"Information on agent swarm architecture" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
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
Shared second brain for any AI with agent permissions
Agent intake desk for property renovation. Read only, CORS open, fail closed, receipts recompute.
Run user and customer interviews with real people from your AI agent, by MCP or REST API. Vetted, fraud-screened participants from a 4M+ consumer panel or your own list. AI moderation that ladders into why. Voice, video or chat in 80+ languages. Findings come back cited to quotes.
Post and schedule to TikTok, Instagram, YouTube, Facebook, LinkedIn, X, Threads and Bluesky from your AI agent. Video included, you approve every post, and MCP is on the free plan.
Pay-per-call MCP tools for agents: 20 free calls a day, then pay per call with x402 (USDC on Base mainnet) or a prepaid spend key. 30 tools — text/data utilities, x402/EVM-native tools (decode an x402 challenge, verify a settlement receipt on-chain, EIP-712 hashing, ABI encode/decode, Merkle-proof verify, keccak256, EIP-55 address checks) and independent providers' tools priced from $0.001. Signed delivery receipts. No sign-up.
Research U.S. markets and prospects conversationally using PropertyRadar's property and people data. Resolve an address, inspect Property details, transactions, comparable sales, ownership and contact information, discover supported Criteria and fields, search for matching Properties, and save selected results as a dynamic Audience. PropertyRadar accesses only the data available to your connected account.
Zero-auth Cryptographic Notary & AST Verifier: Reed-Muller RM(1,3), L1..L7, RFC 6962 & ES256 JWS.
31Write TechFabric posts from your agent. Walk through posts, compare studies, check readiness.
Official Mifori Agent Trust Protocol. Performs real-time latency, JSON schema compliance, and synthetic IQ audits on target AI bots using x402 USDC micro-payments on Base network before high-value tool execution.
Live AI agent trust oracle: audit synthetic IQ, latency & JSON compliance via x402 or free tokens.
Live AI agent trust oracle: audit synthetic IQ, latency & JSON compliance via x402 or free tokens.
SEO and AI-search audit for websites, built for Uzbekistan (Uzbek and Russian sites). Checks on-page SEO, technical health (HTTPS, TLS 1.3, HSTS, HTTP/2-3, robots.txt, sitemap, broken links), AI-search readiness (GEO/AEO), speed and Core Web Vitals, content and social tags, and returns concrete fixes plus AI recommendations for title, description and H1 based on real search demand in Uzbekistan. Start an audit with start_audit, then fetch the result with get_audit.
AI-native customer research and AI usability testing. Search customer feedback and full conversation transcripts; get themes, ratings, recommendations and quotes; compare projects and trends; generate charts. Plan, review and launch AI usability tests on any public URL or design and get prioritized issues with paste-ready fix prompts for coding agents. OAuth 2.0 with dynamic client registration; sign in with a TheySaid account (free plan available).
Read-only CloudMedico product information with verified source links.
raumnebenan.de is a resource hub focused on actionable product thinking for product owners, product designers, business analysts, product managers, agile coaches, and user researchers. The site provides clear, structured guides and tools to help teams understand users, identify opportunities, validate ideas, and deliver products that create real user and business value.
Testing, benchmarking and auditing autonomous AI agents — methods, harnesses, evidence
All-in-one social media with AI: content, reels, scheduling, DM automation, inbox, bookings, store, and this MCP server gives your AI assistant the whole of it. Content: plan posts, carousels and reels in your brand voice, generate images, learn a style from any public profile, and let Autopilot draft a week or a month of content from what works in your niche. Video with Ignix Editor and Ignix Creator (desktop apps that run on your computer): Make reels and explainers from scratch with voice-over, sound effects, captions, motion graphics and 3D, or “something like this reel” from a reference. Edit your own recordings: subtitles, a hook, zooms, cut pauses, clean audio, and reframe horizontal footage to vertical following the speaker. Pull the best clips from a long video, livestream or podcast, each one ready to post. Transcribe, translate and dub into other languages, or speak with your own cloned voice. Transform a video (the person, the place, an object or the voice), create talking presenters, generate AI images and video clips, and upscale, locally or with Cloud Boost. Export the edit to Premiere, DaVinci Resolve or Final Cut. Publishing: schedule and publish to Instagram, Facebook, TikTok, YouTube, LinkedIn, X, Threads, Pinterest, Google Business Profile and more, with network rules checked before anything goes out. Engagement: one inbox for DMs, comments and reviews; comment-to-DM and chatbot automations; broadcasts, drip sequences and WhatsApp Flows. Research and analytics: niche and competitor analysis, top posts, best times to post, follower growth and engagement trends. Business: appointment booking synced with Google Calendar, a link-in-bio store for digital products, courses and memberships, and workspaces for agencies managing several clients. Anything that reaches a real person, spends credits or removes public content asks for confirmation first. Requires an Ignix account (ignix.social).
Create, customize, preview and report on promotions in your Revup account.
Inboxapp lets you message contacts and manage conversations across X and LinkedIn. Connect your X and LinkedIn accounts to handle your social conversations from one place, making it easier to stay in touch with the people who matter to you. Use Inboxapp to: - Message contacts on X and LinkedIn. - Triage your inbox: see who is waiting on a reply and which conversations need attention first. - Stay on top of follow-ups and spot conversations that have gone cold. - Search past conversations and c
Backend platform for AI agents: one agentstack.execute tool runs batched steps over +700 actions (hosting, storage, auth, payments, CRM, app builder).
Generate, edit, and export data-architecture diagrams from your AI. Column lineage, PNG in chat.
PayRam is a self-hosted crypto payment gateway. You deploy it on your own server — no signup, no KYC, no third-party custody. Accept USDT, USDC, Bitcoin, and ETH across Ethereum, Base, Polygon, and Tron.
Evidence-backed crypto due diligence with sources, freshness, and a runtime receipt on every call.
Moyne Ross research on commercial property capital, and a technical library of building elements.
Fabrica test properties on Sepolia: try every Fabrica tool with no real-world effect.
Official Mamo MCP: build a tokenized stocks portfolio and manage Mamo Accounts on Base.
Read-only access to AMIRA, the Africa Multiple research-data platform on Omeka S.
Checked buying signals and ranked lead lists for your agent. Never contacts anyone.
Multi-agent coordination for AI agents: shared spaces, tasks, search, mailbox and persistent state.
