Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
FinOps agent MCP: one allocated view of cloud, AI and data costs for your team. Starter $300/mo
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://app-api.costory.io/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http finops https://app-api.costory.io/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"finops": {
"url": "https://app-api.costory.io/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": {
"finops": {
"type": "http",
"url": "https://app-api.costory.io/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://app-api.costory.io/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
레지스트리 이름이 도메인 costory.io 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
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 1개를 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(1.0.2)은 16일 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: Spec Driven Development, Remote Desktop Commander, Recta
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Costory is the FinOps agent your team builds on. Claude plus a single provider's MCP works for one person and one cloud. It breaks when you add more providers, more people, and more tools to maintain.
Your agent finds savings, explains every change in spend and issues recommendations that your coding agent can implement. It works in Claude, Cursor and any MCP client, plus Slack. Customers include Alan, Deezer, Delivery Hero, Voodoo and Pennylane.
Pricing: Starter from $300/month, flat: unlimited users and data sources, and a fair use that 80% of customers never outgrow. Nothing is ever cut off, and agents connected through the MCP use no AI credits. 30-day free trial.
This repository is the open part: the agent skills and plugin packaging (Claude Code, Codex, Cursor) that teach an agent how to run FinOps workflows on top of the Costory MCP tools.
https://app-api.costory.io/mcp (streamable HTTP)io.costory/finops on the official MCP RegistryOne click adds https://app-api.costory.io/mcp to VS Code or Cursor; the OAuth login opens in the browser on first use. Cursor deeplink, if you prefer to paste it: cursor://anysphere.cursor-deeplink/mcp/install?name=costory&config=eyJ1cmwiOiJodHRwczovL2FwcC1hcGkuY29zdG9yeS5pby9tY3AifQ%3D%3D
You need a Costory workspace with billing data connected. Starter from $300/month, flat; 30-day free trial.
Claude Desktop / Claude Code / Cursor / VS Code: add a custom connector pointing at https://app-api.costory.io/mcp, then complete the OAuth login in the browser window that opens. Per-client walkthroughs with screenshots are in the MCP docs.
This repo ships an .mcp.json you can copy:
{
"mcpServers": { "costory": { "type": "http", "url": "https://app-api.costory.io/mcp", "oauth": { "callbackPort": 8080 } } } }
Claude Desktop (developer config, claude_desktop_config.json), see alternative JSON config:
{
"mcpServers": { "costory": { "url": "https://app-api.costory.io/mcp" } } }
VS Code (.vscode/mcp.json):
{
"servers": { "costory": { "type": "http", "url": "https://app-api.costory.io/mcp" } } }
Try "Use Costory to show my top cost drivers last month". The agent calls get_context, then query.
If your account has access to several organizations, get_context without a slug returns "Multiple organizations" with the list of slugs. The agent should call list_organizations (or read that list), ask which org to use, and pass that slug to get_context and the following tools. You can also name it upfront: "Use Costory org acme and show my top cost drivers last month".
The server exposes tools in five groups. Names and payloads are versioned; the API reference is the source of truth.
| Group | Tools | What they do |
|---|---|---|
| Orientation | get_context, search, get, suggest_groupby, suggest_usage_metrics, suggest_actions | Discover dimensions, dashboards, metrics, and the right way to slice a question |
| Query | query, list_metrics, list_virtual_dimensions | Cost, usage, metric, formula, and budget queries with period-over-period comparison |
| Allocation | create_virtual_dimension_draft, update_virtual_dimension_draft, preview_virtual_dimension_draft, publish_virtual_dimension, virtual_dimension_overlap_matrix | Define custom cost axes with ordered CEL rules, preview, then publish |
| Reporting | create_report, update_report, preview_report_widget, run_report_now, create_dashboard, update_dashboard | Scheduled Slack, Teams, and email reports plus dashboards built from chat |
| Alerting and events | create_alert, preview_alert, list_alerts, create_event, update_event | Cost and budget alerts, and event annotations for correlation |
Write tools act only inside your Costory workspace. Query scoping follows the calling user's workspace role.
Skills are the workflow layer: each one encodes how to sequence the tools above for a class of question, so the assistant does not have to rediscover it.
MCP skillId | Use when |
|---|---|
bigquery | BigQuery warehouse caveats (on-demand vs slots, physical vs logical, labels) plus the [BigQuery] dashboard template |
cost-change-investigation | Explain a cost change with contribution, timing, usage, metric, event, alert, and terminology evidence |
query | Cost, usage, metric, formula, and budget investigation. Explorer period-over-period only; hands off "what changed" to reports Explain |
virtual-dimensions | Create, edit, preview, and publish custom cost axes with ordered CEL rules |
dashboards | Create or extend dashboards with context-first widget inheritance and overview generation |
reports | Scheduled Slack, Teams, and email reports, and preview-first DIGEST to explain last month's cost |
recipes | Ready-made tracking designs matched to an outcome, then handed off to the skills above to build |
Recipes currently cover BigQuery warehouse routing, GCP spend-based CUDs, budget-vs-actual dashboards, EC2 spike alerts, prod-vs-R&D splits, untagged coverage, marketplace spend, provider credits, namespace cost, compute drilldowns, and period-change explanation. See plugins/costory/skills/recipes/.
This repo also ships a Cursor plugin layout next to the Claude Code marketplace:
.cursor-plugin/marketplace.json — multi-plugin marketplace manifestplugins/costory/.cursor-plugin/plugin.json — Cursor plugin manifestplugins/costory/mcp.json — hosted MCP at https://app-api.costory.io/mcp (OAuth in the client)plugins/costory/assets/logo.png — plugin logoListed on cursor.directory/plugins/costory.
The plugin wires the MCP server and installs the skills in one step.
# Claude Code
claude plugin marketplace add costory-io/costory-finops-mcp-skills claude plugin install costory@costory
codex plugin marketplace add costory-io/costory-finops-mcp-skills codex plugin add costory@costory
Skills only, any agent ([skills.sh](https://skills.sh)): installs the seven skills into Claude Code, Cursor, Codex and other agents that read Agent Skills. Connect the MCP separately (see above).
npx skills add costory-io/costory-finops-mcp-skills
Kiro: this repo ships a Kiro power (MCP connection + FinOps skill). In Kiro, open the Powers panel → Add Custom Power → Import power from GitHub and enter https://github.com/costory-io/costory-finops-mcp-skills/tree/main/powers/costory.
.mcp.json ← ready-to-copy MCP client config
skills.json ← MCP skillId -> SKILL.md path .claude-plugin/marketplace.json server.json ← official MCP Registry entry (io.costory/finops) gemini-extension.json + GEMINI.md ← Gemini CLI extension (MCP connection + context) powers/costory/ ← Kiro power (plugin.json + mcp.json + skills/costory-finops) plugins/costory/ .claude-plugin/plugin.json .mcp.json ← MCP server wired by the Claude Code / Codex plugin README.md LICENSE ← Apache-2.0 (copy of the root LICENSE) skills/ bigquery/SKILL.md cost-change-investigation/SKILL.md query/SKILL.md virtual-dimensions/SKILL.md dashboards/SKILL.md reports/SKILL.md recipes/SKILL.md + recipe library
get_skill)skills.json maps each MCP skillId to a SKILL.md path. When wiring costory-app, load the file from this repo (or a pinned release), strip optional YAML frontmatter, and return the markdown body.
{
"skillId": "dashboards", "path": "plugins/costory/skills/dashboards/SKILL.md" }
See AGENTS.md for layout rules, version bumps, and validation. Use SKILL_TEMPLATE.md when adding a skill.
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Apache-2.0, see LICENSE.