"How to work with a vector database" matching MCP connectors:

Perspect convenes a panel of expert AI personas that debate any topic, idea, or decision from conflicting angles, rebut each other, then return a synthesized briefing and a contradiction map of exactly where they disagree. Not a yes-man, every side.

Multilingual YouTube → Knowledge Pack engine. Paste a video URL and get a structured pack — summary, key ideas, glossary, quiz, transcript with timestamps — in Spanish, Portuguese, German, or English. Anonymous endpoint plus OAuth-gated tools for library search, RAG Q&A on a single pack, and Anki export.

Verifiable document intelligence for AI agents. Extract, summarize, claim-check, and notarize PDFs & URLs with cryptographic proofs, cross-document search, and on-chain attestation via Base L2.

Turn any article, document, or chat reply into a one-word-at-a-time RSVP reading session.

Read public sources and manage a smry library, feeds, notes, highlights, files, and page monitors.

DocForge turns documents into structured data. Upload a PDF, image, or Office file and get fielded JSON back with per-field confidence scores. 95 templates (invoices, receipts, bank statements, ID docs), custom JSON Schema mode, auto-detect, natural-language instructions. Keyless demo tool included. Free 7-day trial.

MeetGeekOAuth

ai.meetgeek.mcp

MeetGeek is an AI meeting-intelligence platform that records, transcribes, and summarizes Zoom, Google Meet, and Teams calls, then extracts action items, highlights, and insights. This MCP server lets any client pull a user's meeting transcripts, summaries, highlights, and action items into a workflow. Tools: meetings, meetingDetails, transcript, summary, highlights, insights, teamMeetings, uploadRecording. OAuth 2.0. Docs: https://docs.meetgeek.ai/mcp/cloud-mcp/introduction

Turn meeting notes or transcripts into a clean structured summary document from chat.

SEC-grounded stock facts phrased as single spoken sentences for a voice assistant to read.

Transcribe recordings into a speaker-labelled transcript with timestamps and a summary.

Prose CoachA

coach.prose

Deterministic writing filter. Marks 43 AI patterns with the line and the fix.

App Store + Google Play reviews with per-app complaint summary for agents.

Connect Claude or Cursor to YouTube. Paste a link, get the summary, chapters, and quotable lines. Three MCP tools. 20 free hosted trial calls.

Humanizer PRO humanize AI-generated content into natural, human-sounding text that bypasses GPTZero, Turnitin, Originality.ai, Copyleaks, ZeroGPT, and other AI detectors. Undetectable AI content rewriting with Stealth, Academic, and SEO modes.

MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.

Search your Obsidian vault to quickly find notes by title or keyword, summarize related content, a…

Log, search and summarise your work history in Roleora, the career record for professionals.

Turn a raw dev log (commit subjects, PR titles) into customer-facing release notes Markdown.

Audio & video to text, Russian-first: diarization, timestamps, summary, action items, subtitles.

Give AI agents a phone layer for consent-based calls, transcripts, summaries, and outcomes.