all tools / research
As of the latest check, Glimind tracks 200 research AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.
| tool | status | what it does | |
|---|---|---|---|
| deep-research troyhantech/deep-research | unknown | Performs deep research on a given task and returns a comprehensive report. | alternatives |
| conduct_research wheattoast11/openrouter-deep-research-mcp | unknown | Sync research with streaming | alternatives |
| deep_research pminervini/deep-research-mcp | unknown | Starts a deep research task using the configured provider (OpenAI, Gemini, DR-Tulu, or Open Deep Research) and returns the research result. | alternatives |
| research-report Deesmo/Arch AI Tools | unknown | Multi-source research with citations | alternatives |
| research wheattoast11/openrouter-deep-research-mcp | unknown | Async research (returns job_id) | alternatives |
| descubrir_competidores aronjesusfj-lang/fansly-mcp | unknown | Descubre competidores | alternatives |
| research_followup hello-emrah/Sibyl | unknown | Ask follow-ups on a research task without re-running | alternatives |
| research_analyze_sentiment Nowng/maverick-lms-mcp | unknown | 市場情緒分析 | alternatives |
| xianyu_get_provisional_preview YRMDLG/xianyu-shopping-assistant | unknown | 获取严格有界的暂定预览，读取本地前沿候选和缓存详情 | alternatives |
| get_deep_research essencescholar-mcp | unknown | Retrieve any past draft by ID | alternatives |
| research_topic research-automation-mcp-server | unknown | Multi-source research | alternatives |
| deep_research robotlearning123/gpt2agent | unknown | Perform deep research (upstream may fail) | alternatives |
| research KB01111/research-mcp | unknown | End-to-end: search → scrape → rerank → summarize | alternatives |
| deep_research mymacmeet-crypto/claw-site | unknown | Runs an iterative deep research process with reflection and re-search rounds, producing a detailed report. | alternatives |
| run_competitive_research Aditya201206/AI Competitive Research Assistant (NitroStack MCP) | unknown | Master orchestrator tool executing the entire 7-step competitive research pipeline. | alternatives |
| deep_research hello-emrah/Sibyl | unknown | Fire an autonomous multi-step research task | alternatives |
| qcm_research GYINT/QCM MCP Server | unknown | Research quality crisis scenarios and gather relevant information | alternatives |
| research_analyze_company Nowng/maverick-lms-mcp | unknown | 公司研究 | alternatives |
| deep_research ferre-z/carbs | unknown | Search to parallel scrape to synthesize | alternatives |
| xianyu_get_first_page_snapshot YRMDLG/xianyu-shopping-assistant | unknown | 获取原始关键词第一页的只读市场快照，最多 10 项 | alternatives |
| tavily.research tavily-fastmcp | unknown | Perform deep research on a topic | alternatives |
| deep_research_chat essencescholar-mcp | unknown | Read-only follow-up on an existing session (ask questions, dig deeper) | alternatives |
| research_latest juh5ng/k-data-mcp | unknown | Latest Korean equity research across all covered companies. | alternatives |
| research_company Aa-ronJS/Doorknock | unknown | Reads the home page and DNS, returning marketing/CRM tools, standard pages, email handler, and outbound email protection status. | alternatives |
| autonomous_research aurelius-mcp | unknown | Run one autonomous research job on a topic, driving its own LLM. | alternatives |
| research-creator-posts thenavidm/substack-mcp-cli | unknown | Study another writer's posts | alternatives |
| teneo_research_niche io.github.Traviseric/teneo-book-mcp | unknown | Niche research from a seed topic. Free. | alternatives |
| run_swarm_research kwizzlesurp10-ctrl/x402 Micropayments MCP | unknown | Swarm Agency: buy cheap upstream x402 services, compose a research report, list it for resale | alternatives |
| run_research neuralverge/mcp-server | unknown | Starts the full multi-step research workflow: searches, analyzes sources, and returns a structured report. Async — returns a session_id. | alternatives |
| deep_research robotlearning123/chatgpt2agent | unknown | Runs deep research with standard depth. | alternatives |
| start_research_run Raoof128/Reasoning Engine | unknown | Create a verifiable research run (classifies mode + profile) | alternatives |
| deep_research lijiatuk/dstools | unknown | Full pipeline: plan → search → fetch → select → synthesize, with citations. | alternatives |
| create_persona @clien-ai/mcp | unknown | Creates a new persona in the project. | alternatives |
| snapmind_cross_lingual_research snapmind-mcp | unknown | Autonomously researches foreign websites and translates findings. | alternatives |
| mine_angles hermoso-ai/Hermoso | unknown | Mine creative angles | alternatives |
| pack_build SarutobiSasuke8/source-pack-mcp | unknown | Build a structured research source pack for a topic or question. Discovers public sources, fetches them (robots-respecting, rate-limited), a | alternatives |
| conduct_iterative_research subject-researcher-mcp | unknown | Execute iterative target-driven research with multi-vertical search, quality metrics, and claim mining | alternatives |
| research vruum-gtm/Vruum MCP | unknown | Research a company (website, funding, careers signals, ICP match) and provide a fit assessment with reasoning. | alternatives |
| research @anaralabs/sdk | unknown | Perform research across the workspace | alternatives |
| research_status pminervini/deep-research-mcp | unknown | Checks the status of an ongoing or completed deep research task by its task ID. | alternatives |
| research_result nazerim/brave-answers-mcp | unknown | Fetch the completed result of an async research job. | alternatives |
| xianyu_get_progress YRMDLG/xianyu-shopping-assistant | unknown | 获取任务进度，包括 heartbeat 状态、采集阶段、已处理数量等 | alternatives |
| xianyu_cancel_research YRMDLG/xianyu-shopping-assistant | unknown | 取消研究任务，删除 heartbeat 但不删除检查点 | alternatives |
| ai_research ocbenji/bitcoinbenji-mcp | unknown | Multi-step research with citations | alternatives |
| research_v3 infoseek | unknown | 同步研究核心工具，执行端到端内容智能采集与调研 | alternatives |
| deep_research essencescholar-mcp | unknown | Full literature review pipeline (2–8 min, searches EconPapers/arXiv/SSRN, enriches top papers, generates a structured draft) | alternatives |
| research rafiulislam4246/RECON | unknown | Full pipeline: multi-source search, notebook creation, graph update | alternatives |
| research_company_ticker juh5ng/k-data-mcp | unknown | Archived Korean brokerage reports for one ticker, summarised in English. | alternatives |
| research_topic aytzey/paper-pilot | unknown | Full pipeline: search, download, report, optional citation graph + Zotero sync | alternatives |
| research io.github.dmytrome/groundhog-mcp | unknown | One call for 'find out about X': searches, reads the top sources, and returns passages ranked across all of them in a single pass. | alternatives |
| webhound_account WebhoundAI/Webhound MCP | unknown | Gets account information and usage details. | alternatives |
| deep-research jush-website/traceable-research-mcp | unknown | Runs a traceable scholarly literature review over free APIs (OpenAlex, Europe PMC, Crossref, Unpaywall) and exports bilingual reports with c | alternatives |
| deep_research Mr-remon219/search-boost-mcp | unknown | One round per call — repeat with suggested_queries until gaps empty, then synthesize (~3 rounds max) | alternatives |
| run_deep_research mcp_server_browser_use | unknown | Performs in-depth web research on a topic, generates a report, and waits for completion. Uses settings from MCP_RESEARCH_TOOL_*, MCP_LLM_*, | alternatives |
| research_create hahaha8459812/Tavily Cloud MCP | unknown | Creates a deep research task (asynchronous) | alternatives |
| research_topic Misar-AI/misarblog-mcp | unknown | Research a topic and get AI-generated insights, sources, and a content outline. | alternatives |
| research_get_status hahaha8459812/Tavily Cloud MCP | unknown | Gets the status of a deep research task | alternatives |
| gemini_check_research salviz/Gemini MCP Server | unknown | Check status of a running deep research task by interaction ID | alternatives |
| fetch_top_cited @futurelab-studio/latest-science-mcp | unknown | Fetches the top cited papers from OpenAlex for a given concept since a specific date. | alternatives |
| research sukirman1901/deep-search | unknown | Deep research sessions | alternatives |
| propose_research_questions JamesZor/Antigravity MCP Server | unknown | Cheap pre-flight: draft clarifying questions + sub-questions to sharpen a brief before spending quota. | alternatives |
| webhound_watch WebhoundAI/Webhound MCP | unknown | Starts a watch operation that monitors a topic over time. | alternatives |
| research_product Quantaus/Product Researcher MCP Server | unknown | Full product brief — features, pricing, tech, API | alternatives |
| compare_products Quantaus/Product Researcher MCP Server | unknown | Side-by-side comparison of 2-5 products | alternatives |
| lookup_pricing Quantaus/Product Researcher MCP Server | unknown | Focused pricing/plans lookup | alternatives |
| competitor_teardown hermoso-ai/Hermoso | unknown | Analyze a competitor's strategy | alternatives |
| tavily_research Greenchannel/mcp-nexus | unknown | Perform comprehensive research on a given topic or question. Returns a detailed response based on research findings. | alternatives |
| crew_research adityakhuteta05/crew_research | unknown | Executes a multi-agent deep research workflow on a given query. This will use web search, analyze the facts, deduplicate them, and return a | alternatives |
| deep_research io.github.jmthomasofficial/x402-agent-tools | unknown | Perform deep research on a topic | alternatives |
| alpha io.github.Zhao73/alphacouncil-agent | unknown | Run the full council research workflow for a given ticker or market theme. | alternatives |
| get_attention_score io.github.altmetric/altmetric-mcp | unknown | Retrieves the Altmetric attention score for a given research output identifier (e.g., DOI). | alternatives |
| langclaw_verify_claim Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Check whether a claim has enough source support. | alternatives |
| langclaw_builder_review Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Review whether a project fits a builder program, hackathon, grant, or submission goal. | alternatives |
| enrich_persona @clien-ai/mcp | unknown | Enriches an existing persona with additional data. | alternatives |
| pack_add_source SarutobiSasuke8/source-pack-mcp | unknown | Fetch and extract a specific URL and add it to an existing pack (by pack_id). Useful when the agent already has a source. | alternatives |
| research_web dunkeln/Bright MCP | unknown | Perform research to produce sourced structured records. | alternatives |
| deep_research @devs30/local-deep-researcher | unknown | Run a deep research loop on a given topic and return a markdown report with cited sources. | alternatives |
| deep_research yashpapa6969/shared-docs-mcp | unknown | Perform deep research with planner and parallel researcher subagents, returning a comprehensive answer. | alternatives |
| research_company Hi-im-Connect/MCP Research Server | unknown | Deep company intelligence — website analysis + AI synthesis. | alternatives |
| academic-research-orchestrator sercantas/Academic Research MCP Suite | unknown | Coordinates the full academic research pipeline end-to-end. | alternatives |
| snapmind_deep_research snapmind-mcp | unknown | Multi-hop reasoning chain across web and local sources. | alternatives |
| snapmind_web_research snapmind-mcp | unknown | Multi-agent web research pipeline. | alternatives |
| research travis234-evidence-mcp | unknown | Static research tool for evidence-based source discovery, page capture, fact extraction, and provenance-tracked querying. Supports operation | alternatives |
| research_status nazerim/brave-answers-mcp | unknown | Poll the status of an async research job. | alternatives |
| research_league altsportsleagues-mcp | unknown | Deep-research a specific league | alternatives |
| xianyu_start_research YRMDLG/xianyu-shopping-assistant | unknown | 启动正式采集任务，按需 companion 独立采集，返回 job_id | alternatives |
| clien_research @clien-ai/mcp | unknown | Runs a 15-25 minute deep product research pass on an idea and returns a markdown report plus structured report_data with trust layer | alternatives |
| xianyu_get_final_results YRMDLG/xianyu-shopping-assistant | unknown | 获取正式购买方案，0 至 3 个完整方案 | alternatives |
| xianyu_continue_research YRMDLG/xianyu-shopping-assistant | unknown | 继续已有的闲鱼研究任务，从 SQLite 检查点恢复 | alternatives |
| research mcp-ai-agent-guidelines | unknown | Conduct research on a topic | alternatives |
| research_start notebooklm-enterprise-mcp | unknown | Start web/Drive research | alternatives |
| webhound_research WebhoundAI/Webhound MCP | unknown | Run a budgeted research investigation and return a cited report or structured dataset. | alternatives |
| research_stream infoseek | unknown | 流式研究核心工具，逐步返回研究结果 | alternatives |
| pinchfin_nuance_gate pinchfin-mcp | unknown | Complex deal feature research & operationalization | alternatives |
| webhound_evidence_pack WebhoundAI/Webhound MCP | unknown | Retrieves the evidence pack with sources and claim traces for a task. | alternatives |
| plan_research @littlebearapps/australian-history-mcp | unknown | Analyse a research topic, generate search strategies, and identify historical name variations. | alternatives |
| web_research fangsylar-pixel/browser-search-mcp | unknown | Perform deep research: expand query, search, read top results, and report quality | alternatives |
| firecrawl_deep_research adi2355/MCP-Server-Collection | unknown | Multi-step research workflow that scrapes, synthesizes, and reports on a topic | alternatives |
| research_topic rubayatkhan/mcp-research-pipeline | unknown | End-to-end: search YouTube → create notebook → add sources → ask question | alternatives |
| deep_research leacvikas0/Vertex MCP Search | unknown | Performs deep research using Vertex AI Gemini with Google Search grounding, high thinking mode, and optional file attachments. | alternatives |
| firecrawl_research firecrawl | unknown | Perform deep research with autonomous agent | alternatives |
| meta_ads_research portermetricsample/meta-ads-mcp | unknown | Research competitors' live ads from Meta's public Ad Library | alternatives |
| gemini_deep_research Euamobi4582/gemini-bridge-mcp | unknown | Autonomous multi-step research producing a structured report with sources. | alternatives |
| memory_research byBasiliosP/scholar-memory | unknown | Run new research (quick/normal/deep × implementation/theory/comparison) | alternatives |
| start_research matthewgjohnson/ask-another | unknown | Start a deep-research job on a topic. | alternatives |
| scan_competitors @clien-ai/mcp | unknown | Scans competitors for a given idea. | alternatives |
| research_run_comprehensive Nowng/maverick-lms-mcp | unknown | 綜合深度研究 | alternatives |
| deep_research_heavy robotlearning123/chatgpt2agent | unknown | Runs deep research with heavy depth. | alternatives |
| research mcp-shrimp-task-manager | unknown | Enter research mode for systematic technical investigation on a given topic. | alternatives |
| research_keyword signalsumo/SignalSumo MCP Server | unknown | Start keyword research (async — returns job_id) | alternatives |
| research @webclaw/mcp | unknown | Perform deep research on a topic. | alternatives |
| research @devs30/local-deep-researcher | unknown | Run a deep research task on a given topic, producing a cited markdown report. | alternatives |
| linkup-get-research linkup-mcp-server | unknown | Poll for the results of a previously started research task. | alternatives |
| webhound_help WebhoundAI/Webhound MCP | unknown | Provides help and documentation for Webhound tools. | alternatives |
| get_research vbkotecha/agentservices-api | unknown | Deep research: search + extract + synthesize in one call | alternatives |
| gemini_deep_research salviz/Gemini MCP Server | unknown | Start a deep research task; sends push notification on completion | alternatives |
| research @getlore/cli | unknown | Agentic deep research: iteratively explores the substrate and synthesizes findings with citations. | alternatives |
| research_and_import earlyprototype/notebooklm-py-diet-mcp | unknown | Research a topic and import results as sources automatically | alternatives |
| compare_attribution_tools aerobean/web3trackers-mcp | unknown | Compare 9 web3 attribution tools on pricing, setup, chain support and best fit | alternatives |
| market_intel io.github.ZionHopkins/launch-engine | unknown | Deep market research with competitive scoring | alternatives |
| get_polymarket_research io.github.jcislo/moltalyzer-mcp | unknown | On-demand deep-dive research for one market — thesis, risks, confidence | alternatives |
| research qa10devteam/behive | unknown | Starts a deep research mission on a given topic, returning structured claims, entities, and a synthesized report. | alternatives |
| theo_research hitheoai/theoai | unknown | Start a deep research job with citations. | alternatives |
| get_mission_status qa10devteam/behive | unknown | Retrieves the status and results of a previously started research mission. | alternatives |
| deep_research search-boost-mcp | unknown | One round per call — repeat with suggested_queries until gaps empty, then synthesize (~3 rounds max) | alternatives |
| research io.github.ZionHopkins/launch-engine | unknown | Therapeutic Buyer Engine — deep persona research | alternatives |
| research_niche wanbnn/MCP UI Research | unknown | Pesquisa referências, inspeciona páginas, recomenda decisões e devolve componentes. | alternatives |
| research sofya-co/sofya-mcp | unknown | Decompose a question into sub-queries, read many sources in parallel, and synthesize a cited report. | alternatives |
| start_research drewgilbert-lab/HG GTM Tools MCP | unknown | Start account research | alternatives |
| get_research_result drewgilbert-lab/HG GTM Tools MCP | unknown | Get research result | alternatives |
| deep_read_topic aytzey/paper-pilot | unknown | Everything above + full-text extraction with evidence chunks | alternatives |
| research_prospect io.github.ljdigital/au-bizintel-mcp | unknown | AI-powered full intelligence profile + opportunity assessment (High/Medium/Low score, signals, and specific AI proposition for that business | alternatives |
| market_research loykim621-lab/Startup Concierge Go MCP Server | unknown | 시장조사(PEST·TAM/SAM/SOM/LAM·경쟁) | alternatives |
| deep_research isaka1022/llm-browser-multicast-mcp | unknown | Run ChatGPT Deep Research mode (5-30 minutes). | alternatives |
| youtube.niche.find CodingWithShahzaib/YouTube MCP Server | unknown | Rank niche opportunities from seed topics | alternatives |
| research_agentic @devs30/local-deep-researcher | unknown | Run an autonomous agentic research task on a given topic, producing a cited markdown report. | alternatives |
| firecrawl_agent firecrawl | unknown | Deep research with autonomous agent | alternatives |
| firecrawl_research_plan firecrawl | unknown | Plan a research task | alternatives |
| firecrawl_research_execute firecrawl | unknown | Execute a research task | alternatives |
| fetch-competitor-insights prachikaag/miraya | unknown | Researches @alamode_slg and @trendxmastani — gaps and opportunities | alternatives |
| langclaw_research Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Research a protocol, project, token, market topic, or agent idea. | alternatives |
| run_research neuralverge/NeuralVerge MCP Server | unknown | Starts the full multi-step research workflow: searches, analyzes sources, and returns a structured report. Async — returns a session_id. | alternatives |
| research_results pminervini/deep-research-mcp | unknown | Retrieves the results of a completed deep research task. | alternatives |
| research SPARKIT-science/sparkit-mcp | unknown | Submit a scientific question; SPARKIT searches literature, reads relevant papers, and returns a cited Markdown report. Blocks until the job | alternatives |
| research_topic levelsofself/mcp-ops-server | unknown | Market research, lead enrichment, competitive analysis | alternatives |
| deep-research reading-plus-ai/mcp-server-deep-research | unknown | Conducts comprehensive research on a complex topic, generating a structured, well-cited report. | alternatives |
| research @policyrisk/mcp-server | unknown | Multi-agent synthesized research with citations + permalinks. | alternatives |
| research_topic indianic/byline | unknown | Fetch dated, citable research on a topic | alternatives |
| theo_research @hitheo/mcp | unknown | Deep research with cited sources (async). | alternatives |
| deep_research io.github.Perufitlife/deep-research-mcp-server | unknown | Search → read the top N sources in parallel → a citation-ready dossier. | alternatives |
| langclaw_onchain_intelligence Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Run read-only chain, token, wallet, contract, transaction, bridge, governance, or protocol analytics. | alternatives |
| claire_deep_research Digital-Crew-Technologies/max-mcp-server | unknown | Multi-source background research on a named person or company. | alternatives |
| generate_persona @clien-ai/mcp | unknown | Generates a persona based on a project and criteria. | alternatives |
| research_create karthik-ak-Git/LinkAgent | unknown | Create a universal research job | alternatives |
| research_status karthik-ak-Git/LinkAgent | unknown | Check the status of a research job | alternatives |
| research_cancel karthik-ak-Git/LinkAgent | unknown | Cancel a research job | alternatives |
| run_research_pipeline KartikRane/MCP Research Pipeline | unknown | Runs the full staged research pipeline for a given paper. | alternatives |
| research_rivals io.github.meyusufdemirci/app-store-operator | unknown | Finds the top 3 apps for a keyword and returns a full metrics report for each. | alternatives |
| research newcoast27-hub/Researcher MCP Server | unknown | Full research report — classifies the query and mixes sources: news queries get dated recent articles, factual questions get a Wikipedia sum | alternatives |
| get_research vbkotecha/AgentServices | unknown | Deep research: search + extract + synthesize in one call | alternatives |
| research_question AdeshKessani/ResearchGuy | unknown | Runs the full autonomous research pipeline on a given question, decomposing it, researching with citations, drafting, critiquing, and revisi | alternatives |
| adkit_research jatinjain25/adkit | unknown | Research competitors from Meta Ad Library by keyword and country. | alternatives |
| research_thesis mjtahir02-alt/Investment Intelligence MCP | unknown | Generate an evidence-framed research thesis for a ticker. | alternatives |
| research 0xMassi/webclaw-skill | unknown | Perform deep research on a topic, returning a comprehensive report | alternatives |
| hsa_research @nockdev/hsa | unknown | External repo research, package metadata, release notes, remote file reading | alternatives |
| start_research m4yk3ldev/NotebookLM MCP | unknown | Start a deep research task on a notebook. | alternatives |
| get_research_status m4yk3ldev/NotebookLM MCP | unknown | Get the status of a research task. | alternatives |
| get_research_results m4yk3ldev/NotebookLM MCP | unknown | Get the results of a completed research task. | alternatives |
| deep_research tvermolaev-source/Deep Research MCP Server | unknown | Main toolchain: iterative planning → search → parse → synthesize research loop with modes speed/balanced/quality | alternatives |
| research_topic AnishAchutha05/ARIA | unknown | Autonomously researches a topic: searches web, scrapes sources, extracts insights, builds knowledge graph, and synthesizes a research brief. | alternatives |
| research io.github.KnockOutEZ/wigolo | unknown | Synthesized, cited answer from web research (requires LLM provider for best results). | alternatives |
| research rozetyp/grounder-mcp | unknown | Investigates an open question with no ready-made answer: it plans, reads primary sources, notices what is missing, goes back for it, and rea | alternatives |
| deep_research iflow-mcp_joshualelon-deep-research-mcp | unknown | Performs multi-agent deep research on a given topic | alternatives |
| xianyu_preview_research YRMDLG/xianyu-shopping-assistant | unknown | 对候选关键词进行第一页预览校准，最多自动修正两次，总预览最多三次 | alternatives |
| research_prospect Makeph/coldforge | unknown | Researches a prospect and stores a personalization signal. | alternatives |
| find_research_gaps io.github.piiinpiiins/zotero-mcp-local | unknown | Analyze a set of papers' PDFs to extract stated limitations, suggested future work, and methodological gaps | alternatives |
| run_research_graph HimanshuMohanty-Git24/Multi-Agent Research System MCP Server | unknown | Executes the multi-agent research workflow for a given query. | alternatives |
| deep_research iuiu-py/MyWebSearch MCP | unknown | Run related queries concurrently, fetch the strongest results, and return a Markdown report. | alternatives |
| research_submit nazerim/brave-answers-mcp | unknown | Submit an async research job, returns research_id immediately. | alternatives |
| research_fanout JamesZor/Antigravity MCP Server | unknown | Launch one parallel grounded-research worker per sub-question (web search → report on disk + digest). | alternatives |
| research_finalists moekoelueker/NamingSignal | unknown | Research finalist names with sources and timestamps. | alternatives |
| firecrawl_research_results mendableai/firecrawl-mcp-server | unknown | Get the results of a completed research task | alternatives |
| ai_agent_research io.github.raysker/axon-research | unknown | Research the AI agent ecosystem - frameworks, tools, monetization, best practices. | alternatives |
| research pku-zhb/codex-research-mcp | unknown | Starts an independent Codex research thread with a private scratch directory and read-only source access. | alternatives |
| gen_run_research poweredbyGEN/gen-mcp-server | unknown | Runs research for content generation. | alternatives |
| interview_persona @clien-ai/mcp | unknown | Interviews a persona to gather insights. | alternatives |
| deep_research io.github.DevsHero/ShadowCrawl | unknown | Multi-hop search, scrape, and synthesis for deep research | alternatives |
| webhound_wait WebhoundAI/Webhound MCP | unknown | Waits for a watch operation to complete and returns results. | alternatives |
| research_keyword signalsumo/mcp | unknown | Start keyword research (async — returns job_id) | alternatives |
| model-research clade-mcp | unknown | Research latest Claude models | alternatives |
| research_market vickhunter/Promo Kit MCP | unknown | Performs market research using Exa for a given topic, audience, and location. | alternatives |
| research_ai_employee_market ahmedtawfeeq1/GenuDo Market Intelligence MCP | unknown | Research one AI employee category across selected markets | alternatives |
| deep_research_deep video-research-mcp | unknown | Launch Gemini Deep Research Agent with interview-built brief. | alternatives |
| research_documents video-research-mcp | unknown | Evidence-tiered research grounded in source documents. | alternatives |
| analyze_content video-research-mcp | unknown | Analyze any URL, file, text, or directory of documents. | alternatives |
| research_topic idapixl/idapixl-web-research-mcp | unknown | Multi-step research in one call: search → fetch → score relevance → deduplicate → extract key facts → synthesize. | alternatives |
| gpt_research id5463/research | unknown | GPT Researcher 深度研究报告 | alternatives |
| research aidvizhhub/camoufox-research | unknown | Deep research with reading | alternatives |
| research_company MikeWang1994/finsage | unknown | Comprehensive research combining analysis, briefing, and peer comparison in one call. | alternatives |
| research_follow_up wheattoast11/openrouter-deep-research-mcp | unknown | Context-aware follow-up | alternatives |
As of the latest check, Glimind tracks 200 research AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.
Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.
Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.
Live data via MCP/REST. Neutral ratings — Glimind only measures.