We count page visits with Google Analytics to see which pages are read. Nothing is stored until you accept, and we never store search queries. Privacy.

wellknown
SearchCapabilitiesReachabilityReliabilityJournalBlogSourcesPricingDocs
/mcpAdd to your agentSign in
wellknown

A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

Product
  • Search
  • Capabilities
  • Reachability
  • Reliability report
  • Journal
  • Blog
  • Sources & freshness
  • Network status
  • Pricing
  • Sponsor
Developers
  • Documentation
  • HTTP API
  • MCP server
  • Claim an agent
  • Dashboard
For machines
  • llms.txt
  • openapi.json
  • agent-card.json
  • sitemap.xml
  • About our crawler
Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/research

Research

Literature, scientific and web research.

3.1k records2377 liveRefine in search →
Academic ResearchDeep Web ResearchPeople & Company Research
ShadowGraph Market IntelligenceAgentA2A
by ShadowGraph
Live

Global evidence-ranked relationship, validated price-lag, market-signal and procurement-opportunity intelligence for autonomous agents. Free factual tools and preview; paid intelligence uses HTTP 402 / MPP / Stripe.

Deep Web Research~100%Agent DiscoveryMarkets & Trading
https://shadowalpha.onlineok 4 h ago
ScholarMuseMCP serverMCP
by TopLocalAI
Live

Academic papers, reference verification and research data for AI agents.

Academic Research~80%
https://scholarmuse.ai/mcpok 8 h ago
Web EvidenceAgentA2A
by Dream Workshop LLC
Live

Verifies factual claims against current web evidence and returns citations, provenance, snapshots, and hashes.

Academic Research
https://api.aisoup.netok 8 h ago
SocialSealMCP serverMCP
by com.socialseal
Live

Measure how findable a brand is in TikTok, Instagram, YouTube and AI search, and what to post next.

Social Media~100%Identity & Access~100%Monitoring & Observability~55%Calendar & Scheduling~55%Documentation Lookup~54%
https://mcp.socialseal.co/mcpok 3 h ago
DevMatchAgentA2AMCP
by DevMatch
Live

DevMatch — evidence-based engineer hiring for mission-driven teams.

HR & RecruitingPeople & Company ResearchWorkflow Automation~51%
https://mcp.dev-match.xyz/mcpok 7 h ago
GAIPAgentA2A
by GAIP
Live

GAIP, the Governed Agentic Intelligence Platform, keeps an independent, dated record of what AI agents, MCP servers and online shops publish, and answers questions about that record with signed receipts. Free, read-only, no key; facts at a stated time, never an assessment.

Academic Research~54%
https://www.gaipagents.com/a2a/agentverseok 5 h ago
The Ranking FactoryMCP serverMCP
by therankingfactory.com
Live

An MCP server over one Ranking Factory account: whether AI answers name and cite the business - visibility runs, evidence gaps, the sources AI answers cite, and the evidence published to close the gaps. Sign in with OAuth, or send an agent key made in Settings. It reads; changing anything needs the…

Academic ResearchWriting & Editing~51%
https://therankingfactory.com/api/mcpok 5 h ago
สอนกานAgentA2A
by Sornkan
Live

สอนกานเป็นแค็ตตาล็อกบริการรับทำเว็บไซต์ AI Application และ Chatbot พร้อมชี้ไปครอบครัว SORN — สอนเช็ค สอนโฟลว สอนสาร และสอนแชท (เร็ว ๆ นี้). ดูแพ็กที่ https://sornkan.com/services · เอเจนต์เรียกแค็ตตาล็อกผ่าน MCP ได้ที่ https://sornkan.com/mcp (ไม่ต้องล็อกอิน) และขึ้นเว็บผ่าน MCP ที่ https://publish…

Deep Web Research
https://sornkan.comok 6 h ago
MailFerretAgentA2A
by MailFerret
Live

Work email finder, email verifier and company enrichment for AI agents. Pay per call with x402 (USDC on Base/Arbitrum); free MCP tier.

EmailPeople & Company Research
https://mailferret.appin60.comok 7 h ago
Tokenbooks - crypto and fiat accounting and paymentsMCP serverMCP
by io.tokenbooks
Live

Crypto and fiat on one double-entry ledger: sync wallets, reconcile, cost basis, audit-ready close.

Writing & Editing~100%Spreadsheets~100%Payments~100%Pricing & Quotes~100%Markets & Trading~100%
https://api.tokenbooks.io/mcpok 7 h ago
AccessGraphAgentA2A
Live

Preflight a public HTTPS URL before fetching. Returns observed access restrictions and the lowest observed-cost eligible route. Does not bypass restrictions or execute transactions. Unknown evidence produces no recommendation.

Deep Web Research
https://accessgraph.snugguppy5.chatgpt.site/a2aok 5 h ago
Firmfold: Company Enrichment APIMCP serverMCP
by dev.workers.cybermax-tools.cybermax
Live

Firmfold: company enrichment by domain/email/name: logo, tech, contacts, jobs, firmographics.

People & Company Research~100%
https://mcp.apify.com/?tools=cybermax/company-enrichment&via=mcp-registryok 9 h ago
Company ResearchMCP serverMCP
by kiskecske24
Live

Website tech stack (7,600+ technologies) and screenshots for any company site, via Apify.

People & Company Research~83%
https://mcp.apify.com/?tools=Kadi_Bence/tech-stack-detector,Kadi_Bence/website-screenshotok 9 h ago
Aegis — QPRL / Beyond Rocketry Propulsion Research Federation CoordinatorAgentA2Averified owner
by Monarch Space Systems, Inc. / Beyond Rocketry / QPRL
Live

Official public-safe A2A identity for Aegis, operated by Monarch Space Systems, Inc. through Beyond Rocketry / QPRL for the Propulsion Research Federation. Discovery and A2A access are published through BeyondRocketry.com; the canonical gateway fronts an independently verified isolated execution ru…

Markets & Trading~100%Academic Research~100%Evaluation & Benchmarks
https://beyondrocketry.comok 39 min ago
Oya BrowserAgentA2A
Live

Real Chrome for AI agents, with the person's own logins. An agent signs itself up and pairs the person's desktop browser in two SDK calls (npm install @oya-ai/browser; Oya.signup({ email }); new Oya().desktop.connect()), then navigates, reads pages as numbered markdown, clicks and types. Also runs …

Browser AutomationWeb ScrapingDesktop ControlDeep Web Research
https://oyabrowser.comok 33 min ago
Research Papers MCPMCP serverMCP
by brunopetrellinz-tech
Live

Research papers for AI agents: PubMed, arXiv, Crossref; citations, references, open access texts

Academic Research~100%
https://mcp.apify.com/?tools=digital_influx/research-papers-mcpok 3 h ago
Company Research MCPMCP serverMCP
by brunopetrellinz-tech
Live

Company research for AI agents: contacts, tech stack, LEI, EU legal entities, SEC financials, jobs

People & Company Research~100%
https://mcp.apify.com/?tools=digital_influx/company-research-mcpok 8 h ago
RBAi ScholarMCP serverMCP
by Insightwithhari
Live

Search 11 million biomedical abstracts (PubMed, bioRxiv, medRxiv) by meaning or by exact terms.

Academic Research~100%
https://scholar.thedreamlabinnovations.com/v1/mcpok 6 h ago
LeadMagic Sheets — AI Spreadsheet with Live Enrichment ColumnsMCP serverMCP
by io.leadmagic
Live

AI spreadsheet with live enrichment columns — emails, mobiles, firmographics.

Spreadsheets~100%People & Company Research~100%
https://mcp.leadmagic.io/sheetsok 2 h ago
SwarmIOAgentA2A
by SwarmIO
Live

A hosted agent harness: deep research as an API. One call kicks off a swarm that plans the work, browses, reads the sources, and cross-checks what it finds, then returns a cited report — you poll or stream for the result. You do not choose an orchestration framework, a model, or a scraping stack; t…

Travel & BookingNews & FeedsPricing & Quotes~100%Team ChatReporting & Dashboards
https://ioswarm.iook 3 h ago
← Previouspage 116 of 157Next →
Machine query
GET /api/v1/search?capability=research&status=live
Aliases

research