"Design Architecture of Ontology-based AI-PHM Using Life Acceleration Algorithms" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Give your AI agent live public data from 70+ platforms: profiles, posts, comments, transcripts, products, prices, reviews, listings, jobs, ads and search results from TikTok, Instagram, YouTube, LinkedIn, X, Reddit, Amazon, Google and more, plus website crawls and live browser sessions. One key, one response format, 1,000 free credits every month.
Hosted AI agent memory that learns from outcomes, with shared rooms, in Claude, Cursor and ChatGPT.
Portable AI memory you own. Keep memories and notes across Claude, ChatGPT, and other AI tools.
AI-agent image generation: cohesive sets & illustrations. Resize a set or export icons, free.
Auto-Apply That Ends on an Interview. Job matches, applications sent on the employer's own hiring system, employer-receipt tracking, per-role resumes, cover letters, interview prep.
Search over 1.85 million captioned images using text, a reference image, or both. Upload a JPEG, PNG, or WebP image as base64, or provide a public HTTPS image URL. Find similar images from a Lightdrift asset ID and retrieve hosted file URLs, source licenses, and attribution. Connect with OAuth or an API key. Searches cost $0.005 ($5 per 1,000); image details are free. Setup: https://docs.lightdrift.ai/guides/images-mcp
Pre-trade token safety check for AI agents. Simulates a sell before you buy, then returns one low/medium/high/unknown verdict with the signals behind it: sellability, buy/sell tax, liquidity depth, pair age, same-ticker impersonation, owner powers from bytecode. Ethereum, BSC, Base, Solana. Fail-closed - a check that cannot run answers unknown, never low. Publishes its own measured error rate with the benchmark harness in the repo. Free, no signup, no API key, MIT.
Credit card payoff, mortgages, refinancing, 401(k), rent vs buy. Every rule and default is cited.
Discovery registry for AI agents: 660+ APIs, MCP servers and CLIs, each health-checked every 6 hours with real requests — full initialize + tools/list handshakes for MCP, real calls for APIs — plus response-schema validation that catches responses which parse fine but are missing a required field.
Production MCP server for US equity and options intelligence: real-time IV radar, Monte Carlo simulation, options pressure, strategy backtesting, AI prediction, pre-trade risk analysis, and automated stock research reports.
Getting Things Done (GTD) board for AI agents: capture to Inbox, next actions by context, projects, waiting-for, someday/maybe. Remote Streamable HTTP server with OAuth 2.1 login (passwordless email code). 16 tools + 4 prompts. Setup guide: https://gtdbrain.com/connect?source=glama
Federated search of books and papers, BibTeX/RIS citations, open-access retrieval and reading.
Run a recreational sports league from an AI assistant: standings, schedules, rosters, scores, dues.
Search real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin.
Pay-per-call x402 data API for AI trading agents: Polymarket arbitrage, kimchi premium & more.
Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.
STIX IOCs, CVE lookups w/ EPSS/KEV, ATT&CK dossiers, OFAC wallet sanctions, domain age checks.
Read-only Dutch vehicle knowledge, comparisons, terminology and cited sources for AI clients.
Brazilian foreign trade, crop and commodity data as a remote MCP server. Exports and imports from MDIC/ComexStat since 2000, by HS code (SH4/SH6/NCM) and partner country, in USD FOB and kilograms — plus crop production, supply-and-demand balances, climate readings and production forecasts for hubs such as soybean, coffee, corn, beef and cocoa. Every comparison is like-for-like: two windows of equal length, each labelled with the period it actually measures, and every answer names its window and its source. 15 read-only tools, metered in credits. Nothing to install: Streamable HTTP at https://mcp.kyrodata.com/mcp with a bearer key or OAuth 2.1 (PKCE). Official registry: com.kyrodata/kyrodata.
Reversibility intelligence and durable exit evidence for AI agents before real-world commitments.
