Prometheus MCP Server for AutoGenGive AutoGen instant access to 14 tools to Clean Tombstones, Create Snapshot, Delete Series, and more
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Prometheus as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.
Ask AI about this MCP Server for AutoGen
The Prometheus MCP Server for AutoGen is a standout in the Loved By Devs category — giving your AI agent 14 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with McpWorkbench(
server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
transport="streamable_http",
) as workbench:
tools = await workbench.list_tools()
agent = AssistantAgent(
name="prometheus_agent",
tools=tools,
system_message=(
"You help users with Prometheus. "
"14 tools available."
),
)
print(f"Agent ready with {len(tools)} tools")
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Prometheus MCP Server
Connect your Prometheus instance to any AI agent and transform your observability data into actionable insights through natural conversation.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Prometheus tools. Connect 14 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.
What you can do
- Instant & Range Queries — Evaluate complex PromQL expressions for real-time status or historical trends over specific time windows.
- Metric Discovery — Find time series matching specific label selectors and explore available labels and their values across your environment.
- Metadata Inspection — Retrieve detailed metadata about metrics scraped from targets to understand units, types, and help text.
- Admin Operations — Create data snapshots, delete specific series, and clean tombstones (requires admin API enabled).
- System Status — Inspect your Prometheus configuration, flags, and runtime information to ensure your monitoring stack is healthy.
The Prometheus MCP Server exposes 14 tools through the Vinkius. Connect it to AutoGen in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 14 Prometheus tools available for AutoGen
When AutoGen connects to Prometheus through Vinkius, your AI agent gets direct access to every tool listed below — spanning prometheus, promql, metrics, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Clean tombstones on Prometheus
enable-admin-api to be enabled. Remove deleted data from disk
Create snapshot on Prometheus
enable-admin-api to be enabled on the Prometheus server. Create a snapshot of all current data
Delete series on Prometheus
enable-admin-api to be enabled. Delete data for a selection of series in a time range
Find series on Prometheus
Find time series matching label selectors
Get label values on Prometheus
Get all values for a specific label
Get labels on Prometheus
Get a list of all label names
Get metadata on Prometheus
Get metadata about metrics scraped from targets
Get status buildinfo on Prometheus
Get Prometheus build information
Get status config on Prometheus
Get the currently loaded Prometheus configuration (YAML)
Get status flags on Prometheus
Get configured Prometheus flag values
Get status runtimeinfo on Prometheus
Get Prometheus runtime information
Get status tsdb on Prometheus
Get TSDB cardinality statistics
Query on Prometheus
Evaluate a PromQL expression at a single point in time
Query range on Prometheus
Evaluate a PromQL expression over a range of time
Connect Prometheus to AutoGen via MCP
Follow these steps to wire Prometheus into AutoGen. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install AutoGen
pip install "autogen-ext[mcp]"Replace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenIntegrate into workflow
Explore tools
Why Use AutoGen with the Prometheus MCP Server
AutoGen provides unique advantages when paired with Prometheus through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Prometheus tools to solve complex tasks
Role-based architecture lets you assign Prometheus tool access to specific agents. a data analyst queries while a reviewer validates
Human-in-the-loop support: agents can pause for human approval before executing sensitive Prometheus tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Prometheus tool responses in an isolated environment
Prometheus + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Prometheus MCP Server delivers measurable value.
Collaborative analysis: one agent queries Prometheus while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Prometheus, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Prometheus data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Prometheus responses in a sandboxed execution environment
Example Prompts for Prometheus in AutoGen
Ready-to-use prompts you can give your AutoGen agent to start working with Prometheus immediately.
"Run an instant query for 'up' to see which targets are currently reachable."
"Show me the average CPU usage for the last 30 minutes using query_range."
"What is the metadata for the metric 'http_requests_total'?"
Troubleshooting Prometheus MCP Server with AutoGen
Common issues when connecting Prometheus to AutoGen through Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Prometheus + AutoGen FAQ
Common questions about integrating Prometheus MCP Server with AutoGen.
How does AutoGen connect to MCP servers?
Can different agents have different MCP tool access?
Does AutoGen support human approval for tool calls?
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