"research" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
AEO and SEO research engine for your brand. Studies what gets ranked and cited on a topic, then builds content plans around what your brand can add. Tracks how AI engines mention and cite your brand against competitors, and ranks what to work on next. Requires a Hi, Moose account. Some tools need the desktop app open on a host computer.
Public company research with 8 focused tools. Get technology, hiring, Google Ads and published contacts in one qualifying $0.03 profile, plus breakout_summary growth signals. Free labeled example.com sandbox; eligible 25-call trial. Setup: https://gethirepulse.xyz/?ref=glama-b2b#start-b2b . Batch and footprint tools are available through the full 26-tool gateway. Growth signals are not financial forecasts.
Find explanations and worked examples in Ithy’s public article library, from SSD capacity to USB-C cables. Search titles and descriptions, then read relevant passages with source links and dates. No account or API key. Read-only; no new research or private data access. Articles are AI-assisted secondary sources—check important claims against original references. https://ithy.com/connect
Geppetto Robot Directory is a robot directory for people and AI agents. It covers 830+ robots, 290+ brands, 31 categories, 260+ professions scored, and 540+ datasets, and links each robot to its brand, the parts inside it, the datasets that train it, and the jobs it affects. Tools: search_robots (by category, brand, price, or use case), get_robot (full specs), compare_robots (side by side), get_category (all robots in a category), get_job_automation_risk (Robot Impact Score 0 to 100 for a profession), search_datasets and get_dataset (robot training datasets by platform, modality, license, commercial use), get_component_category (hardware part types with supply-chain analysis), and search_suppliers and get_supplier (robot hardware component suppliers). The Robot Impact Score combines task-automation research (35%, Oxford Frey and Osborne), IFR deployment (30%), academic consensus (20%, the average of the Oxford score and the OECD risk band), and robot density (15%). O*NET is a cross-reference, not a scoring input.
Checks AI-written references against Crossref, PubMed and OpenAlex. Formats citations, PRISMA.
Read-only cited financial datasets, bounded research queries and source diagnostics.
UK legal research — case law, legislation, Hansard, bills, votes, committees, HMRC, citations
Google rank checker MCP: live positions, ranked keywords, competitor domains and keyword gaps. Check a domain's live Google positions for up to 10 keywords per call, retrieve ranked keywords, find organic competitors and compare competitor keyword gaps. Results are snapshots, not built-in scheduled tracking or ranking history. Use to check current Google positions or research competitor keywords. This is a focused SEO Data subset. Use Search Console instead for your own connected site's historical performance; this connection does not schedule future checks. Billing: paid data calls use API credits; get_api_credit_balance is free. The focused connections and SEO Data use the same balance and prices. Example prompts: - Check my domain's live Google positions for these five keywords in the US after I approve the per-keyword API-credit spend. - Within my approved API-credit budget, show keywords the supplied domain currently ranks for. - Find competitor domains and keyword gaps for my domain after confirming the API-credit cost. Do not imply this sets up scheduled tracking. Docs: https://docs.crakseo.com/mcp-servers/rank-tracker
Research business prospects with source evidence using your Margo account.
Keyword research MCP: search volume, CPC, keyword difficulty and keyword ideas by country. Monthly search volume, CPC, competition, keyword difficulty and intent for any keyword and country, keyword ideas from seed terms, and the keywords a competitor ranks for that you don't. Use for keyword ideas, search volume, CPC, difficulty and competitor keyword gaps when planning content or choosing targets. This is a focused subset of SEO Data; connect it instead of the toolkit when you only need keyword research. Billing: paid data calls use API credits; get_api_credit_balance is free. The focused connections and SEO Data use the same balance and prices. Example prompts: - Compare search volume and CPC for my keyword batch in the US after I approve the API-credit cost. - After confirming the API-credit spend, compare keyword difficulty for my shortlist and explain the limits of the estimates. - Find keyword ideas and competitor keyword gaps for the seed and domains I provide, within my approved API-credit budget. Docs: https://docs.crakseo.com/mcp-servers/keyword-research
Bring YouTube into your AI conversations with ProClipper. Search for videos, discover a creator’s latest uploads, and retrieve YouTube transcripts directly through your AI assistant. Research content, explore videos, and get the information you need without switching between apps.
Google search, news, maps, webpages, cited answers, research and ChatGPT/Gemini answers for agents.
Research U.S. public companies from their SEC filings: financials, XBRL facts and filing text.
Find research papers and arXiv preprints, and get an abstract and free full text from a DOI or id.
SEO data MCP: SERP, keywords, backlinks, live rank checks, page audits, local and AI checks. Every SEO data tool in one server: Google and Bing SERP results, live rank checks, AI Overview sources, keyword search volume, ideas and difficulty, backlinks, referring domains and anchors, ranked keywords, competitor domains and keyword gaps, site audits with Lighthouse scores, Google Maps rankings, Google Business Profiles, and ChatGPT and Perplexity brand mentions. Start here for paid SEO research with one connection. Includes all seven focused SEO data servers' tools at the same prices and from the same API-credit balance; do not connect both for duplicate results. Search Console reporting and URL Indexing are separate connections. Billing: paid data calls use API credits; get_api_credit_balance is free. The focused connections and SEO Data use the same balance and prices. Example prompts: - After I approve the API-credit cost, compare US search volume and difficulty for 'trail running shoes' and 'running shoes for flat feet'. - For the domain I provide, check its backlink summary, referring domains and anchor texts after confirming the API-credit spend. - Compare live Google positions and competitor keyword opportunities for my domain and keywords, within the API-credit budget I approve. Docs: https://docs.crakseo.com/mcp-servers/seo
Read-only archive of early BrainDrops releases, artists, holdings and editorial research.
Search research and community sources. Queries logged for research; optional purpose. No secrets.
Read niche briefings, research news, and explore sourced story angles with your assistant.
Paid web research, fact-check, page summary and page extraction tools for AI agents. Pay per call in USDC with x402 (Base or Solana). A failed call is not charged.
Find your next B2B customers. Know why they fit. Describe the companies you want to reach. Leadbase researches matching businesses and relevant decision-makers, then saves the results with sources in an editable sheet. Start with 200 free credits in a new workspace and test your own target market. Qualify companies by the criteria that matter to your offer: services, region and publicly evidenced business signals. Research DACH SMEs and German craft businesses alongside other target markets. Turn existing accounts into a more useful prospect list. Enrich selected rows or entire columns, research relevant professional contacts and check available contact details. Review the evidence behind returned information before choosing your next step. Keep control of the result. Follow progress, edit your sheet, filter the list and export the data. Continue the same research instead of rebuilding the list each time. Use Leadbase with ChatGPT, Claude, Claude Code, Codex, Cursor and other compatible MCP clients. Connect your workspace and ask for a small list in your own target market. Research uses workspace credits.