"A tool for finding details about a photo using reverse image search" matching MCP servers:

• 

  Sunex Optics MCP Serverofficial

  Sunex-AI

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to search Sunex's lens and imager catalog using natural language queries. It provides tools for finding compatible lenses, sensor specifications, and product details through a public Model Context Protocol server.

  Last updated 2026-04-30

  MIT

• md-redline

  dejuknow

  A

  license

  A

  quality

  A

  maintenance

  Inline review comments for markdown specs and design docs. Agents request human review mid-task via MCP and pause until you send feedback.

  Last updated 2026-07-25

  4

  192

  27

  MIT

• Huly MCP

  dearlordylord

  A

  license

  A

  quality

  B

  maintenance

  MCP server for Huly (task tracker) integration

  Last updated 2026-07-24

  6

  753

  46

  MIT

• PainSpotter MCP Server

  archoor

  A

  license

  A

  quality

  A

  maintenance

  Query PainSpotter to discover validated business opportunities and trending pain points mined from Reddit, Hacker News, and Product Hunt.

  Last updated 2026-06-15

  4

  1

  MIT
• 

  AIOProductOS Studioofficial

  AIOProductOS

  A

  license

  A

  quality

  B

  maintenance

  Turns your AI host into a product videographer — scripted screen recordings of your own web app with a gliding cursor, camera zooms, highlight callouts, captions, and branded transitions, plus marketing-grade screenshots. Automatic dark-frame cleanup and MP4/GIF export. Free, MIT, 100% local — no account, no API keys.

  Last updated 2026-07-21

  12

  14

  125

  3

  MIT

• Dropshipping MCP Dsers

  lofder

  A

  license

  A

  quality

  -

  maintenance

  Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. 7 tools for bulk import, variant editing, pricing rules, and multi-store push.

  Last updated 2026-04-17

  13

  155

  26
• 

  AIOProductOSofficial

  AIOProductOS

  A

  license

  A

  quality

  A

  maintenance

  Product management over a shared product spine — link customer feedback and insights to features, tasks, sprints and releases, then read closed-loop analytics (customer 360, funnels, retention, NRR) on the same records. Local stdio server via npx @aioproductoscom/mcp; also a 38-tool hosted remote (OAuth 2.1).

  Last updated 2026-07-21

  8

  45

  MIT

• divergent-thinking-mcp

  Fridayxiao

  A

  license

  A

  quality

  D

  maintenance

  Provides a comprehensive creative thinking tool with methods like structured process, perspective shift, and constraint-based innovation to enhance divergent thinking.

  Last updated 2025-07-18

  1

  3

  MIT

• humansurvey-mcp

  sunsiyuan

  A

  license

  A

  quality

  C

  maintenance

  Feedback collection for AI agents. Create surveys from JSON schema, collect responses from groups of people, and retrieve structured results.

  Last updated 2026-05-22

  5

  1

  MIT

• idea-reality-mcp

  mnemox-ai

  A

  license

  A

  quality

  B

  maintenance

  Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI & Product Hunt in parallel — returns a 0-100 reality signal with real competitor data.

  Last updated 2026-07-17

  1

  762

  MIT

• Drop Beacon

  direct-web

  A

  license

  A

  quality

  D

  maintenance

  MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across retailers, check real-time stock availability, and analyze market trends for knives, flashlights, fidget toys, wallets, pens, and more.

  Last updated 2026-04-14

  6

  79

  MIT

• @trigvale/mcp

  sydacos-development

  A

  license

  A

  quality

  C

  maintenance

  Validates startup ideas with a deterministic scorecard, evidence brief, and verdict before code is written, integrating with MCP-aware build agents to avoid building dead-on-arrival products.

  Last updated 2026-05-02

  1

  6

  MIT

• productplan-mcp-server

  olgasafonova

  A

  license

  A

  quality

  B

  maintenance

  MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and discovery features.

  Last updated 2026-07-24

  47

  3

  MIT

• plsreadme

  FacundoLucci

  A

  license

  A

  quality

  C

  maintenance

  MCP server for sharing markdown/text as beautiful, permanent web pages via plsreadme, with tools to share files/text, update and delete docs, and list previously shared links.

  Last updated 2026-04-06

  5

  4

  MIT

• ai-furniture-hub

  ONE8943

  A

  license

  A

  quality

  D

  maintenance

  MCP server for AI agents providing 300 curated Japanese home & lifestyle products across 31 categories. Features mm-precision dimension search, related-item chains (1 product → 3-5 accessories), shelf+storage coordination, and Rakuten/Amazon affiliate links.

  Last updated 2026-04-16

  15

  10

  1

  MIT

• loupe-mcp

  mohamed-ashraf-elsaed

  A

  license

  A

  quality

  A

  maintenance

  Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML, computed styles and screenshot, and update its status.

  Last updated 2026-07-20

  3

  45,053,139

  1

  MIT

• solodot-mcp

  ozgureyilmaz

  F

  license

  A

  quality

  C

  maintenance

  MCP server for solo business founders to route painpoints, generate execution assets, and maintain control through approval workflow.

  Last updated 2026-07-21

  5

• Andru Revenue Intelligence

  geter-andru

  A

  license

  A

  quality

  C

  maintenance

  Buyer intelligence for technical founders who sell to enterprises — ICP scoring, persona simulation, competitive positioning, deal classification, and 14 more revenue intelligence tools. 50 free queries/month.

  Last updated 2026-06-15

  23

  113

  2

  MIT
• 

  AINative PRD Generator MCPofficial

  AINative-Studio

  A

  license

  A

  quality

  B

  maintenance

  Generate production-ready Product Requirement Documents with full AINative platform awareness and persistent memory. Enables AI agents to create, validate, and manage PRDs using ZeroDB for cross-session storage and 18 tools including generation, templates, validation, and semantic search.

  Last updated 2026-06-14

  23

  26

  MIT

• asc-mcp

  pofky

  A

  license

  A

  quality

  B

  maintenance

  An opinionated MCP server for App Store Connect that provides 13 curated tools, slash-command workflows, and a Claude Skill to manage apps, reviews, sales, and pre-submission audits via natural language.

  Last updated 2026-06-04

  13

  45

  MIT