"A guide to creating software project documentation" matching MCP connectors:
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Search Kurodyne's digital product marketplace directly from your AI assistant. Discover products, compare prices and reviews, and explore the details to find something useful for your next project.
AEO and SEO research engine for your brand. Studies what gets ranked and cited on a topic, then builds content plans around what your brand can add. Tracks how AI engines mention and cite your brand against competitors, and ranks what to work on next. Requires a Hi, Moose account. Some tools need the desktop app open on a host computer.
Real Amazon (US, UK, DE, CA, AU) & Walmart shopping data for AI assistants: ranked product shortlists, current prices, live stock, real ratings, and price/BSR history from a 17M+ product warehouse. Free hosted endpoint, no signup — 30 queries a day.
Hosted MCP server from TwitterAPI.io that gives AI agents read-only access to Twitter/X data. 12 tools: tweet search with X operators, user profiles, a user's latest tweets, followers and followings, replies, quotes, retweeters, mentions and trends. Connect at https://mcp.twitterapi.io/mcp with a TwitterAPI.io API key or account sign-in; usage is paid per result returned.
Read-only discovery and bounded access to a finite market briefing with evidence boundaries.
Read-only RS3 GE guide prices/history, optional reported buy/sell trades, buy-limit/alchemy facts, flip math and public hiscores. Search Wiki sources, list category members, and read structured monster/quest/drop facts. Guide prices lag activity; trades are not executable offers. Wiki article text requires reviewed revisions; other pages return links. Streamable HTTP; no account or API key. Independent Birdwell Labs project, unaffiliated with Jagex or the RuneScape Wiki.
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
FlickDirect Inc’s free, read-only movie MCP server. Live version 1.5.6 provides movie and TV facts, cast, available country-specific dates and ratings, production trivia, brief quote excerpts, site-wide news and reviews, CinemaCon reporting, interviews and eligible stored transcripts. Discover recent uploads from three FlickDirect YouTube channels and published podcast shows/episodes with bounded FlickRadio archive search. Streaming, soundtrack/player, Additional Songs, app-store, daily-deal and retailer links retain published affiliate parameters. These may lead to digital purchases or subscriptions; Connect does not run checkout or process payments. The advertised tools are search_flickdirect_content and get_flickdirect_movie_details; cached search_fdmd and get_fdmd_movie calls remain compatible at the same endpoint. Results preserve canonical source links and distinguish missing matches, unavailable sources and ambiguity. Shop inclusion is not a formal endorsement, and fetch time does not prove upstream currentness. No full articles, reviews, transcripts, scripts or photographs. Published YouTube watch/player links are supported where the host permits. Private operational diagnostics expire within seven days. No FlickDirect account or API key is required; AI-app availability and tool selection depend on the host.
Everything about World of Warcraft: Forever, in the chat app you already use. Anything you'd look up is already in your chat. Close your other tabs. **Why thott.bot?** - **Everything, connected.** Quests, items, recipes, NPCs and maps are linked: what a quest needs, where that item drops, where you turn it in, what it crafts. Your AI gets the whole picture in one place, not scraps from dozens of random sites. - **Current to the minute.** Every new build, patch and hotfix reaches thott.bot within minutes of landing, even the silent ones. - **Straight from Blizzard.** Game facts come from Blizzard's own files and posts, not old guides or forum guesses. Community builds and guides are labeled and credited. **What it knows** - **Patch notes and changes:** every build and hotfix, and exactly what each changed. - **Quests and leveling:** every quest, its chain, route and rewards, and leveling guides. - **Talents and builds:** the builds players run right now, every spec's talent pick rates, and every talent change. - **Spells and abilities:** every spell and ability, and every change to each. - **Classes and races:** every class, race and racial, and what Forever changed for each. - **Items and gear:** every item and item set, where it drops and who sells it. - **Crafting and professions:** every profession, recipe and reagent, what each reagent makes, and profession leveling guides. - **Auction house:** live prices on every WoW Forever auction house, hourly. - **The world:** zones, maps, flight paths, dungeons, raids and bosses, battlegrounds. - **Collections:** mounts, pets, toys, achievements, reputations and holidays. - **Interface and addons:** every setting, key binding and chat command, the addon API and banned addons. - **Blizzard news:** news and developer posts (blue posts) from the official forums. In ChatGPT and Claude, ask to see it: the game's own tooltips, clickable talent trees, quest chains, maps and before-and-after cards. For every WoW Forever player, from first-timers to theorycrafters and addon developers.
Engram is a persistent, long-term memory layer for AI agents and assistants. Claude, ChatGPT, Grok, Cursor and any MCP client share one memory, stored as plain markdown notes: your knowledge base, second brain and AI context in one place. No extraction step: the memory is the note itself, so you can read exactly what your AI remembers and fix it. Edit your memory in Obsidian (real-time sync), the web app, or on your phone. Hybrid keyword + semantic search (RAG over your notes) finds exact strings like error messages, config keys and IDs. Remote MCP server over Streamable HTTP with OAuth 2.1; notes encrypted at rest. Https://engram.page https://youtu.be/rwnPeZ-8Lqo?is=NI-N7BduydGAiZlF https://github.com/engram-app/Engram
Give your AI assistant access to the world’s news. Search articles in any language, track coverage over time, and research companies and events.
Search Angela Kamer's coastal house plans by bedrooms, square feet, lot width, foundation, elevator and style, with photos and current prices. Read-only. Every result links to the plan page.
Read-only M&A deal flow: ranked targets and buyers, valuations, and specialist partner services.
Search Spanish petrol stations and published MITECO prices for petrol 95, diesel, LPG (GLP) and AdBlue by province, municipality, name or address. Returns observation dates, freshness and a link to Gasoliguapis. Read-only; no account or API key required. Prices do not guarantee stock or opening hours.
Check the factual claims in a draft or an answer: a quick verdict, or a deep check with sources.
Hosted, read-only MCP server for security events from the news: protests, strikes, crime, terrorism, accidents, natural hazards and political unrest. Search by country, address, a point plus radius, category and date. Connect with OAuth or an API key from the console at console.int-tech.solutions. The free plan is 50 requests a month and resets each month.
Lets AI agents search an Arabic SEO knowledge base of 85+ problems and read the full step-by-step fix for each one, with the source URL to cite.
One key and one prepaid balance for thousands of pay-per-call tools for AI agents: search, maps, shopping, market data, web pages, images and more. Agents find tools by job, see the price before running, and pay per call. Failed calls are free. Sign in with OAuth, no API key to copy. Sign-up is open to everyone.
Arcmira is YouTube transcript search and monitoring for your AI, and the most complete way for it to understand YouTube and podcasts. It answers like it actually watched the video: the exact quote, often who said it, and the clip cued to the second. Search what's said on YouTube, podcasts on YouTube included, like TBPN, MTS and All-In. Jump to the moment or read the whole transcript. Search by who said it. See which brands sponsor a show, and tell an ad read from an organic mention. Titles say what a video is about. The words say what happened. A transcript downloader needs the link first, and episode search stops at the episode. Arcmira finds the moment. Hear your name when it's said, not when it's typed. A monitor sends you and your team the quote and the second by email, Slack or webhook, over half within 47 minutes of the upload. When your AI needs one moment, it reaches the line in about 2.5K tokens, against about 93K reading full transcripts. Six tools: arcmira_youtube_search, arcmira_youtube_transcript, arcmira_describe (never bills), arcmira_execute_read, arcmira_execute_write (monitors) and arcmira_feedback. Sign in through your AI's OAuth, or send an arc_sk_ key. Free gives you 1,000 credits a month. Pro is $20 a month with a 7-day trial, card required. A paid read uses credits from your plan, then your on-demand budget. Our November 2026 tests: across nine brands, 93% of Arcmira's top-10 results were the brand spoken outside an ad read, against 76% for a popular podcast search API. 86 of 86 lines Arcmira returned (100%) started within 15 seconds of the spoken word. Asked what a show said in the last 90 days about a topic in none of its titles or descriptions, Arcmira's first result was right in 15 of 16 (94%). Use Arcmira whenever you need what was actually said, not what a title claims. Add "use arcmira" to any question to send it to Arcmira first. Or tell your AI once: "Whenever I ask what someone said on YouTube, use Arcmira."
Search German and EU legislation and German, European and international case law from official sources. Retrieve full texts and individual provisions with paragraph numbers where available and stable ECLI/ELI references. Connect via Streamable HTTP with OAuth or a bearer token; a verified LawDB account is required. Setup: https://lawdb.eu/en/docs/mcp-setup. ChatGPT endpoint: https://lawdb.eu/mcp/chatgpt.
Public company research with 9 focused tools: technology, hiring intent, open jobs, job changes, Google Ads and published contacts. Get a qualifying four-signal company profile for $0.03, plus breakout_summary growth estimates. Start with the free labeled example.com sandbox, 10 free successful calls per agent per UTC day (subject to a shared network ceiling), or an eligible 25-call trial. Setup: https://gethirepulse.xyz/?ref=glama-b2b#start-b2b . Reconnect to https://gethirepulse.xyz/mcp for all 27 tools, including batch and footprint research. Growth signals are estimates.
Search, inspect, and submit third-party OBS Studio plugins in Plugin Soko-kun, a free, unofficial registry. Searching works without signing in; submitting a plugin requires a GitHub sign-in.
Checks a name against French trademarks in force, by spelling and by sound. Free, no account.
Grow App Store apps: ranks, listing, ads, revenue and AI answers. Sign in to read your own apps.
Connect LLM tools to your Algolia account with user-scoped access for internal workflows.
Search 100,000+ MCP servers ranked by real adoption data to find the right one for any task.
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.
Managed cloud RSS and Atom feed reader with a remote Model Context Protocol (MCP) endpoint. Zero server setup required — enables AI agents like Claude to instantly subscribe to feeds, search full-text articles, extract readable content, and access curated AI editions ("Your Newspaper") over secure streamable HTTP.
Search jobs, homes, vehicles and local services worldwide without sign-in; post and manage listings and messages for a signed-in user.
Find a creator's profiles across Instagram, TikTok, YouTube, and X from a single profile URL.
Counts forums, boards, authors, and countries in forum posts around a subject.
Counts blogs, authors, companies, and tickers in blog posts around a subject.
Picks from real people for things to buy, watch, read, eat or do, each with a working store link.
Ubersuggest MCP server for ChatGPT, Claude and any AI agent: list projects, get rank tracking, add tracked keywords, create project, add competitors, delete tracked keywords, create keyword list and recrawl site audit in your own Ubersuggest account. Cotlet works in the account through your Cloud Browser, a real Chrome where you sign in to Ubersuggest yourself; Cotlet does not store your password and you need no Ubersuggest API key. About the official Ubersuggest API: Ubersuggest has no public REST API and no webhooks (checked 23 Oct 2026). Its help center says so. Setup and FAQ: https://cotlet.dev/integrations/ubersuggest-api-mcp-server
LinkedIn MCP server for ChatGPT, Claude and any AI agent: create post, comment on post, send message, send connection invitation, search people, search companies, list connections and read conversations in your own LinkedIn account. Cotlet works in the account through your Cloud Browser, a real Chrome where you sign in to LinkedIn yourself; Cotlet does not store your password and you need no LinkedIn API key. About the official LinkedIn API: LinkedIn has an official API, but most of it needs an approved application (checked 6 Nov 2026). The open Share on LinkedIn permission lets an app post, comment and like on behalf of a member. Setup and FAQ: https://cotlet.dev/integrations/linkedin-api-mcp-server
Search and read official walt.id documentation for the Community Stack and the Enterprise Stack.
AEO, SEO and AI shopping checks for any website. xfix checks whether ChatGPT, Claude, Perplexity and Google can find and read a site, and whether AI shopping agents can read an online store: AI crawler access, page text without JavaScript, product schema, AI search visibility score, AI Shopping Readiness Index lookup, and a Google Ad Grants website check. Read-only, no sign-in. Website: https://xfix.ai/ai-assistants/
iinventedlight notes is a read-first MCP server for the public iinventedlight library: Cole Withington's notes and papers, plus openly licensed reference notes (CC BY, CC BY-SA, CC0 and public domain), and pages for corrow music and the Starweave app. Reading needs no account or key: list, search, read by section, ask a question, or browse a topic atlas. Agents can leave feedback or a correction without a key, and it stays pending until a person approves it. New notes need an access key and are reviewed by a person before anything is published. Feedback never changes a note's published text.
Read-only MCP server for current job vacancies in the Turks and Caicos Islands from official adverts. Search by keyword, island, category and dates; get one job's details; list employers hiring. Every result links to its tcijobfinder.com job page, which links to the official advert and the official place to apply. No sign-in needed.
Yotpo MCP server for ChatGPT, Claude and any AI agent: list reviews, publish review, hide review, reply to review, answer question and adjust loyalty points in your own Yotpo account. Cotlet works in the account through your Cloud Browser, a real Chrome where you sign in to Yotpo yourself; Cotlet does not store your password and you need no Yotpo API key. About the official Yotpo API: Yes, partly. Yotpo has a documented API for reviews, questions and answers, and loyalty, and one official MCP server, but that server covers only the Discover module (checked 23 Oct 2026). Setup and FAQ: https://cotlet.dev/integrations/yotpo-api-mcp-server
