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 waiky-github/CrawlEyes | unknown | Decompose a topic into sub-questions, search and extract for each, then synthesize a cited Markdown report. | alternatives |
| research_documents video-research-mcp | unknown | Evidence-tiered research grounded in source documents. | alternatives |
| firecrawl_research mendableai/firecrawl-mcp-server | unknown | Deep research with autonomous agent | alternatives |
| deep-research troyhantech/deep-research | unknown | Performs deep research on a given task and returns a comprehensive report. | alternatives |
| research_domain_overview tracetify/tracetify-mcp | unknown | Estimated organic traffic and top keywords for any domain | alternatives |
| atlas_deep_research cyanheads/atlas-mcp-server | unknown | Initiates structured deep research with hierarchical plan. | alternatives |
| research ZhenMoon/MCP Search Server | unknown | 深度研究（搜索→抓取→综合报告） | alternatives |
| kimi_research kimi-code-mcp | unknown | Research with 256K context window | alternatives |
| refresh_watchlist 0xrome/debriefing-mcp | unknown | Refreshes research on the core watchlist now. Admin only, uses weekly allowance. | alternatives |
| run_research neuralverge/NeuralVerge MCP Server | unknown | Starts multi-step research workflow returning a session_id asynchronously | alternatives |
| scientific_research iflow-mcp_damionrashford-rivalsearchmcp | unknown | Academic paper search and dataset discovery across arXiv, Semantic Scholar (NO AUTH) | alternatives |
| research_job ZDOSt/Research MCP | unknown | Durable job tool for background research tasks. | alternatives |
| research aidvizhhub/camoufox-research | unknown | Deep research with reading | alternatives |
| webhound_watch WebhoundAI/Webhound MCP | unknown | Starts a watch operation that monitors a topic over time. | alternatives |
| research_brand_lookup tracetify/tracetify-mcp | unknown | How AI assistants cite a brand: platforms, mentions, associated entities | alternatives |
| research_start fl0w1nd/seekmux | unknown | Start asynchronous research for clients with short timeouts | alternatives |
| hsa_research @nockdev/hsa | unknown | Research API with sub-actions: web, npm, github | alternatives |
| observe_asset metis-rwa/metis-mcp | unknown | One full research cycle: read everything, compare against history, report detections and confidence | alternatives |
| tavily_research Tom-Chencao/Tavily MCP Key Pool | unknown | AI deep research (30–120s+; uses background polling internally) | alternatives |
| research_followup hello-emrah/Sibyl | unknown | Ask follow-ups on a research task without re-running | 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 |
| mine_angles hermoso-ai/Hermoso | unknown | Mine creative angles | alternatives |
| research-report Deesmo/Arch AI Tools | unknown | Multi-source research with citations | alternatives |
| tavily.research tavily-fastmcp | unknown | Perform deep research on a topic | 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 |
| 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 |
| run_competitive_research Aditya201206/AI Competitive Research Assistant (NitroStack MCP) | unknown | Master orchestrator tool executing the entire 7-step competitive research pipeline. | alternatives |
| research_company MikeWang1994/finsage | unknown | Comprehensive research combining analysis, briefing, and peer comparison in one call. | alternatives |
| research_league altsportsleagues-mcp | unknown | Deep-research a specific league | alternatives |
| deep_research_deep video-research-mcp | unknown | Launch Gemini Deep Research Agent with interview-built brief. | alternatives |
| deep_research robotlearning123/chatgpt2agent | unknown | Perform deep research using ChatGPT | alternatives |
| researchzosho_mcp io.github.Wyrdsekai/researchzosho | unknown | Starts ResearchZosho as an MCP server over stdio for deep research with citations and memory | alternatives |
| research_competitors tracetify/tracetify-mcp | unknown | Who fights a domain for the same keywords, flagging which ones already have a report | alternatives |
| research fl0w1nd/seekmux | unknown | Run autonomous research returning a sourced report | alternatives |
| research_topic emsal-mcp | unknown | Konu araştırması paketi (bundle + kalite panosu) | alternatives |
| deep_research mario03690/ai-netcafe | unknown | Plans sub-questions, searches, reads sources, writes a cited report | alternatives |
| research_status karthik-ak-Git/LinkAgent | unknown | Check research job status | alternatives |
| deep_research_heavy robotlearning123/chatgpt2agent | unknown | Runs deep research with heavy depth. | alternatives |
| knowledge_research Daniel-wambua/BlackBook MCP | unknown | Perform a deep research query that aggregates results from multiple tools into a structured report. | alternatives |
| research_batch thenavidm/scrapecreators-mcp-cli | unknown | Run a bounded batch of public profile research across one named private account | alternatives |
| qcm_research GYINT/QCM MCP Server | unknown | Research quality crisis scenarios and gather relevant information | alternatives |
| research IOServicesLabs/searchio | unknown | Run the multi-step research swarm on a question (needs an LLM key). | alternatives |
| research_topic research-automation-mcp-server | unknown | Multi-source research | alternatives |
| meta_ads_research portermetricsample/meta-ads-mcp | unknown | Research competitors' live ads from Meta's public Ad Library | alternatives |
| firecrawl_deep_research adi2355/MCP-Server-Collection | unknown | Multi-step research workflow that scrapes, synthesizes, and reports on a topic | alternatives |
| research argo-search | unknown | Perform deep research on a topic using multiple engines and synthesis | alternatives |
| research vruum-gtm/mcp | unknown | Research a company or person - website, funding, careers signals, ICP match with reasoning | alternatives |
| academic-research-orchestrator sercantas/Academic Research MCP Suite | unknown | Coordinates the full academic research pipeline end-to-end. | alternatives |
| generate_persona @clien-ai/mcp | unknown | Generates a persona based on a project and criteria. | alternatives |
| gen_run_research poweredbyGEN/gen-mcp-server | unknown | Runs research for content generation. | alternatives |
| competitor_teardown hermoso-ai/Hermoso | unknown | Analyze a competitor's strategy | 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_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 |
| 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 |
| webhound_account WebhoundAI/Webhound MCP | unknown | Gets account information and usage details. | alternatives |
| research_backlinks tracetify/tracetify-mcp | unknown | Referring domains, authority and anchor texts | 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 |
| research_backlinks tracetify/tracetify-mcp | unknown | Referring domains, authority and anchor texts | 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 |
| deep_research io.github.jmthomasofficial/x402-agent-tools | unknown | Perform deep research on a topic | 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 |
| research KB01111/research-mcp | unknown | End-to-end: search → scrape → rerank → summarize | alternatives |
| teneo_research_niche io.github.Traviseric/teneo-book-mcp | unknown | Niche research from a seed topic. Free. | alternatives |
| run_research neuralverge/mcp-server | unknown | Starts multi-step research workflow returning a session_id asynchronously. | alternatives |
| web_research fangsylar-pixel/browser-search-mcp | unknown | Perform deep research: expand query, search, read top results, and report quality | alternatives |
| deep_research @mohith_das/jobops | unknown | Performs deep research on a topic. | alternatives |
| create_persona @clien-ai/mcp | unknown | Creates a new persona in the project. | alternatives |
| deep_research srezai-team/srezai-mcp | unknown | Агентное исследование по многим источникам; возвращает талон, ответ забирается по нему | alternatives |
| web_research @sylphx/lookout | unknown | Named multi-step tool: search, then fetch and extract top pages. | alternatives |
| request_deep_dive hanicker/Proofite MCP Server | unknown | Ask the next briefing to investigate a topic properly, with fresh web research: it will include a mini-dossier with sources. Use it whenever | alternatives |
| research @anaralabs/sdk | unknown | Perform research across the workspace | alternatives |
| enrich_persona @clien-ai/mcp | unknown | Enriches an existing persona with additional data. | alternatives |
| research kasyap1234/webx | unknown | Deep research: gather sources and synthesize a report. | alternatives |
| instaseer_request_research singaporeandurian/instaseer-mcp | unknown | Reuse saved evidence or prepare a fresh-research quote | alternatives |
| bee_research io.github.heossihq/bee-public | unknown | Intelligence and assurance: research assistance | alternatives |
| research_create karthik-ak-Git/LinkAgent | unknown | Capture an immutable request, build a request-preserving plan | alternatives |
| research_cancel karthik-ak-Git/LinkAgent | unknown | Cancel a research job | alternatives |
| swipekit-mcp jorge-dev/swipekit | unknown | MCP server that analyzes TikTok slideshow formats, measures account performance, and provides competitive research for content strategy | alternatives |
| firecrawl_research_stop mendableai/firecrawl-mcp-server | unknown | Stop an ongoing research session. | alternatives |
| deep_research websitecage-hub/media-gen-mcp | unknown | Generate a structured research report on a topic using meta.ai. | alternatives |
| research-graph Ahmad-Jaradat-Space/scientistos | unknown | Runs the graph: search and ingest literature, index a local corpus, trace dependencies, export snapshots, package runs for replay. | alternatives |
| research_trial 0spoon/seamless | unknown | Start a research trial to capture findings | alternatives |
| designos.research Razepriv/DesignOS-MCP | unknown | Run targeted design research | alternatives |
| webhound_wait WebhoundAI/Webhound MCP | unknown | Waits for a watch operation to complete and returns results. | 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 |
| research_keyword signalsumo/SignalSumo MCP Server | unknown | Start keyword research (async — returns job_id) | alternatives |
| deep_research hello-emrah/Sibyl | unknown | Fire an autonomous multi-step research task | alternatives |
| research_competitor 0xrome/debriefing-mcp | unknown | Starts first research on one core competitor. Admin only, uses weekly allowance. | 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_submit nazerim/brave-answers-mcp | unknown | Submit an async research job, returns research_id immediately. | alternatives |
| alpha io.github.Zhao73/alphacouncil-agent | unknown | Run the full council research workflow for a given ticker or market theme. | alternatives |
| analyze_content video-research-mcp | unknown | Analyze any URL, file, text, or directory of documents. | alternatives |
| get_research_results m4yk3ldev/NotebookLM MCP | unknown | Get the results of a completed research task. | alternatives |
| investigate_target constellation-mcp | unknown | Investigates the target on its own: collects data about the target product or service. | alternatives |
| deep_research lijiatuk/dstools | unknown | Full pipeline: plan → search → fetch → select → synthesize, with citations. | alternatives |
| research_company Hi-im-Connect/MCP Research Server | unknown | Deep company intelligence — website analysis + AI synthesis. | 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 |
| firecrawl_research_status mendableai/firecrawl-mcp-server | unknown | Check the status of a research task | alternatives |
| deep_research quanticsoul4772/exa-mcp-server | unknown | agent_run for multi-step research | alternatives |
| pinchfin_nuance_gate pinchfin-mcp | unknown | Complex deal feature research & operationalization | alternatives |
| research_stream infoseek | unknown | 流式研究核心工具，逐步返回研究结果 | 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 |
| research_competitors tracetify/tracetify-mcp | unknown | Who fights a domain for the same keywords, flagging which ones already have a report | alternatives |
| research_topic iflow-mcp_damionrashford-rivalsearchmcp | unknown | End-to-end research workflow for comprehensive topic analysis | alternatives |
| webhound_evidence_pack WebhoundAI/Webhound MCP | unknown | Retrieves the evidence pack with sources and claim traces for a task. | alternatives |
| research_web dunkeln/Bright MCP | unknown | Perform research to produce sourced structured records. | 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_keyword_volume tracetify/tracetify-mcp | unknown | Google Ads monthly search volume, CPC, 12-month trend and keyword difficulty | alternatives |
| research io.github.dmytrome/groundhog-mcp | unknown | Search, read top sources, and return ranked passages across all. | 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 |
| deep_research yashpapa6969/shared-docs-mcp | unknown | Perform deep research with planner and parallel researcher subagents, returning a comprehensive answer. | alternatives |
| firecrawl_research_results mendableai/firecrawl-mcp-server | unknown | Get the results of a completed research task | alternatives |
| research_analyze_company Nowng/maverick-lms-mcp | unknown | 公司研究 | alternatives |
| research_analyze_sentiment Nowng/maverick-lms-mcp | unknown | 市場情緒分析 | 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 |
| interview_persona @clien-ai/mcp | unknown | Interviews a persona to gather insights. | alternatives |
| research_brand_lookup tracetify/tracetify-mcp | unknown | How AI assistants cite a brand: platforms, mentions, associated entities | alternatives |
| webhound_help WebhoundAI/Webhound MCP | unknown | Provides help and documentation for Webhound tools. | alternatives |
| deep_research iflow-mcp_joshualelon-deep-research-mcp | unknown | Performs multi-agent deep research on a given topic | alternatives |
| research_status nazerim/brave-answers-mcp | unknown | Poll the status of an async research job. | alternatives |
| research_result nazerim/brave-answers-mcp | unknown | Fetch the completed result of an async research job. | alternatives |
| research_bundle tradeiq-mcp | unknown | One call: verified snapshot, fundamentals, news and insider activity, pre-formatted as the first part of a report | 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 |
| research_ai_employee_market ahmedtawfeeq1/GenuDo Market Intelligence MCP | unknown | Research one AI employee category across selected markets | alternatives |
| research_and_ask notebooklm-mcp-lisa | unknown | One-shot: create notebook, research, import sources, ask questions, optionally delete. | alternatives |
| deep_research mcp-gemini-google-search | unknown | Starts one billed background Deep Research run and returns its interaction_id; does not wait for the report | alternatives |
| research_pack OpenRecruiterTools/linkedin-toolkit | unknown | Generate a research pack from names or domains (dossier, enriched CSV, list) | alternatives |
| research_start notebooklm-mcp-lisa | unknown | Starts NotebookLM Discover and returns candidate URLs (does not auto-import). | alternatives |
| research io.github.0xMassi/webclaw | unknown | Deep multi-page research | alternatives |
| research_pack io.github.niyonzimabryan/compete | unknown | Research the company and file it with submit_research | alternatives |
| conduct_research wheattoast11/openrouter-deep-research-mcp | unknown | Sync research with streaming | alternatives |
| run_research covariance-network/ProductClank MCP Server | unknown | Topic & competitor analysis — the free pre-flight before spending | alternatives |
| webhound_report webhound-mcp | unknown | Runs a budgeted research report with Hound, returning cited evidence and sources. | alternatives |
| update-status aaronjmars/web3-research-mcp | unknown | Updates the status of a research section | alternatives |
| list_company_competitors LeadMagic/leadmagic-openapi | unknown | List competitors for a given company. | alternatives |
| get_product_research neonjelly | unknown | Get detailed research for a product idea | alternatives |
| research frankchu91/MindBase | unknown | Perform research on a topic, synthesizing information from sources into wiki pages. | alternatives |
| submit_research io.github.niyonzimabryan/compete | unknown | Submits research findings. | alternatives |
| institution_research_coverage beepboop2025/liquilens-mcp | unknown | Discover institution dossiers with separate evidence states. | alternatives |
| research wheattoast11/openrouter-deep-research-mcp | unknown | Async research (returns job_id) | alternatives |
| deep_research MervinPraison/praisonai-mcp | unknown | Deep research with iterations | alternatives |
| research_result fl0w1nd/seekmux | unknown | Retrieve result of asynchronous research | alternatives |
| webhound_output WebhoundAI/Webhound MCP | unknown | Retrieves the output of a completed research task. | alternatives |
| deep_research praisonai-mcp | unknown | Deep research with iterations | alternatives |
| deep_research_status chinese-corpus-mcp | unknown | 按 taskId 查询任务状态/进度/报告（超时后的取回通道） | alternatives |
| create-research-plan aaronjmars/web3-research-mcp | unknown | Creates a structured research plan for a token | alternatives |
| get_research_overview epoko77-ai/Korean Bill & Debate MCP | unknown | Returns the full map of related bills, meetings, and documents, along with key evidence for a research task. | alternatives |
| research_account LeadMagic/leadmagic-openapi | unknown | Research a company, including funding information. | alternatives |
| market_research loykim621-lab/Startup Concierge Go MCP Server | unknown | 시장조사(PEST·TAM/SAM/SOM/LAM·경쟁) | alternatives |
| get_company_technographics LeadMagic/leadmagic-openapi | unknown | Get technographic data for a company. | 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 |
| research KnockOutEZ/wigolo | unknown | Perform autonomous research on a topic | alternatives |
| check_related_work gitcontribute | unknown | Check for duplicate reports, linked pull requests, closing relationships, and semantically overlapping work. | alternatives |
| research_topic io.github.CSOAI-ORG/web-research-mcp | unknown | Multi-step research: search the web, then extract content | alternatives |
| research_topic aytzey/paper-pilot | unknown | Full pipeline: search, download, report, optional citation graph + Zotero sync | alternatives |
| autonomous_research aurelius-mcp | unknown | Run one autonomous research job on a topic, driving its own LLM. | alternatives |
| research_topic Misar-AI/misarblog-mcp | unknown | Research a topic and get AI-generated insights, sources, and a content outline. | alternatives |
| descubrir_competidores aronjesusfj-lang/fansly-mcp | unknown | Descubre competidores | alternatives |
| batch_research wheattoast11/openrouter-deep-research-mcp | unknown | Parallel batch queries | 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 |
| extract io.github.waiky-github/CrawlEyes | unknown | Extracts full-text content from a URL and returns it in a specified format (markdown, fit, raw, or markdown_with_citations). | alternatives |
| get_research covariance-network/ProductClank MCP Server | unknown | Topic & competitor analysis — the free pre-flight before spending | alternatives |
| deep vasilistotskas/WebLens MCP Server | unknown | Multi-step cited research: sub-questions → search each → fetch and dedupe sources → synthesize cited answer | alternatives |
| deepResearch x-cmd-install/firecrawl-mcp-server | unknown | Perform deep research on a topic and return a comprehensive report. | alternatives |
| research_sector wshobson/maverick-mcp | unknown | Deep research on a sector | alternatives |
| hyperresearch:deep-research jordan-gibbs/hyperresearch | unknown | Runs a deep research pipeline producing an adversarially-audited report | alternatives |
| pplx_deep_research_check Aakashanil67/perplexity-deep-mcp | unknown | Checks the status of a deep research job and returns the report once completed. | alternatives |
| deep_research chinese-corpus-mcp | unknown | 提交深度研究任务并阻塞等待结构化报告（子问题/结论/证据/引用） | alternatives |
| deep-research CyranoB/web-forager | unknown | Performs general research, lookups, or deep dives, producing an adaptive report with citations. | alternatives |
| fact-check CyranoB/web-forager | unknown | Verifies a specific claim, producing a verdict with supporting and contradicting evidence. | alternatives |
| gemini_deep_research Euamobi4582/gemini-bridge-mcp | unknown | Autonomous multi-step research producing a structured report with sources. | alternatives |
| get_research_status epoko77-ai/Korean Bill & Debate MCP | unknown | Checks the progress of a research task, returning status and up to 100 overview previews of verified candidates. | alternatives |
| createDeepResearch parallel-web/task-mcp | unknown | Starts a research job for a question that needs a detailed, sourced answer. | alternatives |
| start_research_run Raoof128/Reasoning Engine | unknown | Create a verifiable research run (classifies mode + profile) | 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 |
| tavily_research Greenchannel/mcp-nexus | unknown | Perform comprehensive research on a given topic or question. Returns a detailed response based on research findings. | alternatives |
| fetch-competitor-insights prachikaag/miraya | unknown | Researches @alamode_slg and @trendxmastani — gaps and opportunities | alternatives |
| research_run_comprehensive Nowng/maverick-lms-mcp | unknown | 綜合深度研究 | 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 |
| research_evidence io.github.genesiscode2026/genesis-agent-mcp | unknown | Extracts cited claims and contradictions from supplied URLs. Pay-per-call endpoint: POST /api/flagships/research-evidence. Quick tier: $0.00 | alternatives |
| research-evidence io.github.genesiscode2026/genesis-agent-mcp | unknown | Extract cited claims and contradictions from supplied URLs. | alternatives |
| gpt_research id5463/research | unknown | GPT Researcher 深度研究报告 | alternatives |
| research_issue gitcontribute | unknown | Build a research brief for a specific issue, including guidance, discussion, code, prior fixes, competing work, and missing evidence. | alternatives |
| langclaw_research Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Research a protocol, project, token, market topic, or agent idea. | alternatives |
| get_research vbkotecha/AgentServices | unknown | Deep research: search + extract + synthesize in one call | alternatives |
| langclaw_verify_claim Langclaw-AI-CROO/Langclaw CROO Agent | unknown | Check whether a claim has enough source support. | 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_market vickhunter/Promo Kit MCP | unknown | Performs market research using Exa for a given topic, audience, and location. | alternatives |
| research_network beepboop2025/liquilens-mcp | unknown | Bounded source discovery for connected research with evidence boundaries. | alternatives |
| research-creator-posts thenavidm/substack-mcp-cli | unknown | Study another writer's posts | alternatives |
| get_research_method rhinocap/Raven MCP | unknown | Get research methods with protocols and checklists | alternatives |
| claire_deep_research Digital-Crew-Technologies/max-mcp-server | unknown | Multi-source background research on a named person or company. | 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 |
| research_follow_up wheattoast11/openrouter-deep-research-mcp | unknown | Context-aware follow-up | alternatives |
| research OSOJDJD/deeplook | unknown | Performs comprehensive research on a company or asset, combining real-time data from multiple sources with analytical instructions to provid | alternatives |
| sci_step aceris-sola/sci-host-mcp | unknown | 运行探索循环单步 | alternatives |
| run_research_pipeline_tool Raoof128/Reasoning Engine | unknown | Full pipeline: search, extract claims, verify, quality gate, export run pack | 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.