Causely Agent Integrations — MCP Skills, Plugins & CLI
MCP serverAI & modelsCausely gives your AI causal reasoning for reliability, so it can pinpoint why problems happen and what they affect. Once added, your AI can find the root cause of an issue, see how far it spreads across services, and check whether services are healthy. That means clearer answers when something goes wrong.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding causely, ask your AI to investigate a reliability issue or check the health of your services.
Then ask your AI: use Causely Agent Integrations — MCP Skills, Plugins & CLI
What your AI can do with it
- Find the root cause of a reliability problem
- See the blast radius of an issue, meaning how far it spreads across services
- Check the current health of services
- Explain why a service is unhealthy
From the project's README
As published by causely-oss/causely-client in README.md.
These are the tools that let AI agents query Causely's causal model directly, instead of scanning raw telemetry and guessing. This repository bundles client-side resources for working with Causely: agent integrations (MCP), a Kubernetes install CLI, and a shell toolkit for the Causely GraphQL API.
The Causely MCP server is hosted at https://api.causely.app/mcp. Point any MCP-compatible client at it and sign in with your Causely account on first connect (OAuth, no API keys). It exposes Causely's causal model, deterministic root cause, blast radius, and service health, as structured tools your agent can call directly.
| Area | Path | What it is |
|---|---|---|
| MCP skills & plugins | mcp/ | Claude (and compatible) skills that route work across Causely's MCP tools, plus starter configs for Cursor, Claude, Codex, VS Code Copilot, and OpenCode. |
| Kubernetes CLI | cli/ | Go CLI that wraps Helm to install and manage the Causely agent in-cluster. |
| API shell client | api/ | Bash libraries and scripts for snapshots, comparisons, and CI workflows against the Causely API. |
Product documentation lives at docs.causely.ai. For MCP authentication, headers, and troubleshooting, start with MCP Server Integration.
MCP (mcp/)
Point any MCP-compatible client directly at the hosted server:
https://api.causely.app/mcp
On first connect, your client opens a browser to sign in to Causely (OAuth). No API keys or custom headers are required for the hosted server.
Or install the pre-built skills below for Claude Code, Claude Desktop, and Cursor, so your agent gets the right investigation sequence without hand-writing tool-selection logic.
mcp/README.md— Overview of the seven packaged skills (alert triage, change impact, health reporting, K8s investigation, correlated incidents, postmortems, and the master MCP router).mcp/plugins/README.md— How to wire the hosted MCP server into Claude, Cursor, Codex, GitHub Copilot, OpenCode, and related tools, including optional custom headers.- Leaf skills — six drop-in folders under
mcp/skills/, each withSKILL.mdandreferences/complete-investigation.md(symlink to the sharedmcp/complete-investigation.mdin this repo). - Master router skill —
mcp/SKILL.md(samecausely-mcprole as in the skills overview) plusmcp/complete-investigation.mdat themcp/root for full tool routing and investigation patterns.
Curious why causal context matters for agent accuracy? See the benchmark results — 100% fault scenario accuracy and 48% fewer tokens per investigation across 72 experiments.
CLI (cli/)
Install and operate the Causely agent from the terminal. See cli/README.md for the install script, causely agent install, auth, and Helm-oriented flags. Official install guide: CLI Installation.
go build -C cli -o causely .
./causely version
API client (api/)
Shell-based GraphQL client: snapshots, diffing, GitHub Actions examples, and numbered docs. See api/README.md and api/docs/.
Contributing
See CONTRIBUTING.md for project layout, development setup, and how to submit changes.
The Go module for the CLI is declared in go.mod at the repository root (github.com/Causely/causely-api-client).
Signals
- GitHub stars
- 3
- Last commit
- Aug 2026
Advanced
- Delivery
- causely MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
app-causely-causely- Source
- github.com/causely-oss/causely-client
- Hosted endpoint
https://api.causely.app/mcp