"Understanding Requirement Analysis" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
ASOMobile MCP server: App Store Optimization data for the iOS App Store and Google Play inside AI agents. 29 tools: keyword research (traffic, competition, suggestions), app keyword indexing, competitors and keyword gaps, top charts and chart history, reviews with rating summaries, Apple Search Ads insights, organic download estimates and Keyword Monitor rank tracking, plus six ASO skills (app audit, keyword research, competitor audit, localization check, review analysis, ASA planning). Remote streamable HTTP with OAuth 2.1 (DCR + PKCE); sign in with your ASOMobile account.
Explore 1,000,000+ active job postings worldwide — in the United States, Europe and other international markets. This public search connection offers five read-only tools: discover supported countries and work filters, find employers, search active jobs, read full postings and inspect market totals. Search and original application links are free. Find full-time roles or remote, part-time, contract and flexible opportunities for extra income. Use declared weekly hours and schedule filters; unknown hours are not invented, and remote does not automatically mean worldwide work eligibility. Check the full posting before applying. Try: “Show supported countries and filters, then find remote part-time jobs with at most 20 declared hours per week”, “Find employers hiring PHP developers in my eligible countries”, or “Open the full posting and original application link for this job”. The Glama discovery profile is deliberately limited to jobs:read. It cannot access a CV, modify a tracker, spend AI credits, send applications or buy anything. The wider roTEAMnet platform also offers confirmed-fact CV preparation, fit analysis, document export and application tracking through separately authorized private tools and the website. A verified free account includes 15 one-time AI credits for those optional workflows. Connect using OAuth. Permissions are scoped and revocable. Interface: English, German, French, Romanian, Dutch, Italian and Spanish. Setup and examples: https://roteamnet.com/en/ai-agent?utm_source=glama&utm_medium=connector_directory&utm_campaign=connector_launch#first-result
A fast first-pass screen against the USPTO federal register — sound-alikes, look-alikes, and same or related classes, in plain English. Below are all Tool descriptions 1. screen_trademark Screen a brand name against the USPTO federal register. Read-only. Use this FIRST for any name. Returns JSON with a plain-English risk verdict (HIGH / MEDIUM-HIGH / MEDIUM / LOW), ranked conflicting marks (each with sound/appearance similarity, class relatedness, live/dead status, owner, serial), and the data-as-of date. Pass format "csv" to get the same results as a spreadsheet (one row per hit) instead of JSON. Limited to 100 screens/day on this server. SCREEN ONLY — not a clearance opinion, not legal advice. After this, use check_global_marks for EU/UK, check_domains for the domain, and watch_mark to monitor the name. 2. trademark_status Authoritative status for ONE mark you already know, by serial number (sn12345678) or registration number (rn1234567). Read-only. Returns JSON with the mark's live/dead status, owner, classes, goods/services, and filing/registration dates. Uses TSDR if a free key is set, otherwise the public Trademark Search record. Use when you have a serial/registration number (e.g. from a screen_trademark hit) and want the authoritative record for that one mark — not for searching by name (use screen_trademark for that). 3. suggest_classes Suggest the Nice classes (1-45) a goods/services description falls under, with reasons. Read-only, pure reasoning — no live data, no register lookup. Input goodsDescription is what you sell (e.g. 'music streaming app'); the more specific it is, the better the classes. Returns JSON with the suggested classes (each with its label), the classes assumed from your wording, and the reasons. Use before filing to pick classes (each class costs $350 to file), or to feed classes into screen_trademark / check_global_marks. Always verify against the USPTO ID Manual for the exact pre-approved description. 4. analyze_name Analyze a brand name's strength WITHOUT checking the register — read-only, offline, deterministic (same name always gives the same result). Returns JSON with the distinctiveness spectrum (fanciful / arbitrary / suggestive / descriptive / generic), phonetic collisions to check, and a checklist (other-language meanings, common-law use, state registers). Optional goodsDescription (what you sell) sharpens the analysis: a descriptive word for those goods scores weaker than the same word for unrelated goods. No live data and no register results — pair it with screen_trademark, which checks the actual federal register. Use this to judge how protectable a name is; use screen_trademark to judge whether it conflicts. 5. compare_marks Compare two specific names side-by-side. Read-only, deterministic — the same two names always give the same scores. Returns JSON with visual similarity, Jaro-Winkler, phonetic (Soundex) similarity, an overall confusion score (0-1), and a risk level. Use to compare two names you already have in mind; use screen_trademark to discover conflicts for a name across the whole register (it also weighs classes and live/dead status, which this does not). Does not assess meaning, commercial impression, or class relatedness. 6. check_domains Check whether a brand name is free to register as a domain. Read-only. Returns JSON with one result per TLD (registered / available / unknown) — all TLDs are checked in parallel. Uses RDAP (the registry's own data, free, no key): 404 = not registered; 'unknown' = the TLD has no RDAP service. Covers .com/.io/.ai/.co/.app/.dev/.net/.org by default, or a custom TLD list. A free domain does NOT mean the trademark is clear, and a taken domain does not block the trademark — domains and trademarks are separate rights, so use screen_trademark for the trademark check. 7. check_global_marks Check a brand name against EU + UK trademark registers via TMview (EUIPO-operated, offices EM + GB). Read-only. Returns JSON with the EU/UK hits scored the same way as screen_trademark, plus the classes used. Use AFTER screen_trademark when you also sell in the EU/UK; the US screen is unaffected if TMview is down. BEST-EFFORT: TMview has no published API and resets connections from plain HTTP clients — when it will not answer, this returns { checked: false, reason } with a manual link instead of failing. A clear EU/UK result is a signal, not clearance. 8. request_watch_code Send a 6-digit verification code to an email address, for watch access. This sends an email (the only side effect) but creates nothing. Call it BEFORE list_watches, unwatch_mark, or attaching an email to a watch with watch_mark. The code expires in 10 minutes (5 tries); verifying it returns a 60-minute session token you can reuse for the other watch tools. A code is sent even if the email has no watches, so the response never reveals whether an address has watches. 9. watch_mark Start watching a mark for NEW confusingly similar filings. This CREATES a watch (a side effect — it stores the watch and sends a confirmation email with the stop link). Runs a baseline screen first — everything already on the register is marked seen, so you are only alerted on filings that appear AFTER the watch starts. Returns JSON with the watch id, its classes/threshold/schedule, and the baseline hits (for context). Check for new filings with check_watches, or let the scheduled checker run (daily by default, or weekly / every N days if you set a schedule). An email is required — it is the watch's owner, and the digest goes there (needs RESEND_API_KEY on the server; without it the watch still works and records hits, and alerts start once email is switched on). The email must be verified first — call request_watch_code, then pass the email and code (or the session token); without verification the watch is refused, so nobody can attach someone else's inbox. SCREEN ONLY — not clearance, not legal advice. 10. list_watches List the watches you ALREADY have — a read-only view, it does NOT check for new filings. Returns JSON with each watch's mark, classes, threshold, schedule, created/last-checked dates, total alerts so far, and the most recent new hits. Use this to see what you are watching; use check_watches to actually run a check for new filings right now. Private to one email — pass the email and the 6-digit code from request_watch_code, or a session token from a previous verification. No email addresses are ever returned. 11. unwatch_mark Stop watching a mark. This DELETES the watch (a side effect — it is removed and will no longer be checked). Returns JSON { removed, ok: true }. If the watch has an email, you must prove you own it — pass the email and the 6-digit code from request_watch_code, or a session token. A watch with no email needs no verification. 12. check_watches Run a check for NEW filings RIGHT NOW (on all your watches, or one by id) — this actually queries the register, unlike list_watches which only shows what you have. Returns JSON with only the filings that appeared since the watch started / last check, scored by risk. Use this when you want fresh results immediately; the scheduled checker also runs daily at 09:00 on each watch's own cadence (daily by default). SCREEN ONLY — not clearance, not legal advice.
GPU cluster sourcing: describe the run, get a sized requirement, quotes compared by email
Research U.S. public companies from their SEC filings: financials, XBRL facts and filing text.
Daily US stock signals, screeners and options analysis over MCP (Streamable HTTP). Read-only. Bearer API key. Not investment advice.
ModelSpec is an analysis of alternatives for AI models: it decides which models fit a job from your requirements, sourced benchmarks and real cost, and shows its work. Keyed remote MCP server (x-api-key).
AI research on U.S. stocks, ETFs and crypto. Read your research reports and the method behind each analysis, ask SAGE about them, and price and start new research. Figures are computed in code on licensed market data, with sources listed. Research, not investment advice.
NordicContacts provides read-only company and decision-maker data for Finland, Sweden and Estonia through a hosted MCP server. Identify companies, count matching segments and retrieve company or contact records for B2B prospecting. Connect to https://nordiccontacts.eu/mcp using Streamable HTTP. You need a NordicContacts account with an active trial or subscription. Sign in and approve access through OAuth. For clients without OAuth support, create an API token in your NordicContacts account and configure Bearer authentication; do not share the token in a chat or public listing. Eligible new accounts receive a one-month trial with 50 shared usage units and no credit card requirement. Starter costs €49/month with 500 included units; Pro costs €79/month with 1,000 included units. Paid prices exclude VAT; applicable VAT is calculated at checkout. The trial is not a recurring free allowance. Service information, taxonomy discovery and segment-count tools do not consume balance. Record-retrieval tools, including company identification, consume the same balance as REST API retrieval and subscribed Excel exports: included units first, then prepaid top-ups. Completed retrieval calls have a one-unit minimum, including calls with no match. Exact charging is documented per tool; do not treat every MCP call as one contact. The MCP server does not create Excel files, send outreach or update CRM records. Excel downloads and Pro's HubSpot/Pipedrive integrations are separate web-application workflows. A one-time Excel purchase alone does not grant MCP access. Setup and tool reference: https://nordiccontacts.eu/agents/docs
Google Ads reports, search term analysis and AI Search campaign drafts for AI coding tools.
Wash-filtered intelligence layer for x402 — read-only access to category stats, service details, wash analysis aggregate, service search, and 24h trends.
Search and compare Polish bank offers in real time. Find the best savings accounts, deposits, personal accounts, and business accounts. Browse active bank promotions with expert analysis of hidden fees and traps. Get referral codes for bonuses and calculate deposit interest with tax. 11 tools covering all Polish banking products.
Evidence-first AI news intelligence with deterministic tools for search, trending clusters, entities, signals and source-backed analysis.
Search and retrieve international statistical classifications and survey codelists, with deterministic matching, definitions, codes and provenance for comparable data collection and analysis.
SEO research SaaS exposed as 30+ MCP tools. Forge niche analysis, plans, and writer-ready briefs.
Real-time options analytics MCP server. Access gamma exposure (GEX), delta exposure (DEX), vanna exposure (VEX), dealer positioning, volatility surfaces, Black-Scholes greeks, implied volatility solver, and key options levels for any US equity — all through natural language. 14 read-only tools covering exposure metrics, volatility analysis, pricing, and market data.
Fantasy analysis for your ESPN, Yahoo, and Sleeper leagues. Reads your leagues, never changes them.
Edamam MCP — wraps three Edamam APIs in one pack: - Nutrition Analysis API (nutrition_analysis)…
Search CERN Open Data, fetch records, files, analysis environments, CMS good-run lists, HLT paths.
Search Console and GA4 analysis (read-only Google): queries, decay, cannibalization, AI traffic.
Mobile-game ad creative intelligence across SDK ad networks: search, rankings, AI hook analysis.
Structured restaurant intelligence for AI platforms. 760K+ restaurants catalogued across 26 countries, 62K+ with deep 37-dimension analysis including letter grades, occasion-aware recommendations, menu insights, and neighborhood exploration. Six tools: find restaurants by name, search by location, explore area dining scenes, look up detailed profiles (3 detail tiers), ask natural language questions, and get personalized recommendations.
MCP server for the CrawlGraph backlink-intelligence API. Gives any MCP client - Claude Desktop, Claude Code, Cursor, Cline, Zed, Windsurf - backlink lookups and competitor gap analysis built on the public Common Crawl webgraph (4.4B edges, 120M domains).
Real-time Amazon data API built for AI agents. 200M+ products, 1B+ reviews, live BSR, pricing, and competitor data as clean JSON. 10 agent skills for market research, competitor monitoring, pricing analysis, and listing audits.
GRIN-scored news for agents: discover by verdict, pull full analysis, traverse extraction graphs.
Magic: The Gathering card search, rules, rulings, deck analysis, brackets, and combo detection.
Turkish gold-market digest, derived indicators and analysis search. Keyless, read-only, gated.
Competitor intelligence for AI agents — SEO, traffic, social, Product Hunt, pricing, AI insights.
Keycloak identity management expert with semantic search, protocol guides, and config analysis
Market intelligence for AI agents. Real-time data, cross-market analysis, and regime detection.
Agency and agent analysis, verified businesses only. Sign up at platform.casafari.com.
SEO MCP server for keyword research, SERP analysis, audits, and Search Console workflows.
Hosted GEO/AEO analysis for public webpages. Compares a target page with up to six competitors, identifies citation gaps and information-gain opportunities, prioritises improvements, and generates shareable reports.
Provide real-time cryptocurrency price data and market analysis.
US stock signals, screeners and options analysis over MCP. Not investment advice.
Car-listing search and used-car market analysis as agent tools.
Location understanding for AI agents: know where, then navigate there. Beta: contiguous US.
SEO analysis of your Google Search Console, Bing Webmaster Tools and GA4 data. Google sign-in.
Virlo — Short-form video analytics and trend intelligence API. 20 MCP tools and 3 workflow prompts covering keyword search (Orbit), creator analysis (Satellite), niche monitoring (Comet), hashtag analytics, trending videos, and long-term tracking across TikTok, YouTube Shorts, and Instagram Reels. Async operations auto-poll for results. Bearer token auth (virlo_tkn_*). Docs: https://dev.virlo.ai/docs/mcp
SAM.gov federal contracts: search, details, AI bid analysis. 33k+ live opportunities.
