Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Run AI market research: synthetic customer panels for concept testing, message testing, segments.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://getminds.ai/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http minds https://getminds.ai/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"minds": {
"url": "https://getminds.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"minds": {
"type": "http",
"url": "https://getminds.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://getminds.ai/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
게시자(getminds.ai)가 저장소 소유자(minds-ai-co)가 아니에요. 다른 사람이 등록했을 수 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 0개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.0.2)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Run AI market research from your assistant: build synthetic Audiences and run Studies for concept testing, message testing, and segment comparison.
Endpoint: https://getminds.ai/mcp (streamable HTTP) Docs: https://getminds.ai/mcp/setup Quick-start guide: https://minds-ai-co.github.io/minds-mcp/ Technical reference: https://minds-mcp.readthedocs.io/en/latest/ GitBook: https://minds-1.gitbook.io/minds-mcp/ Client compatibility: https://minds-mcp-compatibility.pages.dev/ Setup generator: https://minds-mcp-setup-generator.netlify.app/ Public API explorer: https://minds-api-explorer.vercel.app/?utm_source=content&utm_medium=content&utm_campaign=content-seo-mcp-reference&utm_content=mcp-repository-api-explorer API + MCP integration lab: https://minds-api-mcp-integration-lab-bba685.gitlab.io/?utm_source=content&utm_medium=content&utm_campaign=content-seo-mcp-reference&utm_content=mcp-repository-integration-lab Archived release: https://doi.org/10.5281/zenodo.21711429 Auth: OAuth 2.1 with PKCE (dynamic client registration or Client ID Metadata Documents), or a Minds API key (Authorization: Bearer minds_…)
This repository is documentation for a hosted MCP server. There is no code to
install or run. The server is operated by Minds and the
implementation lives in our application, not here.
reference/ is the single source for maintained integration content. Read the Docs and GitBook publish the same Markdown through repository sync. GitHub Pages, Cloudflare Pages, and the Netlify setup generator are intentionally thin, platform-specific surfaces; Zenodo preserves versioned release snapshots. See DOCUMENTATION.md for the publishing contract.
Minds is a synthetic market research platform. This MCP server lets ChatGPT, Claude, Cursor, and any other MCP client run customer research end to end without leaving the assistant.
Describe an audience in a brief ("German Gen Z grocery shoppers", "enterprise IT buyers in fintech") and the server runs deep web research to ground that audience in government statistics, peer-reviewed studies, and industry reports rather than in generic model priors. Then ask the Audience a question, run a structured Study, and export the results.
Typical jobs:
Studies run durably server side, so a long study survives the chat session that started it. Results export to PDF, DOCX, PPTX, Markdown, CSV, XLS, and SPSS SAV.
Scope. Minds does not replace representative human fieldwork. It replaces the slow first pass: sharpening the question, surfacing objections, and deciding which assumptions deserve real-respondent validation.
Enable developer mode under Settings → Security and login, then open Plugins and select the plus button. Add https://getminds.ai/mcp as a public HTTPS connection, choose OAuth, and sign in to Minds. Availability depends on your account and workspace policy.
Study results can render as interactive widgets inline. See the official OpenAI connection guide and the Minds setup guide.
Customize, then Connectors, then add https://getminds.ai/mcp as a remote connector and authorize via OAuth.
claude mcp add --transport http mindsai https://getminds.ai/mcp \
--header "Authorization: Bearer minds_YOUR_API_KEY"
Settings, then MCP, then add https://getminds.ai/mcp and authorize via OAuth. The repository also contains a Marketplace-ready Cursor plugin manifest at .cursor-plugin/plugin.json; its MCP configuration is intentionally kept in cursor.mcp.json so the shared Agent Plugins configuration can retain the portable streamable-http transport name.
agy plugins install https://github.com/minds-ai-co/minds-mcp
The root plugin.json and mcp_config.json make this repository an Antigravity plugin. Antigravity discovers OAuth from the hosted endpoint; authenticate under Settings, then Customizations. To add only the server, run agy mcp add --type http minds https://getminds.ai/mcp or put {"mcpServers": {"minds": {"serverUrl": "https://getminds.ai/mcp"}}} in ~/.gemini/config/mcp_config.json. Full guide: https://getminds.ai/guide/integration-antigravity
Gemini CLI remains supported for Google Cloud enterprise and API-key users. Its legacy extension manifest stays available as gemini-extension.json.
The repository includes the shared plugin package at .codex-plugin/plugin.json and its remote server configuration in .mcp.json. The public directory listing uses the same hosted endpoint and maintained reference content.
Add https://getminds.ai/mcp as a remote MCP server. Full per-client instructions, including API key setup, are at https://getminds.ai/mcp/setup.
Generate one in the Minds app under Settings → API Keys. Keys start with minds_ and are passed as Authorization: Bearer minds_....
The server advertises 45 tools. Clients read the current schemas at runtime; the full list with access levels is in reference/tools.md.
| Tool | What it does |
|---|---|
list_audiences | Lists the authenticated user's Audiences, most recently updated first, one page at a time (limit, default 20, and offset; nextOffset continues), with Mind counts, sharing state, and links. |
import_audience_sources | Imports supplied UTF-8 text, Markdown, CSV and JSON research files into account-owned storage. |
create_audience_from_brief | Builds grounded Audience/Mind profiles with exact segment allocation. |
get_audience_creation_progress | Read-only; never starts or retries work. |
render_audience_review | Shows source research, distributions, proposed Minds, the draft and training for one or more Audience operations, display only: the user confirms or asks for changes in chat. |
get_audience_limits | Returns the authenticated account's current plan (planName, as the app names it), its Audience size allowance (per-Audience cap including any team or contract allowance, customSizeMax, per-mode ceilings) and the synthetic responses left, read live; it supersedes limits stated elsewhere. |
ask_audience | Asks exactly one standalone question of one existing Audience. |
export_audience | Exports an Audience brief or kind validation_report (scores, KPIs, answer shares, provenance) as Markdown/PDF/DOCX/PPTX. |
duplicate_audience | Adds an independent copy of an Audience, its Minds and retained knowledge. |
recalibrate_audience | Changes an existing Audience in place: it keeps its id, its Minds keep theirs (except copies below), and no Mind is deleted. |
manage_audience_support | Manage owner-issued, expiring staff access to one Audience’s composition and receipts. |
list_studies | Lists the authenticated user's Studies, most recently updated first, one page at a time: limit (default 20) and offset, with nextOffset to continue. |
create_study | Creates a Study workspace from existing Audiences or inline Audience configurations. |
ask_study | Submits exactly one respondent-visible question: one standalone question, or one adaptive follow-up whose wording could not be known before earlier results. |
get_study_status | Returns Study progress, Audience results, Mind responses and export status in the Study display locale. |
render_study_results | Shows finished question/run results, summaries, Audience breakdowns and Mind responses, including partial runs. |
export_study | Queues Study results export: executive/full reports in PDF/DOCX/PPTX/Markdown; raw CSV/XLS/SPSS SAV. |
duplicate_study | Permanently copy a Study with its questions and results over the same Audiences. |
export_heatmap | Exports a completed website heatmap by Study/message ID as a ZIP of stored screenshots and overlays. |
get_study_heatmap | Reads saved heatmaps of an assigned question asset. |
start_study_heatmap | Starts attention analysis of an assigned image, video or website. |
export_mind | Exports an existing Mind by ID/name: inline Markdown by default, or PDF/DOCX/PPTX. |
get_shared_mind_knowledge | Returns stored public Mind sources/assessments by share ID, including shares outside the private workspace. |
create_study_plan | Creates a non-executing draft in an existing Study with its Audiences already attached. |
revise_study_plan | Revises one saved draft at its current draft.id and draft.revision without starting research. |
get_study_plan | Reads the latest saved revision and full review of one draft. |
attach_study_audiences | Adds existing accessible Audiences without removing others, planning or starting research. |
render_study_plan | Shows a saved Study draft at its current revision for interactive review and confirmation. |
start_study_run | Runs one reviewed draft revision after explicit confirmation in a later user turn; skipping review is not confirmation. |
resume_study_run | Resumes an existing plan-limited Study run in place after explicit user approval and the required paid-plan entitlement. |
cancel_study_question | Stops one standalone Study question by runId, or studyId and questionId: queued or preparing stops at once, being answered stops at its next step. |
update_item | Renames a Study or Audience or moves it into a folder. |
set_sharing | Turns a Study's or Audience's public link or team sharing on or off. |
list_research_methods | Reads the fixed Minds research-method catalog in one operation, including availability, complexity and fallback method. |
list_study_drafts | Lists a page of unfinished Study draft summaries, newest first, or returns the complete saved planning state for one exact draft ID. |
list_study_templates | Lists owned/team-shared template summaries, most used first; templateId returns full configuration, revision, questions, response settings and attachments. |
save_study_draft | Creates or checkpoints an unfinished Quick or Custom Study draft without starting research. |
save_study_template | Creates a private Custom template with its questions, response settings, attachments and method. |
update_study_template | Updates one owned Custom template at update.expectedRevision. |
use_study_template | Creates an independent editable Study draft from a readable template at use.expectedRevision. |
delete_study_template | Only for saved Study templates; it cannot delete Studies, Audiences, Minds or answers. |
read_study_summary | Returns saved whole-Study Markdown, evidence, generation state and the caller's refresh receipt. |
refresh_study_summary | Accepts a background whole-Study summary refresh after explicit approval. |
plan_study_questions | Deprecated alias of create_study_plan and revise_study_plan; identical behaviour. |
| run_study_questions | Deprecated alias of star
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요