Capture selected AI ideas as private drafts and reuse confirmed knowledge with review-first MCP.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
One-click editor setup isn’t available for this listing yet — we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.
Your reviewed knowledge, across AI conversations.
Let a connected AI reuse your private, confirmed knowledge or notice knowledge worth keeping as the conversation unfolds. New material becomes a private draft only after you confirm—without uploading the whole conversation or publishing anything automatically.
Use MemoStem · Connection guide · Privacy · Terms · Support · Security
This public repository is the official distribution source for MemoStem's chat-host skills, plugin packages, and hosted remote MCP connection metadata. ChatGPT, Claude, Kimi, Gemini and Grok are the primary channels; Codex and Claude Code are compatible secondary channels. The MemoStem application and server implementation remain private. Distributable manifests, skills, examples, and documentation have no mirrored authoring copy in that private repository.
Select an explanation in ChatGPT and keep it in a private guest shelf. Connect your account to move it into private pending review, then review and approve it in MemoStem. Then ask Claude or another connected host to find that knowledge. Sign in to the same MemoStem account in each host; no host gets access to another host's conversation history.
| Intent | English | 한국어 |
|---|---|---|
| Save | Save this explanation of EUV lithography as one atomic memo draft. | 방금 설명한 EUV 노광 원리를 메모 초안 하나로 저장해 줘. |
| Retrieve | Find my approved MemoStem knowledge about EUV. | MemoStem에서 내가 승인한 EUV 지식을 찾아줘. |
| Select | Show candidates from the concepts we just discussed. | 방금 이야기한 개념 중 저장할 후보를 보여줘. |
Use ordinary requests in the host where MemoStem is installed. The skill routes by your intent; opening MemoStem alone does not save anything.
| What you want | Try saying | What should happen |
|---|---|---|
| Choose what to keep | “방금 설명한 개념 중 저장할 후보를 보여줘.” | Preview candidates, then save only your selection. |
| Save a named idea | “삼투압 원리를 메모 초안 하나로 저장해 줘.” | Save the selected idea once; no repeated consent question. |
| Reuse reviewed knowledge | “내가 승인한 EUV 지식으로 이번 질문에 답해 줘.” | Search your active confirmed knowledge and identify the sources used. |
| Practice in this chat | “내가 승인한 EUV 지식으로 한 문제씩 퀴즈를 내 줘.” | Retrieve the selected knowledge, ask one question at a time, and keep the exercise in chat. |
| Propose an improvement | “기존 삼투압 메모에 이 설명을 보완하는 초안을 만들어 줘.” | Prepare a complete pending proposal for your review. |
| Check a previous save | “방금 만든 초안이 아직 검토 대기인지 확인해 줘.” | Check the known batch when status permission is available. |
An in-chat quiz does not enroll knowledge in MemoStem practice or record a practice result. A proposed improvement takes effect only after you review it in MemoStem. On a failed or uncertain save, the skill preserves the original request identity so retrying does not intentionally create another copy.
The packaged skill includes focused guides for capture and selection, retrieval and study, and recovery and status. They are loaded when the request needs them. Both direct-MCP and ChatGPT web packages ship the same guides.
The direct-MCP package includes a static SessionStart hook at
hooks/hooks.json. In a compatible,
trusted Codex or Claude Code runtime, it reminds the assistant to use the
request-specific skill at startup, resume, clear, or compaction. It prints a
fixed context message using the runtime shell's printf; it reads no input
or files, calls no service, and saves no knowledge. It does not launch a tool
call or force a save offer.
Codex requires hook trust review before execution. The hook requires a shell
with printf; hosts without that command can use the skill without the hook.
The ChatGPT web package uses the skill guides and has no executable hook.
A plugin import or successful local command is not proof that a host loaded
or executed the hook. Proactive offers remain dependent on the host and the
current conversation.
See the official OpenAI plugin package guide, Codex hook reference, and Claude Code hook reference.
In an MCP Apps-capable host with a connected account, check candidates and click Add. That click creates only the selected private pending drafts; no second chat confirmation is needed. If the host shows a text list instead, reply with the candidates to keep. Then open Candidate Inbox to read, edit, and approve them. Previewing or adding drafts does not approve knowledge or enroll it in practice. The picker UI is served by the hosted MCP server; see the MCP Apps contract and host requirements.
See card examples and review steps.
The production Streamable HTTP MCP endpoint is:
For ChatGPT web, install MemoStem for ChatGPT (memostem-chatgpt) from this
marketplace. It references the registered MemoStem App and deliberately has no
mcp.json or .mcp.json, so it is not classified as Desktop only. The existing
memostem package remains the direct-MCP package for Codex, Claude Code, and
other compatible hosts. The public
MemoStem connection page explains the
privacy boundary and points signed-in users to the in-product setup guide.
MemoStem uses mixed, lazy authentication. Guest capture needs no account;
claiming the shelf or using protected tools starts OAuth. New ChatGPT
connections request openid, knowledge:drafts:create,
knowledge:context:read, and knowledge:drafts:status. Existing grants are not
upgraded automatically; disconnect and reconnect, or consent again, to add
read access. openid is used only for identity; the defaults exclude
profile, email, metadata scopes, and offline_access. GitHub publication
alone does not list or activate a ChatGPT plugin.
Add the same endpoint as a custom connector in Claude and complete MemoStem OAuth. Claude can also load the Git marketplace below for Claude Code and compatible plugin surfaces.
Import this repository with Kimi Work's Plugin Builder, install from Personal, and complete OAuth. Review the converted skill and MCP settings before use. See the Kimi guide. Marketplace approval is separate.
Use Gemini Apps → Connected Apps → Custom apps with the same MCP endpoint. Current access conditions include US location, age 18+, a personal account, English and Keep Activity enabled. See the Gemini guide.
Use Grok's Connectors → New Connector → Custom and complete authentication. See the Grok guide; this is the general-chat connector.
A custom MCP connection exposes server tools and instructions; it does not install this repository's SKILL.md. Plugin loading and proactive suggestions depend on the host. Channel availability requires actual account verification.
See the MCP connection guide for provider-specific setup and server-side OpenAI API usage.
MCP clients receive guidance to make one brief save offer at a
natural stopping point when the current conversation produces independently
teachable general knowledge: a concept, mechanism, general procedure,
comparison, evidence-backed claim, knowledge question, historical event, or
language expression. The installable plugin also includes an implicitly discoverable
memostem skill with the same behavior.
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