Fw Context MCP runs on your own machine — the client starts it, so there is no endpoint to ping. 3 144 installs a week from pypi. Last commit 18 Sep 2026.
Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools
We read the source, 21 h ago · rules 3dff92dd89df
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
setup.py: выполняет код при установке пакета
subprocess.run(cmd, check=True, cwd=scwd, **kwargs)
env = dict(os.environ)
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add fw-context-mcp -- uvx fw-context-mcp
{
"mcpServers": {
"fw-context-mcp": {
"args": [
"fw-context-mcp"
],
"command": "uvx"
}
}
}
[mcp_servers.fw-context-mcp]
command = "uvx"
args = ["fw-context-mcp"]
{
"mcpServers": {
"fw-context-mcp": {
"args": [
"fw-context-mcp"
],
"command": "uvx"
}
}
}
{
"mcpServers": {
"fw-context-mcp": {
"args": [
"fw-context-mcp"
],
"command": "uvx"
}
}
}
Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.
The Graph-Native Intelligence Layer for Code.
Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.
Simple Language MCP server — code intelligence, debugging, build, test, and VCS tools
Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools.
Code intelligence MCP: symbols, call graphs, change impact + affected tests, routes, search.
Code intelligence for 15+ languages: semantic graph queries instead of file reads. 37 MCP tools.
Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.
Answers built from our own checks of this server.