Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
FinOps agent MCP: one allocated view of cloud, AI and data costs for your team. Starter $300/mo
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Works in Claude on the web, desktop and mobile:
https://app-api.costory.io/mcpRun this in your terminal
claude mcp add --transport http finops https://app-api.costory.io/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"finops": {
"url": "https://app-api.costory.io/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"finops": {
"type": "http",
"url": "https://app-api.costory.io/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://app-api.costory.io/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified against the domain costory.io (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.2) reached the registry 16 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Fomu MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.