Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/jrmatherly/mcp-context-forgenpx agentmods add skills/jrmatherly/mcp-context-forge/mcf-serverWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/jrmatherly/mcp-context-forge/mcf-server)<a href="https://agentmods.dev/skills/jrmatherly/mcp-context-forge/mcf-server"><img src="https://agentmods.dev/badge/skills/jrmatherly/mcp-context-forge/mcf-server/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/jrmatherly/mcp-context-forge/mcf-server"><img src="https://agentmods.dev/badge/skills/jrmatherly/mcp-context-forge/mcf-server.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00079 | $0.02343 |
| Opus 5 | $0.00039 | $0.01171 |
| Sonnet 5 | $0.00016 | $0.00469 |
| Haiku 4.5 | $0.00008 | $0.00234 |
Grade C, and why
mcf-server scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
rm -rf .pytest_cache .ruff_cache .mypy_cache __pycache__ */__pycache__ *.egg-info Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
RUN apt-get update && apt-get install -y --no-install-recommends ca-certificates curl && rm -rf /var/lib/apt/lists/* How it starts
The opening of the file, as written. The whole thing — 302 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Create an MCP server for: $ARGUMENTS
Language Decision
Ask the user which language unless obvious from context:
- Python (FastMCP 2.x) — Default choice. 20 existing examples in
mcp-servers/python/. Best for rapid development, API integrations, and data processing. - Go (mcp-go) — 6 existing examples in
mcp-servers/go/. Best for high-performance, low-latency, or standalone binary deployments.
Python Server (FastMCP 2.x)
Project Layout
mcp-servers/python/<server-name>/
pyproject.toml
Makefile
Containerfile
README.md
src/<package_name>/
__init__.py
server_fastmcp.py # FastMCP entry point
tools.py # optional: separate tool logic
tests/
test_server.py
Step 1: Scaffold the project
Use the naming convention: kebab-case for directory, snake_case for package.
# Example: mcp-servers/python/weather-server/src/weather_server/
mkdir -p mcp-servers/python/<server-name>/src/<package_name>
mkdir -p mcp-servers/python/<server-name>/tests
touch mcp-servers/python/<server-name>/src/<package_name>/__init__.py
Step 2: Create server_fastmcp.py
Follow this pattern (all 20 existing servers use it):
# -*- coding: utf-8 -*-
from fastmcp import FastMCP
import argparse
mcp = FastMCP("<server-name>", version="0.1.0")
@mcp.tool
def my_tool(param: str) -> str:
"""Tool description — type hints define the MCP schema."""
return f"Result: {param}"
def main() -> None:
"""Entry point with transport selection."""
parser = argparse.ArgumentParser(description="<Server Name> FastMCP Server")
parser.add_argument("--transport", choices=["stdio", "http"], default="stdio")
parser.add_argument("--host", default="0.0.0.0")
parser.add_argument("--port", type=int, default=8000)
args = parser.parse_args()
if args.transport == "http":
mcp.run(transport="http", host=args.host, port=args.port)
else:
mcp.run()
if __name__ == "__main__":
main()
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 302 lines · 79 tokens per session scan C a241cf318e82
mcf-server is a skill published in the GitHub repository jrmatherly/mcp-context-forge (0 stars, last pushed 6mo ago), licensed Apache-2.0. It adds 79 tokens to every session and 2,343 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it C with 2 findings (recursive force delete, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
mem0-oss-to-platform
Plan and then execute a migration of a project from the mem0 open-source / self-hosted SDK (the local Memory class) to the mem0 Platform / hosted / managed SDK (the MemoryClient class). Use this whenever a developer wants to move, switch, or migrate their mem0 usage off OSS/self-hosted to the hosted API — e.g.…
agui-dotnet-protobuf
Use the protobuf wire transport (instead of the default Server-Sent Events) for an AG-UI connection with the AG-UI .NET SDK — a compact binary event stream negotiated via the Accept header. USE FOR: making an AGUIChatClient prefer protobuf by wiring an AGUIEventStreamHandler with ProtobufEventStreamFormatter (then…
azure-mgmt-botservice-dotnet
Azure Resource Manager SDK for Bot Service in .NET. Management plane operations for creating and managing Azure Bot resources, channels (Teams, DirectLine, Slack), and connection settings. Triggers: "Bot Service", "BotResource", "Azure Bot", "DirectLine channel", "Teams channel", "bot management .NET", "create bot".
fastapi-router-py
Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new routes, implementing CRUD operations, or adding authenticated endpoints in FastAPI applications.
migrate-segw-to-rap
Reverse-engineer a SEGW-built OData V2 service (MPC/DPC/MPCEXT/DPCEXT) into a modern RAP V4 service — tables, CDS views (interface + projection), behavior definitions, draft entities, service definition + binding. Use when asked to "migrate this SEGW service to RAP", "convert OData V2 to V4 RAP", "modernize this…
telnyx-messaging-hosted-curl
Set up hosted SMS numbers, toll-free verification, and RCS messaging. Use when migrating numbers or enabling rich messaging features. This skill provides REST API (curl) examples.