"A system like ChatGPT with memory to provide past query context in conversations" matching MCP servers:

• Context Engineering MCP Server

  croakingtoad

  F

  license

  -

  quality

  D

  maintenance

  Automates Cole Medin's context engineering methodology to generate high-quality Product Requirements Prompts (PRPs) by analyzing existing codebases, asking contextual questions, and synthesizing insights.

  Last updated 2025-09-30

  11

• PM Context MCP Server

  jackhendon

  F

  license

  -

  quality

  D

  maintenance

  A Python MCP server that gives Claude access to PM workflow data such as sprints, roadmap, blockers, and workload, using synthetic fixture data (no API keys required) and can be forked for real Linear/Jira integration.

  Last updated 2026-03-01

• hertwill-mcp

  Hertwill

  A

  license

  A

  quality

  C

  maintenance

  Wraps the Hertwill dropshipping API to let AI agents discover products, evaluate margins, manage import lists, and sync to Shopify/WooCommerce via natural language.

  Last updated 2026-07-09

  11

  165

  5

  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 2026-07-11

  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 2026-07-17

  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

• 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 2026-07-08

  1

  758

  MIT

• mk-plan-master

  kao273183

  A

  license

  A

  quality

  A

  maintenance

  MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands directly off to mk-spec-master. (AI 規劃大師)

  Last updated 2026-05-18

  15

  1

  MIT
• 

  Upvote.club Local MCPofficial

  upvoteclub

  F

  license

  A

  quality

  B

  maintenance

  Provides access to Upvote.club public API via stdio, enabling task creation, status checking, platform listing, and API reference queries.

  Last updated 2026-07-14

  5

• competlab-mcp-server

  competlab

  A

  license

  A

  quality

  A

  maintenance

  Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.

  Last updated 2026-07-08

  33

  2

  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 2026-07-11

  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

• 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 2026-07-16

  3

  45,053,139

  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 2026-07-14

  5

• usuarios

  Sebtiago

  A

  license

  A

  quality

  B

  maintenance

  Creates synthetic user profiles from research data to validate service designs through natural conversation.

  Last updated 2026-06-22

  14

  MIT

• kontra-mcp

  bluwork

  A

  license

  A

  quality

  D

  maintenance

  Enables users to stress-test decisions and plans with structured contrarian analysis, surfacing blind spots, hidden assumptions, and failure scenarios through multiple modes such as counter, probe, redteam, and premortem.

  Last updated 2026-03-03

  1

  70

  1

  Apache 2.0

• IdeaLift MCP Server

  Startvest-LLC

  A

  license

  A

  quality

  B

  maintenance

  re-backlog idea management with decision tracking, signal aggregation, and RICE scoring. Captures product feedback from Slack, Teams, Discord, and GitHub

  Last updated 2026-05-19

  18

  1

  MIT