"Finding the Best Tool for Memory Context Across Agentic Sessions Using Augment Code" matching MCP connectors:

Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.

Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST.

Structured habitat data and advisory tools for aquariums, marine tanks, terrariums and paludariums.

Helena Bioinformatics MCP for clinical variant interpretation, ACMG/AMP evidence and literature.

DXF and PDF/X-4 for AI agents: structured facts, PNG renders, an interactive in-chat viewer.

530 MCP tools across 561 fintech tools: ChainGraph AP2 decisions, execution_hash. Zero PII.

Create amazing video experiences with the Qencode API, straight from your AI assistant.

The agentic layer of letters. Agents send real printed mail worldwide, German compliance built in.

Search, preview, install community Codex pet packs, and discover the pet request flow.

The Apiosk MCP lets AI agents discover, pay for, execute, and publish APIs through the Apiosk gateway. It is a machine endpoint, not a website, so connect it from an MCP client (Claude, Cursor, ChatGPT, and others) rather than browsing it here.

Product search and price comparison for AI agents. Search 100M+ products across thousands of retailers by text or image, compare live offers and prices, and turn any merchant URL into structured product data. No API key required to start; add one for unlimited use and affiliate commission.

Search real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin.

Format/lint JS, Python, HubL for automation platforms. Tools: format_code, format_json, ask_codefmt

Source discipline for Torah study in Claude: read the real texts, quote exactly, never fabricate

Real-time booking for Korean beauty & wellness shops — search availability, get a booking link.

Sailing passage planner for any coast, with high-precision tides on the French Atlantic.

Scan any URL for AI agent readability — Vercel Spec, llmstxt.org, and agent-protocol manifests.

Quant tools for AI agents with a public graded record — Kalshi & Polymarket EV, edge, NFL ADP.

California school data for AI agents — scores, profiles, comparisons, feeder paths, UC pipelines.

The room-level truth layer of hospitality. Verified scores for exact hotel rooms, not just hotels.