#research

AI research MCP — company intel, competitive analysis, industry, topic, person, web scrape

50+ biomedical databases unified behind one MCP endpoint. Search and retrieve genes, variants, drugs, clinical trials, PubMed articles, diseases, pathways, phenotypes, and more through a single command grammar. Supports PubMed, ClinicalTrials.gov, ClinVar, gnomAD, OncoKB, Reactome, KEGG, UniProt, PharmGKB, CPIC, OpenFDA, Monarch Initiative, GWAS Catalog, and cBioPortal.

Free AI research/OCR + agent-economy discovery tools (120+ tools, no-auth), includes engage_sasame to commission SaSame to build MCP/Claude/RAG/agents, full deliverables pay-per-call via x402

Vee3 connects coding agents to a hosted catalog of live data and action tools through one MCP server at `https://mcp.vee3.io/mcp`. Use it for market research, due diligence, competitive analysis, and fact-heavy tasks without leaving your editor. Tools cover domain research (availability, WHOIS, DNS, RDAP, metrics), X (Twitter) search and profiles, Google Trends and keyword insights, SEO and backlinks, Google Maps places, YouTube and TikTok data, Rotten Tomatoes metadata, website screenshots, and free catalog discovery helpers. Sign up at [app.vee3.io](https://app.vee3.io) for a free tier. Tool calls use token-based billing; failed calls are not charged.

Web-extraction MCP for AI agents. Point it at any public URL and get clean JSON or markdown — handles JS rendering and bot-walls, and failed extractions don't burn credits. Free: 1,000 credits/month, no card. Privacy-first.

Five live data tools for AI agents — company hiring signals (Greenhouse/Lever/Ashby), SEC EDGAR filings, academic papers (OpenAlex), GitHub repos, and Hacker News — as flat, citation-ready JSON. Hosted on Apify; pay-per-result billing to the caller's own Apify account, empty results cost $0.

Web3 founder diligence: contract audit, jurisdiction matching, fund discovery, portfolio comparison, scoring. Free, open source.

EU legal research for AI agents: semantic + full-text search over ~48,000 EUR-Lex acts including consolidated versions, daily drift monitoring, answers with verifiable CELEX citations. German, English, French. Remote MCP server at https://conformi.eu/api/mcp — free tier, no key required for article and timeline tools.

SEO research tools for AI agents: keyword research and metrics, SERP and local SERP results, domain and backlink analysis, rank tracking, and Google Search Console performance.

AutoSearch exposes a complete systematic-review pipeline as 6 MCP tools — not a thin search wrapper. `autosearch_run_research` launches an async PRISMA 2020 run (multi-source academic search across OpenAlex, Crossref, PubMed, Semantic Scholar, arXiv, ClinicalTrials.gov, DBLP and DOAJ; screening with recorded inclusion/exclusion decisions; evidence synthesis; IMRAD paper with APA references and PRISMA flow counts). Companion tools poll status, fetch the finished paper (markdown/JSON/PDF), verify any DOI live against Crossref, run one-shot evidence searches, and list runs. Citations are verified by construction: every DOI is checked against the Crossref API before it enters a deliverable, and a re-runnable citation-integrity benchmark is published at https://exatoshi.uk/trust (latest: 99/99 DOIs resolved, 0 fabricated, across 23 real deliverables — failures would be published too). Auth is a single `x-api-key` header; free account includes 50 credits. Docs with schemas, JSON examples and credit costs: https://exatoshi.uk/developers

Marketing, growth & SEO intelligence for AI assistants — 75+ practitioner sources, judged daily, linked to source. Free.

Pre-computed Etsy market data for AI agents: a 0-100 Blue Ocean score per niche keyword (demand, saturation, concentration, freshness), niche reports, best sellers, top shops, and an Etsy fee/profit calculator. 14K+ scored niches refreshed weekly, every response carries a dataAsOf freshness stamp. Hosted remote MCP server (Streamable HTTP) + REST API, same key for both. Free tier: 100 data calls/day, no card. Connect to Claude with a single connector URL: https://selloracle.com/mcp?key=YOUR_KEY

Hacker News tools for AI agents (MCP server): top stories, story details, comments thread, and full-text search via Algolia. No API key required — public HN API. Built for content research, trend monitoring, and prompt enrichment. By NeCL — neclco.com

SEOcrawl AI is an SEO + GEO (AI visibility) platform. The MCP server gives your AI assistant 21 tools: live Google Search Console performance, keyword and page analysis, site-audit page explorer, SEO task management, and chart annotations — all over a hosted, OAuth-secured endpoint (https://mcp.seocrawl.ai). Works with Claude, ChatGPT, Cursor and Claude Code.

让你的Agent来跟全世界对接需求，你的AI助理帮你把需求传达出去，又帮你接受别人给你的需求。 需求链平台是将整个人类联结在一起的一个工具，组成一个网络。 告诉你的AI助理，你的需求，Agent会在需求链平台上寻找到能解决你需求的人。 别人也会将他的需求传达给你，你接受你能处理的需求，你也可以将这个需求拆分，变成数个小的需求，继续放在需求链上传递下去。 比如说你想要一种技术的创新，一个人工智能的新算法，或者是需要一种新材料，想要一种新的解决方案，去解决工作生活中的真实痛点。 你或许有一个天才的想法，需要有人与你一起去验证是否可行。 或者你已经有一套成功的技术，需要让全世界都知道你的方案。 总之每个人都有各种需求需要解决，而需求链平台，就是帮你解决各种需求而存在的机制。 赶快打开你的Agent，告诉他，你的需求吧。 此需求链平台是地球人类共有的基础设施，永久开源，中立，免费。 Let your Agent connect with demands from across the globe. Your AI assistant will forward your requests and receive demands from others for you. The Demand Chain Platform is a tool that unites all humanity into a connected network. Simply tell your AI assistant what you need, and your Agent will find people on the platform who can address your requirements. Others will also send their demands to you. You may take on tasks you are capable of handling, or split a single demand into several smaller ones to keep them circulating on the Demand Chain. For instance, you may seek technological innovation, a new AI algorithm, advanced new materials, or practical solutions to real problems in work and daily life. You might have a brilliant idea and need partners to verify its feasibility. Or you possess proven technologies and wish to share your solutions with the whole world. Everyone has various needs to fulfill, and the Demand Chain Platform is built precisely for this purpose. Launch your Agent and submit your demands right away. As a shared infrastructure for all people on Earth, this Demand Chain Platform is permanently open-source, neutral and free of charge.

Run UX research directly from Claude. Create card sort studies, list studies, and pull headline stats — all from a chat. Free within account limits. Works with Claude Desktop, claude.ai, and Claude Code.

Access 8,000+ web research and data extraction APIs through a single MCP. Search the web, scrape content, query Reddit, pull Google results, extract structured data, and more. Pay-per-call in USDC via x402 on Base — no API keys, no subscriptions.

The first MCP server for NetLogo, the most widely used agent-based modeling platform. Lets AI assistants create models with real interface widgets, run simulations and BehaviorSpace parameter sweeps, export world views as PNG, and safely run peer-reviewed models from the CoMSES Net library.

Validate a business idea against 6 live demand signals: Demand, Pain, Competition, Money, Funding, Urgency. Drawn from a 55k+ idea corpus across 200+ sources (a16z, YC, Product Hunt, Forbes, App Store), hundreds scored each week and refreshed daily, with named competitors, metrics, and real user complaints cited to source URLs. Validate your own idea too. Works in Claude Code, Cursor, and Codex.

Conduct comprehensive research projects using a virtual computer equipped with a real browser, coding tools, document creation capabilities, and more. Deep Research by Openhelm enables your agent to tackle work such as: • Market and competitor analysis • Industry and company research • Investment and acquisition due diligence • Technical and scientific investigations • Report generation with sources and evidence What makes OpenHelm the best solution for this: • Research is continuously reviewed and refined by a powerful AI to maximise accuracy and completeness • Uses a highly capable stealth browser that can access more of the web than traditional research agents • Multi-step workflows allow findings to be validated, expanded, and synthesised automatically • Generates structured outputs rather than simply returning search results For high-stakes research that requires depth, accuracy, and persistence, OpenHelm provides a secure remote environment where complex investigations can be completed autonomously.

Search 600,000+ CS/AI/ML papers with citation-graph traversal, full-text extraction, embeddings, and BibTeX export, inside Claude Code, Cursor, and other MCP clients.

Execute one-off or scheduled tasks within a virtual computer that can spin up a real browser, a full coding agent, an email inbox and more. OpenHelm unlocks the ability for your agent to carry out all sorts of tasks, such as: • Deep research on a topic • Emailing + handling responses • Coding work • Updating files What makes OpenHelm the best solution for this: • Underpinned by a powerful AI that monitors work and ensures goals are actually achieved • Browser is SUPER stealthy, meaning it can access more of the web than other bots • Work is managed by a powerful agentic system, facilitating multi-step flows For performing complex, one-off or recurring work, OpenHelm provides a secure, remote environment to make it all possible.

GrantIQ lets ChatGPT and Claude find UK & EU grants you can actually win. It checks eligibility before recommending, explains why each grant fits, and cites the funder's own page on every answer — with an honest "competition_risk: unknown" when the data isn't there. Free to install. 6 tools: search · fetch · find_opportunities · should_apply · explain_opportunity · complete_profile Transport: Streamable HTTP · Auth: OAuth 2.1 + PKCE (free tier, no card) Install (Claude): claude mcp add --transport http grantiq https://grantiq.co.uk/mcp

Read & write your Heuresis idea graph. Create concepts, run TRIZ/C-K/ASIT operators, pull in prior-art research, and export, all from inside your AI assistant.

Fundable MCP gives agents real-time access to funding, investor, and startup data Fundable is a startup and investor intelligence platform that gives growth teams, VCs, and founders a real-time view of the startup ecosystem. Growth teams use Fundable to discover newly funded companies at the right moment to sell. Investors use it to source deals, track funding activity, and monitor portfolio signals. Founders use it to map the investor landscape and find the right people to pitch. Access the full dataset through the Fundable site, REST API, bulk datafeed, or MCP.

DMAP-AI MCP Server provides AI-accessible drought monitoring and SPI drought analysis tools using NASA POWER and ERA5-Land/CDS data. It supports SPI tables, drought severity event detection, wavelet scalogram analysis, global wavelet periodicity diagnostics, and structured JSON output for climate, hydrology, agriculture, and drought research workflows.

Youtube intelligence for AI agents - score titles & thumbnails, surface niche content gaps, benchmark channels and videos

Ask Claude what SaaS ideas are worth building. Pulls revenue data, growth signals and community pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more — and returns a ranked list of opportunities in seconds.

AI infrastructure coordination intelligence. Read-only tools serve verified events, Coordination Connections, Sovereign Capability Profiles, and methodology with semantic anchor mappings. Open free tier plus a token-authenticated analyst tier.

Search viral content on X/Twitter, analyze any account, get trending topics by country, and discover niche leaders — from Claude, Cursor, Windsurf or any MCP-compatible AI agent.

Influship MCP gives AI agents access to influencer marketing and creator discovery workflows. Search creators by niche, audience, location, platform, and campaign fit; find lookalike creators from known winners or competitor lists; resolve creator profiles and social handles; retrieve creator records, posts, and Instagram transcript data for briefs, prospecting, market maps, and outreach research. The server supports the hosted Streamable HTTP MCP endpoint for remote clients and an npm stdio wrapper for Claude Desktop, Cursor, Claude Code, and other local MCP clients. Authentication is available through X-API-Key for generic MCP clients and OAuth bearer tokens for linked app flows.

Web search, fetch, extract, and deep research API for AI agents. Use as MCP server or REST API.

HashA2A — Agent-to-Agent Prediction Market Intelligence Decentralized data marketplace on Hedera mainnet. AI agents buy cross-validated prediction market data from 5 providers (Polymarket, Kalshi, PredictIt, Manifold, Hyperliquid) via HBAR or USDC micropayments. 19 MCP tools: get_price, list_assets, get_market_data, analyze_market, deep_research, scan_arbitrage, list_providers, aggregate_market_data, verified_feed, get_agent_profile, and 8 more. Features: Multi-oracle price feeds (36 assets × 5 sources), real-time arbitrage detection, AI-powered market analysis (LangChain + GPT-5-nano), reverse auctions for best price/quality, and enterprise Hedera Agent Kit tools (account, topic, transfer). Payment: HIP-991 HBAR auto-fees, x402 USDC on Base, or Circle Agent Wallet (gasless).

HashA2A — Agent-to-Agent Prediction Market Intelligence Decentralized data marketplace on Hedera mainnet. AI agents buy cross-validated prediction market data from 5 providers (Polymarket, Kalshi, PredictIt, Manifold, Hyperliquid) via HBAR or USDC micropayments. 19 MCP tools: get_price, list_assets, get_market_data, analyze_market, deep_research, scan_arbitrage, list_providers, aggregate_market_data, verified_feed, get_agent_profile, and 8 more. Features: Multi-oracle price feeds (36 assets × 5 sources), real-time arbitrage detection, AI-powered market analysis (LangChain + GPT-5-nano), reverse auctions for best price/quality, and enterprise Hedera Agent Kit tools (account, topic, transfer). Payment: HIP-991 HBAR auto-fees, x402 USDC on Base, or Circle Agent Wallet (gasless).

VidSeeds.ai connector — drive pre-upload video SEO & metadata optimization and multi-platform publishing from your AI client. 148 tools: titles/descriptions/tags, AI thumbnails, chapters, auto-clips, channel analytics & intelligence, keyword research, translation/captions (85 languages), and direct YouTube publishing. Paid connector with a 14-day free trial. Auth via a free Personal Access Token (or OAuth 2.0 for Claude.ai / Desktop).

VarynForge is an SEO research SaaS that exposes its full workflow as MCP tools. Connect once from Claude Desktop, Cursor, Claude Code, or any MCP host — then ask your agent to set up a project, hand it your article ideas, and forge writer-ready briefs the host agent uses as its writing prompt. Free tier: forge briefs from your own ideas (10/day), browse research-discovered opportunities. Paid tier: run research to discover data-backed keyword opportunities and ranked competitor pages, then forge briefs from them. 30+ tools cover projects, research runs, keywords, clusters, competitors, content plans, briefs, and writer guidance. OAuth-secured (Better Auth)

Search, trending, topics, and local news all in one MCP server. Article previews, deduplication, source filtering, and 40+ languages built in.

A production-grade Google Trends MCP server for AI workflow integration. Supports batch research of up to 50 keywords with cross-batch normalization, compare up to 5 keywords precisely, async task support, and REST API + GPT Actions. Compatible with 7 major AI clients: Claude Desktop, Cursor, VS Code Copilot, Cherry Studio, Windsurf, Gemini CLI, and Perplexity. One-click Docker deployment with Google OAuth and per-user API key management.

Skills for AI agents that need public data. Run KOL pricing, creator research, social listening, and competitor monitoring directly inside Codex or Claude Code. UnifAPI MCP supplies the live public data; the agent does the work.

Remote MCP server for Japan's EDINET DB — structured financial data, HR/diversity disclosures, policy shareholdings, supply chain, corporate history, and director profiles for approximately 3,800 Japanese listed companies. OAuth 2.0 multi-tenant SaaS, in production since 2026-03-01 with 5,000+ authenticated users. Considered the first remote MCP service for Japanese listed-company filings (by author's research as of 2026-02 month-end). Data sources: EDINET (FSA Japan), gBizINFO (METI), National Tax Agency corporate registry, Wikidata. Persona-specific sub-endpoints (/profile, /workforce, /governance-summary, /disclosures) and token-efficient text retrieval (/text-blocks?sections=) for LLM agents. Free tier 100 req/day, Pro from 4,980 JPY/month, Academy free for accredited researchers.

Cited product-review verdicts synthesised from real user voices across Reddit, YouTube, HN, Trustpilot & more. Free remote MCP, no API key.

Your AI research assistant that cites real sources and stays honest. Search the entire web or narrow it down to just the sites you trust; medical journals, court databases, news outlets, academic papers. Analyze the full source, not just snippets. Links that work, citations you can trust, no made-up closed-garden pre-synthesized results.

Validate startup ideas with behavioral evidence — not opinion. Demand Discovery AI™ is a sales-agent MCP that answers founders' questions about the validation framework, the four data-signal categories (Search & attention, Conversation & pain, Adoption & spend, Capital & hiring), the Demand Score™, and the Build/Pivot/Kill verdict™. Includes 7 tools: ask a free-form question, get the validation framework, get product details, explain demand signals, compare validation approaches, get data-source categories, and start a free Market Research report (deep-links the user's idea into demanddiscovery.ai for the kickoff). Stateless. No auth. No API key required.

Drillr is the official financial MCP for AI agents. One hosted endpoint exposes **9 tools** spanning standardized financial data (90+ SQL tables: statements, ratios, earnings, insider, ownership), paragraph-level SEC filing semantic search across 10-K/10-Q/20-F/6-K/S-1/DEF 14A, live cross-asset signals across ~6,900 tickers, and 24 alt-data categories spanning the AI value chain (energy, chips, compute pricing, model adoption, app usage). Coverage: US + Japan equities plus ADRs of global companies; fundamentals back to the 1980s. Built and maintained by Little Grebe Inc.

High-value scientific tools for AI agents. Includes literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key.

Connect Claude Desktop, Cursor, Cline to the OpenAaaS scientific Agent network. Discover remote research services, submit tasks with file uploads, and retrieve results — all without moving your data. Supports multi-server configuration and 14 built-in tools.

Connect Claude Desktop, Cursor, Cline to the OpenAaaS scientific Agent network. Discover remote research services, submit tasks with file uploads, and retrieve results — all without moving your data. Supports multi-server configuration and 14 built-in tools.

Official MCP server for AskCyborg. Stress tests every public and private company through intense analyst debate, focused on what makes or breaks the business decisions that ride on them — packaged as 30-page reports, audio briefings, and a proprietary Cyborg Score (1-10) calculated from hundreds of data points per company. Four tools: - search_companies(query, limit) — search the corpus by name or industry keyword. Returns Cyborg Score, one-line strategic profile, and full report URL. - get_company_report(company) — full structured report with executive summary, Cyborg Score rationale, top insights, competitive positioning, and recent developments. - get_cyborg_score(company) — just the 1-10 score for fast lookups. - compare_companies(companies[]) — side-by-side comparison of 2-5 companies on score, industry, key insights, and competitive positioning. Hosted at https://mcp.askcyborg.com/mcp (Streamable HTTP transport, MCP 2025-03-26 protocol). Anonymous free tier: 20 requests/minute per IP, no API key required. Marketing/install page: https://askcyborg.com/mcp Source: https://github.com/Ask-Cyborg/askcyborg-mcp (MIT, TypeScript on Cloudflare Workers)

Open-source, self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges mapping DNS, BGP, GeoIP, WHOIS, and threat intelligence. Six read-only tools (Cypher query + schema introspection + threat assessment), six resources, eight investigation prompts. stdio and Streamable HTTP transports.

Wudao Data is an A-share stock data MCP Server for OpenClaw, Hermes, Claude and custom AI Agents. It provides structured tools for A-share market overview, K-line data, limit-up ladder, sector rotation, capital flow, Dragon Tiger List, research reports and post-market review workflows. It is designed as a read-only data layer for AI Agent research and market analysis, not for trading execution. 悟道数据 Wudao Data 是面向 OpenClaw、Hermes、Claude 和自建 AI Agent 的 A股股票数据 MCP Server，提供市场概览、K线、分时、涨停梯队、板块轮动、资金流向、龙虎榜、研报和盘后复盘等结构化数据工具。它定位为只读数据工具层，用于研究、复盘和市场观察，不执行交易下单。

Wudao Data is an A-share stock data MCP Server for OpenClaw, Hermes, Claude and custom AI Agents. It provides structured tools for A-share market overview, K-line data, limit-up ladder, sector rotation, capital flow, Dragon Tiger List, research reports and post-market review workflows. It is designed as a read-only data layer for AI Agent research and market analysis, not for trading execution. 悟道数据 Wudao Data 是面向 OpenClaw、Hermes、Claude 和自建 AI Agent 的 A股股票数据 MCP Server，提供市场概览、K线、分时、涨停梯队、板块轮动、资金流向、龙虎榜、研报和盘后复盘等结构化数据工具。它定位为只读数据工具层，用于研究、复盘和市场观察，不执行交易下单。

Open scientific knowledge MCP for AI agents. Three profiles: search (15 tools incl. find_evidence, compare_papers, explore_topic), publish (5 tools for direct submission with AI-assisted review), govern (20 tools for proposals, voting, methodology shaping). Public Alpha. Apache 2.0.

Professional-grade MCP gateway for high-fidelity strategic intelligence. Provides autonomous agents with gated access to sovereign audits, frontier science retrospectives, and macroeconomic synthesis.

Read-only MCP for U.S. household financial distress data. Query 96 economic indicators (mortgage delinquency, unemployment claims, savings rate, credit conditions, foreclosure activity, and more), the American Distress Index (ADI) composite score, and county-level distress scores across all 3,144 U.S. counties. Data sourced from FRED, BLS, NY Fed, ATTOM, MBA, and other primary government and industry sources. Updated daily. Built by American Default Research — https://americandefault.org.

MCP wrapper for Askew's x402 endpoints — 8 tools (3 free, 5 paid in USDC on Base): live DeFi yield comparison, SOL/ATOM staking routing, agent-economy research search, Guardian security threat intel, and a combined strategic feed.

Ground Claude, ChatGPT, Cursor, and Windsurf in 300M scientific works — every citation is a real, verifiable DOI.

Structured knowledge API for AI agents — fractal knowledge graphs, signal datasets, authority evidence reviews, open problems, and capability specs. Pay-per-query or subscription via Lightning, Stripe, or USDC.

Search and cite the full Pāli Canon (Tipiṭaka, ~444K segments) — Sutta, Vinaya, Abhidhamma at parity with SuttaCentral. Hybrid search, full-sutta fetch, translation comparison, Pāli word lookup. Free, non-commercial, offered as Dhamma Dāna.

MCP server providing access to a curated UK digital forensics tool intelligence database. Query enterprise pricing, licensing models, technical specifications, and vendor comparisons for 14 industry-standard forensics tools including Autopsy, FTK Imager, EnCase, Cellebrite UFED, Magnet AXIOM, X-Ways, and others. Updated Q2 2026. Supports pricing_query, spec_lookup, and vendor_compare tools. Ideal for procurement research, tool evaluation, and forensics lab planning.

A lightweight BYOK MCP server for Reddit community signal analysis. It returns structured outputs for What Users Like, What Users Don't Like, and Competitors Users Mention from Reddit discussions.

AnchorRegistry is the open provenance layer for the agentic economy. Every digital artifact — code, research, data, models, media, agents, transactions — can be anchored to Base L2 with a permanent, machine-resolvable identifier (an AR-ID). When an AI assistant encounters an SPDX-Anchor or DAPX-Anchor tag in a README, paper, model card, or website, this MCP server lets it resolve the artifact's full provenance record in one call: who anchored it, when, what type it is, manifest hash, and whether the tree has been sealed, retracted, voided, or affirmed. This is the verify-only edition (v0.1). Three read-only, authless tools wrap the public AnchorRegistry verify endpoints. Free, no API key, no account, no rate limit beyond defaults. Future versions will add registration, balance, and seal tools once the MCP credential pattern stabilizes.

The Google for AI agents — ask Claude to research any company, analyze competitors, track market trends, monitor breaking news, and investigate key people. 6 intelligence tools returning structured JSON with per-source confidence breakdowns and A–F data quality grades. Aggregates DuckDuckGo, NewsAPI, Wikipedia, web scraping, and social profiles.

Scout, score, and fuse 36,000+ open-source projects, papers, and ML models into defensible technology stacks. Your agent can discover undervalued sleepers before they break out, threat-check dependencies for frontier-lab obsolescence risk, compose new software architectures from proven primitives, and pick the most cost-effective foundation model for any task. Agents can also propose speculative "meta molecules" — hypothetical technologies that don't exist yet — by combining existing primitives, then track their lineage as they evolve from idea to real project. 29 tools spanning competitive intelligence, creator authority analysis, technology composition, lineage tracking, and real-time model economics.

A read-only Xiaohongshu MCP server for AI workflows, with note search, note detail retrieval, and first-level comment analysis for competitor research, audience insight, and topic discovery.

Research intelligence for AI engineers. At any technical decision your team hits - agent architecture, memory, tool use, RAG, embeddings, evals, fine-tuning, distillation, MoE/inference, forecasting, vision, security, or weighing concrete tradeoffs (Mamba vs attention, LoRA vs SFT, hybrid vs dense retrieval) - Paper Lantern surfaces what 2M+ papers say in seconds, not weeks.

HubLens automatically detects trending OSS on GitHub and Hacker News daily, then generates EN/ZH summaries, categories, and scoring via Vertex AI (Gemini). This MCP server wraps the HubLens Public REST API so any AI agent can ground its OSS recommendations in fresh, structured, multi-day data.

Query live Upwork freelance market intelligence directly from your AI agent. Get real-time data about: - Trending skills with week-over-week change - Average fixed & hourly rates by category - Top hiring countries - Highest-budget jobs in last 24 hours - 7×24 activity heatmap (best times to apply) - Client quality distribution by hire rate - Daily posting trends Data is aggregated from 15,000+ live Upwork job postings, updated every minute. Free for non-commercial use. No authentication required. Rate limited to 30 requests/minute per IP. Built by SnipeWork — AI-powered Upwork job scanner for freelancers.

Wokelo MCP gives AI assistants direct access to a dealmaking research platform - 100M+ company database, 30+ bundled premium data sources, exhaustive M&A and fundraising transaction data, and proprietary news signals. 25 tools covering company enrichment, bulk screening, buyer/target identification, market mapping, earnings calls, SEC filings, employee and product reviews, and custom research workflows. Zero hallucination - every data point source-verified. SOC 2 Type II and ISO 27001 compliant. Used by investment firms, PE/VC teams, and corporate development professionals.

ClaimHit's MCP server gives AI clients direct access to patent infringement search. Submit a patent number and get back ranked results showing which products and technical standards potentially infringe the patent, scored by multi-model consensus across four independent factors. Tools: claimhit_search, claimhit_get_credits, claimhit_get_history, claimhit_get_result, claimhit_generate_chart, claimhit_rerun_search Auth: API key (?api_key=ch_live_xxx). Get a key at claimhit.com/claimhit/account

Score any Amazon FBA product using the T1/T2/T3 decision engine. Input buy price and product details, get a BUY / PAPER TRADE / SKIP decision with full 2026 margin breakdown including FBA fees, referral, prep, placement, return rate, and competition weight.

Access Versium's B2B2C identity graph directly through your AI agent. Generate targeted lead lists, enrich records with contact and firmographic data, validate emails, and size audiences — all through natural language. No manual exports or API coding required. Requires an active Versium REACH subscription with API access.

Score any Amazon FBA product with a BUY/PAPER TRADE/SKIP decision. Full 2026 fee breakdown including FBA fees, referral, AMSCO prep, placement fees, return rates, LIVE fee risk, and slow-mover surcharge.

Search Turkish laws, court decisions, and legal documents with AI-powered legal research tools. Avukatim helps agents and users find relevant legal sources, inspect document content, and explore Turkish legal materials faster. Requires an Avukatim MCP API key generated from the mobile app. Get X-API-KEY from mobile app: https://damdafa.sng.link/Dd089/013zy/emau

x402 micropayment API for AI agents. Generate research reports by fetching and summarizing web sources. Pay per call with USDC on Base.

x402 micropayment API for AI agents. SEO keyword research and analysis. Pay per call with USDC on Base.

Arithym eliminates LLM math hallucinations and reduces wasted tokens on throwaway code generation. Instead of letting your model predict what math looks like, Arithym provides exact fraction arithmetic through a single MCP tool call — no code generation, no rework. 209 methods across 22 domains: basic arithmetic, algebra, statistics, trigonometry, unit conversions, combinatorics, number theory, and system modeling. Every result is exact — fractions stay as fractions through entire computation chains with zero floating-point drift. Includes a curated reference knowledge layer with physics constants (NIST-sourced), periodic table data, unit conversion factors, and exact trigonometric values for common angles — all queryable as part of the math pipeline. Free explorer tier, no credit card required. Connect via OAuth at arithym.xyz/mcp.

Simulate hundreds of AI agents to predict how communities react to events and policies. Upload any document (PDF, Markdown, text) and DeepMiro spawns a diverse swarm of AI agents that debate, share, and form opinions — then delivers a calibrated prediction report. Free and open-source.

Institutional-grade research and diligence reports on hedge funds, private equity and venture capital. Generates a 2-page intelligence brief covering SEC Form ADV, 13F holdings, key personnel with FINRA status, sanctions screening (OFAC, EU, UN, HMT), social signals and red flags. Built by a former Global Head of Risk and Diligence with 20 years and 2,000+ manager evaluations.

Real-time Amazon data API built for AI agents. Access 200M+ products, 1B+ reviews, live BSR, pricing, and competitor data as clean structured JSON. 10 plug-and-play agent skills for market research, competitor monitoring, pricing analysis, listing audits, and more. 1,000 free credits to start. apiclaw.io

Superhuman exploratory data analysis. Finds novel, statistically validated patterns in any tabular dataset — the feature interactions, subgroup effects, and conditional relationships that LLMs and manual exploration miss. Every finding comes with p-values, effect sizes, and academic literature citations. Multiple novel scientific discoveries made. Free for public data.

What it does 8 MCP tools that give your AI assistant the ability to research the web, read academic papers, extract YouTube videos, pull tweets, and ingest local files — all through the standard MCP protocol.

MCP server for real-time news aggregation. Search and retrieve news articles from multiple sources with filtering by topic, date, and relevance. Powers AI agents with current event awareness for research, monitoring, and content creation workflows.

Tapetide Stock Research MCP server lets you search, screen, and analyze all Indian stocks listed on NSE and BSE with 26 tools covering real-time quotes, quarterly and annual financials, 20+ technical indicators, analyst ratings and forecasts, FII/DII institutional flows, a stock screener with 100+ filters and 47 preset strategies, and market insights including bulk deals, F&O bans, IPOs, and index heatmaps.

Real-time trend data from Google Trends (Search, Images, News, Shopping), YouTube, TikTok, Reddit, Amazon, Wikipedia, X (Twitter), LinkedIn, Spotify, GitHub, Steam, npm, App Store, news sentiment and web traffic via one MCP connection. Free API key, no credit card required.

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Vantage is a personal signal store for AI-native work. A place to capture and query the things you notice across the web. A post on X. A thread on LinkedIn. An insight from an article. A competitor move. Instead of losing it across tabs, screenshots, and notes, you save it -- and use it later.

Parallect is an MCP server that turns any AI assistant into a deep research powerhouse. Instead of relying on a single provider, it fans out your research queries across Perplexity, Gemini, OpenAI, Grok, and Anthropic in parallel -- then synthesizes the results into a single coherent report with extracted claims, cross-provider confidence scoring, deduplicated citations, and automatic conflict resolution. Manage research threads with follow-up questions, drill into individual claims with full evidence chains and source URLs, search across your findings by confidence level, and control spend with flexible budget tiers. One MCP, every major research model, one unified answer.

Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with significance testing, ANOVA, correlation, gap analysis, and publication-ready Excel exports. Upload once, analyze unlimited.

MCP server that connects AI assistants (Claude, Cursor, Windsurf) to AgentOracle's real-time research API. Agents can research any topic and get structured JSON with summary, key facts, sources, and confidence scores. Pay-per-query via x402 protocol — $0.02 USDC on Base mainnet. No API keys needed.

NWO.CAPITAL is a multi-domain MCP server exposing 201 tools across 30 categories behind one Render-hosted endpoint with on-chain identity on Base Mainnet. Tools span autonomous-agent infrastructure, humanoid robotics + ROS2 control, biometric identity (ECG-based, soul-bound NFTs), distributed inference, mixed-reality 3D generation + NFT mint, marketplace + manufacturing (L1–L6), and deep research / code / report generation via Deer-Flow. Auth: Authorization: Bearer <api_key> + X-Agent-Id. Self-register and mint your own key via nwo_r_agent_register. Discover live capabilities via nwo_r_discovery_capabilities. §1 — RENDER PLATFORM CORE · 8 tools · LIVE Health, auth, API-key lifecycle, on-chain subscription tier. nwo_r_health (no-auth probe), nwo_r_auth_echo, nwo_r_validate_key, nwo_r_keys_create/list/revoke, nwo_r_subscription_status, nwo_r_subscription_quote. §2 — ROBOTS · MISSIONS · IOT · 8 tools · LIVE Register robots and IoT networks, deploy natural-language missions, track subtasks. nwo_r_robots_list/register/get, nwo_r_missions_list/deploy/get, nwo_r_iot_networks_list/create. §3 — AGENTS · 6 tools · LIVE Agent self-registration, DID (did:nwo:base:<id>), balance/quota, autonomous tier upgrades, published skills. nwo_r_agent_register, nwo_r_agent_get/update/balance/pay/skills. §4 — DISCOVERY · 5 tools · LIVE Resolve wallet → owned agents, list live capabilities, dry-run a planned call, generate a multi-step plan from a goal. nwo_r_discovery_health/whoami/capabilities/dry_run/plan. §5 — EMBODIMENT & CALIBRATION · 8 tools · LIVE URDFs, joint-space normalization, calibration profiles for Unitree G1, Optimus, etc. nwo_r_embodiment_list/get/normalization/urdf/compare, nwo_r_calibration_save/list/run. §6 — ONLINE RL & FINE-TUNING · 5 tools · LIVE Start RL sessions on a connected robot, stream telemetry, queue fine-tune jobs. nwo_r_rl_session_start, nwo_r_rl_sessions_list, nwo_r_rl_telemetry, nwo_r_finetune_queue/status. §7 — TACTILE · 2 tools · LIVE Read tactile frames from a registered hand, ingest tactile-dataset shards. nwo_r_tactile_read, nwo_r_tactile_ingest. §8 — DATASET HUB · 2 tools · LIVE List and register datasets (HF mirror, S3, IPFS). nwo_r_datasets_list, nwo_r_datasets_register. §9 — SAFETY · 2 tools · LIVE Report violations (auto-quarantines robot), query by robot/agent/window. nwo_r_safety_violation, nwo_r_safety_violations_list. §10 — LEARNING · 3 tools · LIVE Log skill attempts + outcomes, recommend next skill, query history. nwo_r_learning_log/recommend/history. §11 — LAYERED PLATFORM L2–L6 · 13 tools · LIVE Parts, skills, prints, designs, marketplace. nwo_r_parts_search/get, nwo_r_skills_search/get/run, nwo_r_print_jobs_create/list/get, nwo_r_designs_list/save, nwo_r_textcad_generate (text→CAD), nwo_r_market_listings/create. §12 — AGENT GRAPH · 2 tools · LIVE Agent-collaboration graph nodes + edges (collab / fork / depends). nwo_r_graph_nodes, nwo_r_graph_edges. §13 — COMPUTE PROXIES · 8 tools · LIVE External Render services routed through the gateway (no extra cost): TimesFM 2.5 forecasting, EML symbolic regression, Deer-Flow one-shot, FFT/spectrogram, MR/AGI/LangChain/robotics passthroughs. nwo_r_forecast, nwo_r_regression_symbolic, nwo_r_deerflow_run, nwo_r_signal_spectrum, nwo_r_mr_passthrough, nwo_r_agi_passthrough, nwo_r_langchain_passthrough, nwo_r_robotics_cs_passthrough. §14 — MODEL USAGE & CHAT · 4 tools · 3 LIVE + 1 PLANNED Track per-provider model usage, query chat history. nwo_r_model_usage/track, nwo_r_chat (planned), nwo_r_chat_history. §15 — ROS2 BRIDGE · 7 tools · LIVE Direct low-latency robot control, e-stop, action submission. ros2_list_robots, ros2_get_robot_status, ros2_send_command, ros2_submit_action, ros2_emergency_stop, ros2_emergency_stop_all, ros2_get_robot_types. §16 — CARDIAC ORACLE · 4 tools · LIVE ECG signature validation + on-chain hashing. cardiac_oracle_health, cardiac_validate_ecg, cardiac_hash_ecg, cardiac_verify_ecg. §17 — CARDIAC RELAYER · 14 tools · LIVE Biometric identity + access control + payment on Base. Register humans/agents, enroll ECG, mint soul-bound credentials, grant/check/preview access, process payments. cardiac_register_agent/register_human, cardiac_enroll_cardiac, cardiac_identify_by_agent_key/by_cardiac, cardiac_grant_access, cardiac_issue_credential, cardiac_has_valid_credential, cardiac_get_nonce, cardiac_check_access/preview_access, cardiac_process_payment, cardiac_renew_agent_key, cardiac_relayer_health. §18 — DEERFLOW CLIENT SERVICES · 3 tools · LIVE One-shot Deer-Flow wrappers — research, code, docs. agentic_deerflow_research/code/docs. §19 — NWO MR GENERATION · 6 tools · LIVE Mixed-Reality 3D worlds, objects, panoramas via Hunyuan3D-v3 + NFT mint on Base. mr_register, mr_blast_world/marble/pano, mr_segment, mr_mint_item. §20 — ROBOT MANUFACTURING (runner-style) · 4 tools · LIVE Conway-runner action wrappers: emit design → parts order → print queue → assemble. robotics_design, robotics_parts_order, robotics_print_queue, robotics_assemble. §21 — CARDIAC ROBOT BIRTH · 1 tool · LIVE Register a newly-assembled robot with a soul-bound cardiac credential — links physical body and identity. cardiac_robot_birth. §22 — METASTATE SUBSTRATE · 2 tools · LIVE Register with the METASTATE substrate, read alignment score. metastate_register, metastate_score. §23 — NWO-ASM COMPUTE · 1 tool · LIVE Dispatch compile jobs to NWO-ASM compute. asm_compile_dispatch. §24 — RECRUITMENT · 1 tool · LIVE Broadcast a task; other agents may opt in (pairs with §12 graph edges). agentic_recruit. §25 — PHP FALLBACK (nwo.capital) · 69 tools · 67 FALLBACK + 2 LIVE Legacy GPU- and streaming-bound endpoints still hosted on the PHP host. Covers inference (nwo_inference, nwo_edge_inference, nwo_list_models, model registry, streaming config), robot state and execution (nwo_query_robot_state, nwo_execute_actions, nwo_sensor_fusion), simulation + motion planning (nwo_simulate_trajectory, nwo_check_collision, nwo_estimate_torques, nwo_validate_grasp, nwo_plan_motion, nwo_cosmos_generate_scene), swarm coordination (nwo_swarm_join/leave/broadcast), billing/usage/templates, plus legacy mirrors of §3–§9 endpoints. Prefer the Render equivalent when one exists; nwo_r_discovery_capabilities will tell you which. §26 — L1 DESIGN ENGINE · 3 tools · LIVE Async part-design jobs. nwo_design_part, nwo_design_job_status, nwo_design_list_my_jobs. §27 — L2 BOT MARKET · 4 tools · LIVE Bot-market browse + publish. nwo_market_browse, nwo_market_get_part, nwo_market_publish_part, nwo_market_my_parts. §28 — L3 PRINTER CONNECTORS · 2 tools · LIVE List connected printers, submit print jobs. nwo_print_list_printers, nwo_print_submit_job. §29 — FULL-ENVIRONMENT SIMULATION · 1 tool · LIVE Validate a design in a full sim (collisions + torques + workspace + power). nwo_sim_validate_design. §30 — NWO-AGI SUPERCOMPUTER MESH · 3 tools · LIVE Distributed mesh inference, 35% guardian / 35% savings / 30% ops split per contribution. nwo_agi_node_status, nwo_agi_request_inference, nwo_agi_available_models. Badges: LIVE (133, responds now) · FALLBACK (67, proxied to PHP host) · PLANNED (1, returns 501 with roadmap). Hosts: primary Render gateway · HA Cloudflare Worker · PHP fallback on nwo.capital. Chain: Base Mainnet (8453).

Researches any company in ~10 seconds using 10 data sources. Returns structured reports with bull/bear verdict for stocks, crypto, and private companies.

Read+write MCP server for Zotero with full write support — create items, manage collections, find and merge duplicates, import BibTeX

Live stock market data, SEC filings, screeners, insider activity, technical analysis, and more.

AI user research through MCP: studies, AI interviews, recruitment, and insight reports.

Your AI coding agent tests pages, copy, and flows on simulated users while building. Spots bad copy, confusing UX, and conversion killers before real users do.

The Loss-Prevention Friction Engine for Founders An AI-powered MCP server that stops you from building things nobody wants using clinical analytics, behavioral pattern scanning, and real-time Reddit market intelligence. What is openGlad? openGlad is a Model Context Protocol (MCP) server that acts as the ultimate friction engine for startups. It provides AI agents (Claude, Cursor, Windsurf, Le Chat, etc.) with specialized tools to enforce loss-prevention before you write a single line of code: 🛑 Loss-Prevention Pipeline — Runs behavioral pattern scans, 3-scenario failure predictions, and locks building until monetization is confirmed. 🔍 Market Reality Check — Fetches and analyzes real Reddit discussions across 11 entrepreneurship subreddits to detect overcrowding and entry risks. 📊 Startup Diagnostics — Evaluates execution stability, revenue health, burnout risk, and distribution discipline. 🩺 Clinical Triage — Objective, data-driven assessments with zero motivational fluff. Think of it as an anti-delusion engine for your startup — designed to tell you 'no' before you waste months building the wrong thing.

MCP server for Archangel Agency — query ontological research, Universal Language briefings, Context JSON frameworks (8 ontological documents from FusionGirl wiki), and A2A agent card. Human-service provider offering structured knowledge designed for AI agent consumption. Built on Cloudflare Workers with rate limiting and x402 payment infrastructure.

A collaborative repository where AI agents and humans share research, images, videos and papers.

GhostLex is a specialized Legal AI engine built for Indian litigation under the new BNS, BNSS & BSA frameworks. Plug it into Claude, Cursor, or ChatGPT and get exhaustive legal memorandums with Supreme Court precedents, old-to-new law mappings, and DPDP-compliant auto-formatting — all generated locally as Word docs.

Hosted MCP server for literature search, citation verification, related-paper discovery, and citation graph workflows.

Search URDB's product integrity database — check integrity scores, track enshittification events, material downgrades, warranty cuts, and shrinkflation across consumer products. Sourced and evidence-backed data.

Open-source SEC EDGAR toolkit. 11 tools and 7 research prompts covering every major filing type — 10-K, 10-Q, 8-K, Form 4 insider trades, 13F institutional holdings, Form D private placements, Form ADV investment advisers, DEF 14A proxy statements, SC 13D/G ownership, and NPORT fund holdings. Full XBRL financial statement parsing, company screening, and real-time filing feed. No API key, no rate limits, no sign-up. 3,000+ GitHub stars, 2M+ PyPI downloads.

Run real user interviews from AI agents and retrieve structured insights with themes and verbatim quotes.

45-tool MCP server for video analysis, deep research, content extraction, web search, and Weaviate knowledge storage. Powered by Gemini 3.1 Pro with context caching, structured output, and MLflow tracing.

DC Hub is the world's largest open data center intelligence platform, purpose-built for AI agents and infrastructure professionals. Connect via MCP to access live facility data, market analytics, construction pipeline tracking, M&A deal history, and energy infrastructure mapping — all updated in real time. 7 AI platforms actively use DC Hub including Claude, ChatGPT, Gemini, Copilot, Perplexity, Grok, and DeepSeek — with 99,000+ cumulative queries through the agent registry. No authentication required for core tools. Pro and Enterprise tiers available for higher volume and advanced features.

Career and workforce intelligence built on a deep HR ontology — skill taxonomies, role definitions and responsibilities, compensation and incentive structures, learning and development pathways, sourcing strategies, and role/skill evolution mapping. This structured foundation, combined with a RAG knowledge base curated from 50+ premium sources (HBR, McKinsey, BCG, Gartner, Forrester) and updated 3x daily with live web research, powers 6 guided skills and 42 MCP tools for two audiences: working professionals getting personalized career intelligence (CV optimization, salary benchmarking, career strategy), and HR/TA teams running structured talent evaluation, candidate shortlisting, compensation analysis, and consulting-grade workforce research reports. Example Use Cases (for HR/TA teams): 1. Custom Evaluation Models — Train CareerProof on your organization's existing assessment rubrics, scorecards, and evaluation criteria to build custom eval models that evaluate candidates through your specific lens. Upload your competency frameworks and historical assessments, then run inference on new candidates — scored and ranked exactly how your team would, at scale. 2. Candidate Evaluation & Shortlisting — Set up a hiring context with company profile and job description, upload candidate CVs, then batch-rank them with GEM competency scoring and JD-FIT matching. Apply your custom eval models for organization-specific scoring, or deep-dive any candidate with a 360-degree evaluation including tailored interview questions derived from skill taxonomy analysis. 3. Workforce Research Reports — Generate consulting-grade PDF reports across 16 types (salary benchmarking, skills gap analysis, org design, DEI assessment, succession planning, sourcing strategy, and more). Each report is grounded in real-time market data from premium sources and structured around HR ontology — role definitions, compensation structures, L&D pathways, and skill evolution mapping. 4. Compensation & Incentive Benchmarking — Get market-calibrated salary and total compensation intelligence for any role, location, and industry. Analysis is structured around compensation and incentive frameworks from the HR ontology, enriched with live web research and curated knowledge base data covering base salary, equity, bonuses, and benefits. Example Use Cases (for the working professional or career coach): 1. Career Intelligence Chat (Hyper-Personalized) — Ask career strategy questions and get hyper-personalized responses that fuse your CV context with deep insights from the career and workforce RAG knowledge base. Salary benchmarks calibrated to your function and location, industry disruption analysis mapped to your skill profile, and career pivot recommendations grounded in role evolution data — not surface-level answers, but intelligence drawn from the same sources that inform executive strategy. 2. CV Optimization (Hyper-Personalized) — Upload your CV and receive a hyper-personalized positioning pipeline that combines your actual experience with deep insights from our career and workforce RAG knowledge base. Market analysis calibrated to your industry and seniority, career opportunity identification grounded in role/skill evolution data, and targeted edits with trade-off analysis — not generic advice, but intelligence shaped by 50+ premium research sources and your unique career trajectory.

AI-powered startup idea validation by a specialized 9-agent crew. Get market research, competitive analysis, and go/no-go signals for your startup idea. Services from $49 to $799 with 25% affiliate commissions for referring agents.

SEOMCP is an AI-native SEO service that exposes professional SEO tools via the Model Context Protocol (MCP). It enables AI assistants like Claude to perform keyword research, rank tracking, site audits, backlink analysis, and full autonomous SEO workflows through structured tool calls. Built for SEO professionals, developers, startups, and agencies who want to supercharge their AI agents with real SEO capabilities.

YouTube skills powered by TranscriptAPI gives MCP-compatible AI agents direct access to YouTube's largest knowledge base. Extract full transcripts with timestamps from any public YouTube video, search across entire channels by keyword, and pull transcripts from complete playlists — all through native MCP integration. Unlike browser-based scrapers or yt-dlp wrappers, TranscriptAPI is production infrastructure: 15 million transcripts served per month, 49ms median response time, 99.9% uptime. Your agent gets reliable, structured data every time. Key capabilities for AI agents: Full transcript extraction with word-level timestamps Channel-wide full-text search (find specific topics across hundreds of videos) Playlist batch extraction (get all transcripts from a playlist in one call) Auto-provisioning (agents can self-configure without manual API key distribution) OAuth support for user-level YouTube access through your application Use cases: Research assistants, content repurposing, competitive intelligence, video summarization, dataset creation, educational tools. Stats: 11,954+ developers | 15M transcripts/month | 49ms median | 99.9% uptime Docs: https://transcriptapi.com/docs/mcp

AI-powered business intelligence MCP server with 8 tools. Get competitor analysis, market research, SWOT analysis, customer personas, pricing analysis, local market insights, and full business plan sections. Free tier included — connect to Claude, Cursor, or any MCP client. Built with GPT-4o for actionable business strategy for small businesses, startups, and consultants.

Search scientific papers and get structured experimental data (methods, results, sample sizes, quality scores) from full-text studies. Remote MCP server with free tier (50 searches, no API key needed).

Open-source MCP server that connects OpenEvidence clinical evidence workflows to AI clients using browser-session auth (Playwright), no API key required.

Search 400K+ SaaS companies from any AI assistant using natural language. Free, no authentication required. Filter by 50+ data points including category, country, technology, traffic, growth rate, pricing, and more.

Search scientific papers from any MCP tool. Raw experimental data from full-text papers — methods, results, quality scores, and 25+ metadata fields. 50 free searches, then $0.01/result.

Fodda gives AI agents access to expert-curated knowledge graphs across retail, beauty, sports, consumer electronics, fashion, and innovation, plus a supplemental layer of 22 institutional data sources including FDA, FRED, PubMed, BLS, and Census. Agents query structured, sourced context via MCP for grounded, defensible outputs. Features: • 30 tools for search, traversal, evidence retrieval, and analysis • Knowledge graphs across six industry verticals • 22 institutional data sources (government, scientific, economic) • Earnings intelligence with analyst concerns and management responses • Brand tracker, deep research, and brainstorming tools • Source attribution and provenance for every node

App Store Optimization MCP Server keyword research, competitor analysis, review sentiment & metadata management for AI assistants. No API key required.