mcpbeat Sign in

Fw Context MCP Server

local only

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

Installs per day peak 1 260 · avg 435 · +63% w/w
a month agotoday
3 144
Installs / week
pypi · fw-context-mcp
8
Stars
0 open issues
18 Sep 2026
Last commit
0 releases in 90 days
MIT
License
Python

What the code does

We read the source, 21 h ago · rules 3dff92dd89df

Capabilities

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.

Runs a command on install [пакет] package.json:1
setup.py: выполняет код при установке пакета

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

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.

Three servers free · no card

Connect this server

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.

run in your terminal
claude mcp add fw-context-mcp -- uvx fw-context-mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "fw-context-mcp": {
      "args": [
        "fw-context-mcp"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.fw-context-mcp]
command = "uvx"
args = ["fw-context-mcp"]
.cursor/mcp.json
{
  "mcpServers": {
    "fw-context-mcp": {
      "args": [
        "fw-context-mcp"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "fw-context-mcp": {
      "args": [
        "fw-context-mcp"
      ],
      "command": "uvx"
    }
  }
}

Alternatives to Fw Context MCP

same job, measured the same way
I
Srclight
by srclight

Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.

2 671 installs/wk local only
Arbor
by anandb71

The Graph-Native Intelligence Layer for Code.

local only
Graqle
by graqle

Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.

local only
Simple MCP Server
by ormastes

Simple Language MCP server — code intelligence, debugging, build, test, and VCS tools

58 installs/wk local only
Codehelper
by veyrforge

Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools.

local only
Code Atlas
by lusiem

Code intelligence MCP: symbols, call graphs, change impact + affected tests, routes, search.

46 installs/wk local only
TokenSave
by aovestdipaperino

Code intelligence for 15+ languages: semantic graph queries instead of file reads. 37 MCP tools.

local only
AI Architect MCP Codebase
by cdeust

Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.

local only

Fw Context MCP — questions

Answers built from our own checks of this server.

Why is there no uptime for Fw Context MCP?
Fw Context MCP runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package fw-context-mcp was installed 3 144 times last week.
How do I connect Fw Context MCP?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls fw-context-mcp straight from pypi; nothing to host, nothing to sign up for.
How many people use Fw Context MCP?
The pypi package fw-context-mcp was installed 3 144 times in the last week. Week over week that is +63%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Fw Context MCP open source?
Yes — it is published under the MIT licence, written in Python and 8 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.