
OpenClaw FinOps
io.github.maryadawson-codePublished by GitHub account maryadawson-codev1.0.0Updated Oct 25, 2026
Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
The publisher's own server: OpenClaw Direct
Overview
A remote MCP server that gives an assistant verified AWS, GCP and Azure pricing so it can forecast cloud deployment costs instead of guessing.
- What you can do
- Forecast monthly deployment cost for a set of cloud services on AWS, GCP or Azure, with a line-item breakdown and total estimate (forecast_deployment_cost).
- When to use it
- Use it when an assistant is planning or comparing cloud deployments and needs grounded monthly cost estimates for supported instance, database, cache and storage services rather than LLM guesses.
- Requirements
- A remote streamable HTTP endpoint; no local runtime or package. A required API key sent in the x-api-key header. The free tier allows 25 operations per month; more requires a paid upgrade.
Installation
In SourceWeft
- Open OpenClaw FinOps in the dashboard and add it to a workspace.
- Connect x-api-key credentials. They are stored privately and never shown on public pages.
- Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/io.github.maryadawson-code%2Fopenclaw-finops/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Other MCP clients
Add this to your client's mcpServers config.
{
"mcpServers": {
"openclaw-finops": {
"type": "http",
"url": "https://openclaw-finops.marywomack.workers.dev/mcp",
"headers": {
"x-api-key": "<YOUR_API_KEY>"
}
}
}
}README
IntegrityPulse FinOps
Stop your AI agents from hallucinating cloud costs. Get real pricing forecasts inside the conversation.
[MCP Server] [Cloudflare Workers] [License: MIT]
What is this?
IntegrityPulse FinOps is a remote MCP server that gives AI coding agents accurate, real-time cloud deployment cost forecasts. Instead of your agent guessing that "an EC2 instance costs around $50/month," it calls a tool backed by a verified pricing matrix and returns a line-item breakdown.
One tool. Three providers. Zero hallucinations.
Quick Start
Claude Desktop
Add this to your claude_desktop_config.json:
Cursor
Add to your .cursor/mcp.json:
cURL
The Tool: forecast_deployment_cost
Supported services:
Why It Exists: FinOps for the Agentic Era
AI agents are moving from "write me code" to "deploy this for me." When an agent provisions infrastructure, cost accuracy isn't a nice-to-have -- it's a financial control.
The problem: LLMs hallucinate pricing. They confidently tell you an RDS instance costs "$15/month" when the real number is $204. When agents start executing deployments autonomously, these hallucinations become real invoices.
The solution: IntegrityPulse FinOps is a grounded pricing oracle that agents call as a tool. The pricing matrix is maintained, versioned, and deterministic. No generation, no guessing.
Agentic Commerce & the Revenue Gate
This server is also a reference implementation of Revenue-Gated MCP -- a pattern for monetizing MCP tools without breaking the agent experience.
Here's how it works:
- Every request carries an
x-api-keyheader. - The server checks the user's
tierandmonthly_usage_countin Supabase. - Free tier users get 25 operations/month.
- When the limit is hit, the server does NOT return an HTTP error. Instead, it returns a valid MCP tool result with
isError: true:
Why isError: true instead of HTTP 402/429?
Because the consumer is an LLM, not a browser. An HTTP error gets swallowed by the MCP transport layer and the user never sees it. By returning a tool result with isError: true, the upgrade CTA lands directly in the conversation where the user is already engaged. The agent reads it, surfaces it, and the user can act on it immediately. This is commerce at the point of intent.
Stripe Integration
When a user upgrades via the billing link, Stripe fires a checkout.session.completed webhook to /api/webhook/stripe. The server automatically:
- Updates their tier from
FREEtoPRO - Resets their usage counter to 0
- The next agent request goes through seamlessly
Architecture
- Runtime: Cloudflare Workers (edge, ~0ms cold start)
- Framework: Hono (lightweight, Workers-native)
- MCP SDK:
@modelcontextprotocol/sdkwith Streamable HTTP transport - Auth: API key in
x-api-keyorAuthorization: Bearerheader - Database: Supabase (PostgreSQL)
- Payments: Stripe Checkout + Webhooks
Self-Hosting
License
MIT
Source: README.md at commit 72abbde
Tools
0Version history
1- v1.0.0LatestSep 16, 2026
Score
75% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 daysRequired25 pts
- Auth declaredRequired10 pts
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts
Declare a license in the repository or the registry entry.
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