Ranking · Research
Best AI agents & tools for Research
2,048 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 |
|---|---|---|---|---|---|---|---|
| 1751 | SentimatixMCP Real-time NSE/BSE stock sentiment, news NLP, technical analysis & RAG search via MCP. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1752 | MCP Memory GraphMCP Authority-weighted memory graph for AI agents with conflict detection and semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1753 | remnusMCP MCP-native open-source Notion alternative: read & write pages, databases and kanban boards. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1754 | second-brain-mcpMCP Second brain en Obsidian: notas, conceptos como nodos, resurfacing y salud del grafo. En castellano. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1755 | PeopleMCPMCP Semantic search for people, projects and AI agents by task, skills and collaboration needs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1756 | Obsidian Vault MCP ServerMCP Access Obsidian vaults via Local REST API - read, search, and interact with notes | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1757 | TriliumNext (trilium-mcp)MCP Read and write a self-hosted TriliumNext knowledge base over its ETAPI. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1758 | contextual-mcp-serverMCP RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1759 | claude-memory-managerMCP Cross-session memory for Claude Code — context capture, semantic search, recall | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1760 | vector-memoryMCP Semantic document memory using Redis vector store. Save and recall files with natural language. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1761 | ragmetric-mcpMCP RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1762 | ragdrift-mcpMCP Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1763 | citecite-mcpMCP Inject, parse, and strip [N] citation markers in RAG outputs. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1764 | MidOS - MCP Community LibraryMCP Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1765 | Pipe (SPR) MCP ServerMCP AI-native runtime with built-in MCP server. 232 builtins, AI pipelines, RAG, single ~8 MB binary. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1766 | ComfyUI BuilderMCP ComfyUI MCP server: knowledge base, workflow builder, real-time execution, models, plugins. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1767 | AgentLoreMCP AI-verified knowledge base with trust scoring, temporal facts, and skill cards. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1768 | Copilot Memory MCPMCP Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1769 | loomMCP Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1770 | freshvaultMCP Local semantic search over your Obsidian vault - always fresh, never reindex. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1771 | IA-QA — 130+ QA & Dev Tools for AI AgentsMCP 130+ QA & dev tools for AI agents: prompt injection, RAG testing, VLM eval, guardrails. Free. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1772 | second-brain-bridgeMCP Search and reason over your Obsidian-style Markdown vault, right from ChatGPT. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1773 | memographMCP Graph-based memory system for LLMs with knowledge graphs and semantic search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1774 | lociMCP Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1775 | mcp-file-processorMCP Text extraction, keyword extraction, language detection, and chunking for RAG | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1776 | IMAGIN.studio API DocsMCP Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1777 | strajkpolski-mcpMCP Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1778 | marocain.investments — {GIN} real-estate intelligence (Morocco)MCP {GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1779 | RAGScoreMCP Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1780 | velociragMCP Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1781 | google-surf-mcpMCP Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1782 | woody-mcpMCP Woody, the AI firearms expert. Verified specs, legal lookups, and knowledge base. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1783 | ragstackMCP Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1784 | gctrlMCP Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1785 | Repo-to-RAGMCP GitHub repository vectorizer and context synthesizer for RAG pipelines. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1786 | Paper Distill MCPMCP Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1787 | stellavaultMCP Local-first MCP server: Claude searches, asks & drafts from your Obsidian vault. 21 tools, no keys. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1788 | hubmeshMCP Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1789 | Html Vers MarkdownMCP HTML to clean Markdown for LLM and RAG pipelines: headings, lists, tables, links, code fences. Pr... | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1790 | ShelfmarkMCP Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1791 | Obsidian Semantic SearchMCP Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1792 | cortexMCP Local repo context for coding assistants with semantic search and graph relationships. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1793 | AiPayGen — 65+ AI Tools as an MCP ServerMCP 65+ AI tools as MCP: research, write, code, scrape, translate, RAG, agent memory, workflows | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1794 | contextualMCP Persistent memory for AI coding agents: local-first semantic search, dependency graphs, git history. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1795 | github-twinMCP Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1796 | ariel-memoryMCP Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1797 | redm-mcpMCP RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1798 | ls-searchMCP Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account. | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1799 | rag-knowledge-mcpMCP Rag Knowledge MCP Server by MEOK AI Labs | 0.5 | 1 / 10 | Answer questions from internal documents | REMOTELOCAL | DECLARED | 6d ago |
| 1800 | 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 |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.