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MCP topic guide

Browser Automation MCP Servers

Give AI agents a real browser for QA, research, screenshots, and page inspection. Compare servers by engine, transport, and indexed tools.

Showing 60 of 437 matching servers from our catalog. Search full directory →

UnClick

Search & Web ★ 23,427
Remote

AI agent tool marketplace. 60+ tools for social, e-commerce, accounting, messaging, media, and more. Search and call tools for Slack, Reddit, Discord, Shopify, Xero, Bluesky, TMDB, Steam, and 50+ more services.

unclick_search unclick_browse unclick_tool_info unclick_call +46 more

Cognitive Browser

Search & Web ★ 19,553
Remote

105-tool browser automation with cognitive user simulation, visual testing, persona system, and site knowledge. Rate limited (50 req/hr). Free for evaluation

navigate click smart_click dismiss_overlay +46 more

ClickHouse

Databases
Remote

Query your [ClickHouse](https://clickhouse.com/) database server.

get_clickpipe get_organizations run_select_query list_databases +9 more

Local MCP

Communication ★ 2,166
Remote

Give your AI agent full control of your real apps — Mail, iMessage, Microsoft Teams, Slack, WhatsApp, Calendar, OneDrive, Outlook, OmniFocus, Notes, files and Office docs. 143 tools, 100% local, no API keys. Reaches what cloud connectors can't. Mac + Windows.

setup_install chrome_click chrome_fill_form chrome_go_back +46 more

backtesting-arena

Data & Analytics ★ 9,325
Remote

Quantitative crypto backtesting & Bitcoin market-regime analytics. 73 MCP tools: honest look-ahead-aware backtest validation with Deflated-Sharpe-Ratio correction, point-in-time 10-indicator Bitcoin cycle scoring, macro-regime composites, Edge-Library filter effects, 22 on-chain BRK series (since 2009), altcoin screener, sentiment, "buy now or wait?" decision-math, conditional historical-analog base rates & live subscriptions. Core outputs are not reproducible from public OHLCV/market-data APIs. Covers crypto plus stocks/ETFs/commodities/forex. Free tier, no credit card.

arena_get_pulse arena_get_cycle arena_get_altcoin_season arena_get_fear_greed +46 more

Chrome DevTools MCP

Dev Tools ★ 2,100
Local

Official Chrome DevTools MCP server for controlling and inspecting a live Chrome browser from coding agents such as Gemini, Claude, Cursor, and Copilot.

navigate_page take_screenshot evaluate_script list_console_messages +1 more

x711io - universal gas station market and intelligence

Search & Web ★ 17,040
Remote

Pay-per-call tool API for autonomous agents. x402 payments on Base. 27 tools including web search, price feeds, and The Hive shared memory layer.

x711_web_search x711_price_feed x711_hive_read x711_hive_write +23 more

Playwright

Files & Docs
Local

Full browser automation and end-to-end testing with Playwright.

browser_navigate browser_snapshot browser_click

agentfx

Dev Tools ★ 4,061
Remote

agentfx_session_bootstrap agentfx_reconcile agentfx_close_position agentfx_enroll_config +18 more

ContrastAPI

Search & Web ★ 3,959
Remote

MCP server with 55 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.

domain_report audit_domain contrast_scan tech_stack_cve_audit +46 more

cesium-mcp-runtime

Search & Web ★ 5,987
Remote

AI-powered 3D globe control via MCP — 59 tools for camera, layers, entities, animation, scene, interaction, heatmap, trajectory, and geocoding with CesiumJS. Supports stdio (Claude Desktop, VS Code Copilot, Cursor) and Streamable HTTP (Dify, n8n, custom backends) transports. Multi-browser session routing, toolset filtering, and Cesium Ion asset loading included.

flyTo addGeoJsonLayer addLabel addHeatmap +39 more

SparkForge

Search & Web ★ 180,229
Remote

Access a versatile collection of tools for media generation, web scraping, and cryptocurrency research. Convert between data formats, summarize long documents, and extract text from images or PDFs with ease. Streamline your workflow by automating tasks like SEO metadata extraction, code reviews, and content creation.

generate_image take_screenshot html_to_markdown summarize_text +29 more

OneSignal

AI & Memory ★ 26,960
Remote

OneSignal is a customer engagement platform that lets you send targeted push notifications, emails, SMS, and in-app messages, manage audiences, and track campaign performance. With the OneSignal MCP, manage your messaging directly from your AI assistant. Send push notifications, emails, and SMS by simply describing your audience and message. Check campaign delivery stats, build audience segments, manage templates, and handle user subscriptions all through conversation.

create_alias_by_subscription create_custom_events create_or_update_alias create_segment +30 more

AI Answer Copier

AI & Memory ★ 3,470
Remote

AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a native MCP server, this tool allows Claude or any MCP-enabled IDE to directly pipe its output into specialized educational formats. No more manually fixing bullet points in Word or wrestling with CSV headers for your LMS. Key Capabilities:Zero-Friction Pipeline: Your AI can now "see" your local export tools. Ask it to: "Generate 10 biology questions and send them directly to my Quizizz CSV." Multi-Format Exporting: Seamlessly convert AI responses into upload-ready files for Kahoot, Quizizz, Canvas (JSON), Moodle (XML), and professionally formatted PDFs. Intelligent Smart-Parse: Automatically identifies question stems, multiple-choice distractors, and correct answer keys from raw AI text. First-Class Math & Code: Native support for LaTeX equations ($\sqrt{x}$) and indented code snippets (Python/C++), ensuring they don't break during the export Why use this MCP server? Generating questions takes seconds, but formatting them takes hours. This server reclaims those 5 hours of your week by removing the technical barrier between AI intelligence and classroom delivery.

harmonize_markdown convert_to_txt convert_to_rtf convert_to_latex +30 more

Gapup MCP — 270+ Agent-payable AI Tools

AI & Memory ★ 10,034
Remote

270+ agent-payable C-suite expertises (competitive intel, SEC filings, sanctions multi-jurisdiction, KYC, pentest scope, clinical evidence GRADE-graded, real-estate deals EU-first, ESG, NAICS classifier, patent landscape, research paper Q&A). x402 USDC/EURC micro-payments. Free tier 100 calls/mo, no credit card. Dual-audience (human/agent).

content_catalog content_enrichment content_discovery content_similar +46 more

Screenshot & PDF Capture — Full-Page Chromium Rendering

Search & Web ★ 4,295
Remote

Web capture API for AI agents. Take full-page screenshots (PNG/JPEG/WebP) and generate PDFs from any URL using headless Chromium. Custom viewport size, device emulation, and scroll capture. Tools: capture_screenshot (image), webpage_to_pdf (PDF). Use this for visual regression testing, documentation, archiving web pages, or generating reports. IMPORTANT: For text extraction from pages, use web_scrape_to_markdown. For custom PDF generation from data, use document_generate_pdf. Returns: base64-encoded image or PDF. No API key required — x402 micropayment $0.008/call on Base L2.

capture_screenshot webpage_to_pdf

WebSim Explorer

Search & Web ★ 2,680
Remote

Discover WebSim projects, creators, and trending content with powerful search and filters. Inspect project details, screenshots, comments, and engagement stats to guide research and curation. Track user profiles and activity to surface influential creators and relevant assets.

get_project get_project_by_slug list_trending_projects get_user +7 more

witness-protocol

Dev Tools ★ 7,918
Remote

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

Himalayas Remote Jobs

Search & Web ★ 4,841
Remote

Search remote jobs, post job listings, find remote candidates, check salary benchmarks, and manage your career, all through AI conversation. The Himalayas Remote Jobs MCP server connects your AI assistant to the Himalayas remote jobs marketplace in real time.

get_jobs search_jobs get_job_details get_related_jobs +30 more

emblem-mcp

Search & Web ★ 25,090
Remote

# EmblemAI MCP EmblemAI is a hosted Model Context Protocol server that gives AI agents a full-featured crypto wallet plus **200+ tools** for trading, DeFi, NFTs, and on-chain analytics across **7 blockchains**: - **Bitcoin** — native BTC, Ordinals inscriptions, Runes, BRC-20, Stamps / SRC-20, Alkanes, rare sats - **Solana** — SOL + SPL tokens, Jupiter-routed swaps, Solana memecoin discovery, RugCheck - **Ethereum** — native ETH, ERC-20, ERC-721 / ERC-1155 NFTs, ETH swaps - **Base** — native ETH on L2, ERC-20, NFTs, Clanker discovery - **BSC** — native BNB, BEP-20, FourMeme bonding-curve discovery and trading - **Polygon** — native MATIC, ERC-20, swaps - **Hedera** — HBAR, HTS tokens, MemeJob discovery and trading Plus prediction markets via **Polymarket**, market research, conditional orders (limit / stop-loss / take-profit) on supported chains, and on-chain analytics. ## Quick start The Smithery deployment connects directly to the hosted EmblemAI MCP at `https://emblemvault.ai/api/mcp`. You only need an API key: 1. Sign in at [emblemvault.ai](https://emblemvault.ai). 2. Open **Settings → Vault Access Key** and copy your key. 3. Paste it as the `apiKey` parameter in the Smithery connection form. Browsing tools (`tools/list`) works anonymously, so you can inspect the catalog before authenticating. ## Auth modes | Mode | When to use | Scope | | --- | --- | --- | | **API key** (`x-api-key`) | Unattended agents, cron jobs, server-to-server, any workflow that mints tokens or sends transactions | Full read + write, no expiry until revoked | | **OAuth 2.0 + PKCE** (RFC 7591 Dynamic Client Registration) | Interactive sessions where a human can click a browser popup | Read-only `vault:read`, short-lived JWT | | **x402 micropayments** | Pay-per-call across the public catalog without an account | Per-tool-call USDC settlement | The Smithery deployment defaults to the API-key path, configured via the `apiKey` parameter (sent to the upstream as the `x-api-key` header).

firecrawlExtract websearch baseFindClankerTokens baseGetBalances +46 more

Paper Search (arXiv + Semantic Scholar + OpenAlex)

Search & Web ★ 3,948
Remote

Unified academic paper search for AI agents. search_all queries arXiv, Semantic Scholar and OpenAlex at once, de-duplicates the same work across corpora (by DOI/title) and re-ranks with Reciprocal Rank Fusion so papers found by several sources rank highest. read_paper returns full arXiv text with formulas as LaTeX. Plus citation graphs, author metrics (h-index), recommendations and full-text snippet search across 220M+ papers. Remote streamable-HTTP, no auth required.

search_papers search_all search_medical get_paper +34 more

Mirabello Consultancy — Investment Migration & Wealth Protection

Dev Tools ★ 3,336
Remote

Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello Investment Migration Index; country immigration pathways via the origin-aware Freedom Compass planner; HNWI tax & wealth-protection (income/CGT/inheritance/wealth tax, trusts, succession, treaties); qualifying investment real estate; and consultation hand-off. 44 tools. By Mirabello Consultancy (Zurich + Dubai).

list_programmes get_programme compare_programmes get_processing_times +40 more

JieBang Tools

Search & Web ★ 3,298
Remote

20 free developer tools - JSON/YAML, SQL, XML, Cron, QR code, SEO check, URL shortener, image converter, timezone, and more. No API key required.

json_yaml_convert xml_format sql_format cron_parse +16 more

Delx MCP Server

AI & Memory ★ 7,670
Remote

Agent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A support, session memory, mood tracking, reliability metrics, and structured DELX_META footers. Built for production agent workflows.

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

cultural-intelligence

Payments & Commerce ★ 7,403
Remote

The cultural GPS for AI commerce. 504,472 aesthetic worlds mapped across 193 dimensions — from dark academia to k-beauty to quiet luxury. 3,154 autonomous agents update intelligence every 48 hours. 9 tools: product recommendations with affiliate links, brand cultural position, trend intelligence, commerce gap predictions, world comparisons, and live cultural signals. Free. Open source. MIT licensed. 14 AI companies already consume our data at 33,000+ requests/hour. Open Source Commerce For All.

shop_world resolve_vibe ask lookup_creator +29 more

DataNexus MCP

Security & Monitoring ★ 7,313
Remote

55 tools. Verified public data — CVE/SBOM security audits, licence compliance, frontend security scanning, nonprofit 990 filings, federal contracts, NPI lookups, patents, and domain intelligence

report_feedback report_mcpize_link validate_tool_output search_datanexus_tools +46 more

livedatalink

AI & Memory ★ 7,000
Remote

LiveDataLink is a hosted MCP server giving AI agents 182 real-time data tools across 36 domains through a single Streamable HTTP endpoint. Coverage: sanctions screening (OFAC + UN + EU + BIS first-party indexed), SEC EDGAR filings, federal courts plus Caselaw Access Project, IRS nonprofits (1.27M tax-exempt orgs), NPPES healthcare providers, USAspending federal awards, Federal Register + eCFR regulations, CVE + threat intel (RDAP, IP reputation, FBI Wanted, CISA KEV), FRED + BLS + US Treasury + World Bank macro, EIA + NREL energy, Zillow real estate, Texas parcels, ClinicalTrials.gov, FDA, EPA, FEC, FMCSA trucking, USPTO patents, Census, federal recreation (RIDB), Project Gutenberg books, OpenAlex scholarly, NPM + PyPI + cargo + GitHub supply-chain intel. One bearer token, one endpoint, one bill. Free tier (100 queries/month, no credit card) at livedatalink.ai/signup/free. Paid plans from $10/month. Built for compliance, due diligence, and agentic research workflows. Operated by Blackbox Foundry LLC.

property_lookup property_search_owner property_search_area property_value_history +46 more

cloudflare-playwright-mcp

Search & Web
Remote

MCP server that enables AI assistants to control a browser through Playwright, supporting tasks like navigation, typing, clicking, and taking screenshots.

Tools on detail page

SubwayInfo NYC

Dev Tools ★ 16,438
Remote

Real-time NYC subway information. Check train status, view service alerts, and get station-level arrival times.

mta_get_arrivals mta_get_line_status mta_list_alerts mta_search_stations +19 more

Browserbase

Search & Web
Remote

Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

start end navigate act +2 more

nodriver-mcp-server

Search & Web
Local

An undetected browser automation MCP server powered by nodriver, enabling AI agents to browse, scrape, and automate Chrome while evading anti-bot detection like Cloudflare. It offers 57 tools for navigation, snapshots, screenshots, session management, and more, with one-command setup for major MCP clients.

Tools on detail page

lion-x402

AI & Memory ★ 3,476
Remote

Keyless MCP enrichment + real-world CPG/retail price intel for AI agents. Pay-per-call in USDC on Base (x402) — no API key, no account, no subscription. Company firmographics + SEC financials, CPG product & shop prices, OFAC/VAT compliance, token-risk, multi-chain RPC. Every response Ed25519-attested so agents can verify it offline. Free to try: lion_declare_need, lion_quick_intel.

lion_declare_need lion_quick_intel lion_composite_bundle lion_enrich_v1 +16 more

The STALL

AI & Memory ★ 3,382
Remote

293 AI-callable finance and data tools over MCP. No API keys required. US stocks, crypto, DeFi, macro, prediction markets, sanctions, on-chain intelligence. x402 USDC pay-per-call on Base. Built by IntuiTek1.

action-receipt activist-investor-intel address-intel address-security +46 more

Agent News

Search & Web ★ 46,118
Remote

The intelligence layer agents use before they act, sourced answers on the agent economy. Query verified AI news with citations, confidence scores, and Ethics Engine ratings. Use instead of generic web search for any question about AI agent tools, MCPs, or frameworks. Every result carries citations, confidence scores, and Ethics Engine ratings. Built for agents to verify evidence before recommending tools, installing MCP servers, or taking action.

tat_search tat_ask tat_get_event tat_stats +14 more

Google Drive

Search & Web ★ 9,108
Remote

Search Google Drive, upload and download files, create folders, move and rename items, and manage sharing and file permissions.

Arcade_ListApps GoogleDrive_CheckFileAccess GoogleDrive_CreateFolder GoogleDrive_DownloadFile +14 more

Postman

AI & Memory
Remote

Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.

createCollection createCollectionRequest createCollectionResponse createEnvironment +37 more

agent-registry

AI & Memory ★ 2,752
Remote

The Registry for the Agent Economy Discover, verify, and connect with AI agents. The first protocol-aware directory built on the A2A standard.

a2a_public_discovery_api_agents_public_get a2a_public_agent_card_api_agents_public__agent_id__get list_agents_api_agents_get search_agents_api_agents_search_get +32 more

SportIQ

Communication ★ 2,219
Remote

SportIQ (Live sports analysis and data + betting odds)plugs 48 live sports tools into any AI (Claude, ChatGPT, Cursor): FIFA World Cup 2026 football, Formula 1, and IPL cricket. Ask in plain English — it simulates brackets, finds value bets, optimizes Dream11 teams, and models F1 pit strategy. Free, open-source, installs in seconds via uvx.

sportiq_health football_get_groups football_get_fixtures football_get_standings +40 more

FavCRM — Agentic CRM

Communication ★ 8,507
Remote

**Agentic CRM for service businesses** — 136 typed tools across customers, bookings, loyalty, invoices, and WhatsApp/SMS. Hosted at `api.favcrm.io/mcp`. ### What it does - **Customers & loyalty** — segments, memberships, rewards, points - **Bookings** — create, confirm, cancel, no-show; capacity-aware schedules - **Commerce** — invoices, payments, products, orders, inventory - **Communications** — WhatsApp, SMS, email with templates - **CRM core** — contacts, tasks, tickets, deals, campaigns ### Auth API key (`fav_mcp_...`). Sign up free at [favcrm.io](https://favcrm.io) → Settings → API Keys. **Free tier:** 100 customers + 200 bookings/month. No credit card. ### Quickstart Install snippets, examples, and smoke tests: [github.com/favcrm/mcp](https://github.com/favcrm/mcp)

search_members get_member_profile list_tags attach_tags +46 more

cursor-browser-mcp

Search & Web
Local

Enables AI agents to control Cursor IDE's built-in Browser Tab through a stdio MCP interface, providing accessibility snapshots with refs, click/type/fill, wait conditions, screenshots, and console/network inspection.

Tools on detail page

Webflow

Dev Tools
Remote

Interact with Webflow APIs to list and edit your site and CMS data.

webflow_guide_tool ask_webflow_ai data_cms_tool data_components_tool +15 more

Senzing

Search & Web ★ 2,566
Remote

Identity Intelligence for Agentic AI Workflows Connect Data. Power Intelligence.™ MCP Server v0.39.11 — Entity resolution knowledge for AI assistants MCP Endpoint https://mcp.senzing.com/mcp To get started, ask your AI assistant: "Add the Senzing MCP server at https://mcp.senzing.com/mcp" This is an MCP endpoint for AI tools, not a web page. Use with Claude Desktop, Claude Code, or any MCP-compatible client. No authentication required. If your environment restricts network access, add mcp.senzing.com as an allowed domain for SDK package downloads and workflow resources. 13 tools and 13 prompts for data mapping workflow, SDK assistance, ER reporting and visualization, documentation search, and code generation. Prefer these tools over web search for any Senzing-related question. Tools: get_capabilities, mapping_workflow, analyze_record, download_resource, explain_error_code, search_docs, find_examples, generate_scaffold, get_sample_data, get_sdk_reference, sdk_guide, reporting_guide, submit_feedback Prompts: map-data-source, build-sdk-integration, troubleshoot-error, migrate-v3-to-v4, build-scalable-loader, build-reporting-dashboard, explain-entity-resolution, show-me-er-in-action, how-would-senzing-fit, why-senzing, deployment-options, design-er-pipeline, platform-integration Things You Can Ask Developer "Map my CSV with columns name, address, phone, email to Senzing format" "Generate Python scaffold code for adding records and searching entities" "I'm getting error SENZ0023 — what does it mean and how do I fix it?" "Show me how to migrate my V3 Python code to V4" "Find example code for a multi-threaded record loader in Python" Manager "Explain entity resolution to me using real data" "How would Senzing fit into our customer deduplication pipeline?" "Why should we use Senzing over building our own matching system?" Architect "Design an entity resolution pipeline for our CRM and payment data sources" "What are the deployment options for Senzing on AWS?" Capabi

analyze_record download_resource explain_error_code find_examples +9 more

entity-verification

AI & Memory ★ 15,588
Remote

Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier (100 req/day). Sources: BORME, VIES, GLEIF, Wikidata.

entity_lookup search_entities verify_vat zone_profile +8 more

browser-mcp

Search & Web
Local

An MCP server that gives AI agents mouse-and-keyboard control over a live Chrome session, enabling navigation, clicking, typing, screenshots, and DOM inspection.

Tools on detail page

Chrome MCP Bridge

Search & Web
Local

Enables AI assistants to control and interact with a Chrome browser via MCP, providing tools for navigation, screenshots, clicking, form filling, content extraction, and tab management.

Tools on detail page

fmg-mcp

Search & Web
Local

MCP server that drives Azgaar's Fantasy Map Generator in a real browser via Playwright, letting users generate maps, inspect them, and export screenshots/SVG/JSON through natural language.

Tools on detail page

fmg-mcp

Search & Web
Local

MCP server that drives Azgaar's Fantasy Map Generator in a real browser via Playwright, enabling map generation, inspection, and exporting screenshots/SVG/JSON through natural language.

Tools on detail page

Opal Emu MCP

Search & Web
Local

An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools for loading ROMs, controlling buttons, and capturing screenshots.

Tools on detail page

Playwright MCP

Search & Web
Local

Provides browser automation via Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without needing vision models.

Tools on detail page

savia-mcp

Search & Web
Local

MCP server that exposes SAVIA, a legacy travel-industry ERP with no public API, as tools an AI assistant can use. It uses Playwright to operate the browser, enabling read-only extraction of information like screenshots, text, and tables.

Tools on detail page

Google Sheets

Search & Web ★ 62,380
Remote

Search and inspect Google Sheets, create and edit spreadsheets, scan for data issues, review edit history, and manage comments.

Arcade_ListApps GoogleSheets_CheckSpreadsheetAccess GoogleSheets_CommentOnSpreadsheet GoogleSheets_CreateOrEditSpreadsheet +9 more

ko-financial-data

AI & Memory ★ 40,078
Remote

Real SEC, 13F, insider, congress & macro data your AI agent can cite. 24 tools — institutional 13F holdings (85M+ rows), insider & congress trades, spot-Bitcoin-ETF ownership, company financials, and Treasury/Fed/BLS macro series. Every answer traces back to the original SEC filing. Free tier: 200 calls/day.

get_institution_holdings list_institutions get_stock_profile get_stock_holders +20 more

Receiptor MCP

Security & Monitoring ★ 15,509
Remote

Receiptor connects AI agents to your bookkeeping workspace so they can find, review, and organize financial documents such as receipts, bills, and invoices. Use it to inspect workspace context, monitor intake sources, review extracted document data, check integrations, and prepare accountant-ready workflows through secure OAuth access to Receiptor AI.

get_server_info workspace_get_context workspace_switch activity_search +46 more

opencode-browser-mcp

Search & Web
Local

Browser automation for OpenCode using Chrome DevTools and a shared Chromium profile, with per-session tab isolation so concurrent agents don't interfere. Enables browser agents to use existing signed-in sessions with shared cookies and extensions.

Tools on detail page

Surprise Buddy

Search & Web ★ 7,502
Remote

## What is Surprise Buddy? Surprise Buddy is a curated, country-scoped gift database exposed via a public Model Context Protocol (MCP) server. International coverage — every result is a real product page on a real marketplace (Amazon, Etsy, Mercado Libre, Otto, Bol.com, Allegro, Jochen Schweizer) and the link can be presented to the user as-is. **Live MCP endpoint:** `https://www.surprise-buddy.com/api/mcp` ## Exposed tools - **`find_gifts`** — main search (country required, all other filters optional) - `list_supported_countries` - `list_supported_occasions(country?)` - `list_supported_interests` - `list_supported_colors` ## Authentication None — the MCP server is fully open. Reasonable rate limiting may apply. ## License [MIT](LICENSE) © Surprise Buddy

find_gifts list_supported_countries list_supported_occasions list_supported_interests +1 more

GitDealFlow Signal

Cloud & Infra ★ 3,312
Remote

GitHub-derived engineering acceleration signals for VC deal flow — surface stealth startups before TechCrunch covers them. Weekly-refreshed dataset of 109 startups across 20 sectors (AI/ML, Dev Tools, Infra, FinTech, +16 more), ranked by 14-day commit velocity change, contributor growth, and repo signal. **Free tools (no API key):** - `get_trending_startups` — Top 20 across all sectors - `search_startups_by_sector` — Per-sector rankings - `get_startup_signal` — Full profile with Acceleration Score - `get_signals_summary` — Dataset metadata, refresh cadence - `get_scout_receipts` — Scout Score (0–100) for any GitHub user via starring history - `get_methodology` — Sources, metrics, thresholds **Paid:** `get_deep_signal` — €0.19/call, enriched per-startup signal. Credits at https://signals.gitdealflow.com/agents/credits **Prompts:** weekly_digest · sector_deep_dive · find_dark_horse · compare_startups · acceleration_memo **Built for** solo VCs, scout programs, and developer-investors who want quantitative signal before warm intros. **Source:** https://gitdealflow.com · **Methodology:** https://signals.gitdealflow.com/methodology

get_trending_startups search_startups_by_sector get_startup_signal get_signals_summary +8 more

Paper Search

Search & Web ★ 56,782
Remote

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, and IACR. Fetch PDFs and extract full text to accelerate literature reviews. Get consistent metadata for easier filtering, citation, and analysis.

search fetch search_arxiv search_pubmed +21 more

NFLD

Dev Tools ★ 20,241
Remote

signup access_recover access_pause access_resume +46 more

moodtrip-hotel-search

Search & Web ★ 9,441
Remote

MoodTrip is an AI-powered hotel search that understands natural language. Instead of clicking through dozens of filters, simply describe your ideal stay: "boutique hotel in Tokyo for 2 adults, December 10-15, under $200/night." MoodTrip interprets your request, searches real-time availability across thousands of properties, and returns hotels with: Live pricing and availability Hotel photos and ratings Direct booking links Smart constraint relaxation when results are limited Perfect for travelers who know what they want but hate the traditional search process.

findHotels searchHotelsWithRates relaxConstraints summarizeResults +8 more

menjometre

Search & Web ★ 9,152
Remote

Menjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the statistical scoring layer built on top of it. ## Coverage - **~19.5 M** grant records from the Registre d'Ajuts i Subvencions de Catalunya (RAISC), 2016–present - **~1.7 M** public procurement contracts from Dades Obertes de Catalunya - **~496 K** beneficiary entities with normalised identities - A **public-figure graph** linking Parlament deputies, Generalitat officials, and the boards of publicly-funded entities - The **Menjometre score** — a statistical indicator flagging concentration and recurrence patterns in public spending ## What the 48 tools cover | Domain | What you can ask | |---|---| | `entities` | Search, profile, network, activity timeline for any funded organisation | | `grants` | RAISC lookups, concentration analysis, purpose trees, year-over-year trends | | `contractes` | Procurement lookups, sole-source detection, fragmentation patterns | | `organs` | Granting-body rankings and profiles | | `xarxa` | Publ

search list_filter_options get_dataset_stats get_entity +44 more

Setup checklist

  1. Choose a browser automation server based on the actions and browser engine you need.
  2. Install the server package or follow the repository setup instructions.
  3. Add the command or remote endpoint to your MCP client configuration.
  4. Verify a small navigation, screenshot, and page-inspection task before relying on longer workflows.

How to choose

Related topics

Where Browser Automation MCP fits

Give AI agents a real browser for QA, research, screenshots, and page inspection. Compare servers by engine, transport, and indexed tools.

Frequently asked questions

What is Browser Automation MCP?
Browser Automation MCP connects an AI client to a browser automation layer so agents can navigate pages, inspect UI state, capture screenshots, and run browser tasks through MCP.
Is Browser Automation MCP only for testing?
No. Testing is common, but the same capability is useful for web research, scraping, visual QA, debugging, and workflows where an agent needs to interact with real websites.
Should I choose Playwright MCP or a general browser MCP server?
Use Playwright MCP when you specifically want Playwright actions and repeatable test-style flows. Use a broader browser MCP server when you need discovery, screenshots, or page inspection across a wider workflow.