products: search, compare, verify, overlaps. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1571 | SeekLinkMCP Local read-only semantic search for Markdown vaults through MCP. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1572 | AI Readiness KitMCP Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1573 | Obsidian MCPMCP Turns Obsidian vaults into AI-queryable knowledge graphs with 12 tools | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1574 | minirag-mcpMCP Local-first RAG MCP server: hybrid search over a folder of your own documents | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1575 | SAME - Stateless Agent Memory EngineMCP Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1576 | notion-mcpMCP Notion MCP server — search, export, and import pages as markdown | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1577 | IT GlueMCP IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1578 | dify-mcpMCP MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1579 | Ace MemoryMCP Persistent memory for AI agents. Semantic search, memory graph, W3C DID identity. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1580 | ZettelForgeMCP Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offline RAG, Sigma/YARA. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1581 | Obsidian Regulatory MCPMCP Verified, tier-0 regulatory data for AI across 850+ official sources and 50+ jurisdictions. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1582 | NervaPackMCP Offline codebase knowledge graph: 91% token reduction vs naive RAG, plus cross-session agent memory. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1583 | DocPullMCP Sync public web sources into cited context packs for AI agents, RAG, and MCP clients. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1584 | emap — Euskadi hyperlocal mobilityMCP Basque Country hyperlocal mobility: ES/EU semantic search, routing, open-data POIs, peak-bagging. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1585 | jira-mcpMCP Jira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wiki. Run via npx. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1586 | qingkuai-mcp-serverMCP MCP server for Qingkuai (.qk) — docs search, syntax check, compilation, and formatting tools. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1587 | mcp-bookmarkMCP MCP Server for adding bookmarks in openai RAG | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1588 | VenuVidya — Carnatic Flute Study GuideMCP Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1589 | pensieveMCP Manually-triggered, self-organising personal memory for AI agents; SQLite, no vector DB. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1590 | continuumMCP Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1591 | pilMCP PIL: local-first knowledge base for your Instagram saved posts, with a read-only MCP server. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1592 | Notion_connectMCP Notion MCP Pack | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1593 | ConfluenceMCP Confluence MCP — wraps the Confluence Cloud REST API v2 (OAuth) | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1594 | MCP DB ConnectMCP MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1595 | PayU DocsMCP Search PayU docs, browse the payment integration catalog, and fetch production-ready code. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1596 | xkcd Comic SuggesterMCP Suggests a relevant xkcd comic during a conversation, via semantic search over every comic. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1597 | mcp-knowledge-gapsMCP Find what your knowledge base mentions but doesn't actually explain. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1598 | hebbian-vaultMCP Usage-adaptive Obsidian vault search: Hebbian + PageRank + BM25 hybrid ranking. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1599 | enquire-mcpMCP Long-term memory for AI agents — your Obsidian vault as searchable persistent memory. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1600 | vault-health-mcpMCP Obsidian vault structural health: broken links, orphans, missing frontmatter, safe auto-repair. | 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.