Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Encode, decode, and convert numbers across FP32, FP16, BF16, TF32, FP8/6/4, and integer formats.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"fp-conv": {
"command": "npx",
"args": [
"-y",
"fp-conv-mcp"
]
}
}
}Run this in your terminal
claude mcp add fp-conv -- npx -y fp-conv-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"fp-conv": {
"command": "npx",
"args": [
"-y",
"fp-conv-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"fp-conv": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"fp-conv-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account sw23, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.5.1) reached the registry 7 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Foliosio
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read your support inbox, tag conversations and save draft replies from your AI agent. Never sends.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
A Model Context Protocol (MCP) server that gives AI agents direct, local tools for floating-point conversions. It is the server-side companion to the fp-conv web app and reuses the same conversion library.
Encode, decode, and convert numbers across FP32, FP64, FP16, BF16, TF32, FP8, FP6, FP4, MX scale/element types, signed/unsigned ints, and custom formats. Supports rounding modes, overflow (saturation) behavior, and calculates precision loss.
| Tool | Description |
|---|---|
list_formats | List all available format presets (keys, names, categories, parameters). |
get_format_info | Get detailed information about a format (bias, range, special-value support). |
encode_number | Encode a decimal value (or Infinity/NaN) into a format. Returns binary, hex, and components. |
decode_bits | Decode a binary or hex bit-pattern into a format. Returns the decimal value and components. |
convert_format | Convert a value from one format to another. |
For convert_format, the source is either a value, constructed using the input format's standard defaults, or bits, a binary or hex bit pattern in the input format used exactly as given; exactly one of the two is required. Its roundingMode and overflowMode parameters apply only when encoding the output format. encode_number applies those parameters to its sole format.
convert_format also takes nanMode, which decides what a NaN source becomes: canonical (default) gives the output format's canonical quiet NaN, and preserve keeps the sign and as many high-order payload bits as fit, quieted (IEEE 754-2019 §6.2.3). A NaN's sign and payload exist only in its bit pattern, so give it as bits: { "bits": "0xFFC00000", "inputFormat": "fp32", "outputFormat": "fp16", "nanMode": "preserve" } returns 0xFE00, where canonical returns 0x7E00. See NaN behavior.
All tools accept either a preset key (string) or a custom format object.
| Category | Keys |
|---|---|
| IEEE 754 | "fp64", "fp32", "fp16" |
| ML | "bf16", "tf32" |
| OCP | "fp8_e5m2", "fp8_e4m3", "fp6_e3m2", "fp6_e2m3", "fp4_e2m1", "e8m0", "mxint8" |
| Integer | "int32", "uint32", "int16", "uint16", "int8", "uint8", "int4", "uint4" |
For floating-point:
{ "signBits": 1, "exponentBits": 5, "mantissaBits": 10, "bias": 15, "hasInfinity": true, "hasNaN": true }
| Field | Required | Description |
|---|---|---|
signBits | no | Number of sign bits, 0 or 1 (default 1) |
exponentBits | yes | Number of exponent bits |
mantissaBits | yes | Number of mantissa (fraction) bits |
bias | no | Exponent bias; defaults to 2^(exponentBits-1) - 1 |
hasInfinity | no | Whether the format can represent ±Infinity (default true) |
hasNaN | no | Whether the format can represent NaN (default true). Decided by the layout when hasInfinity is set: true with a mantissa field (passing false there is an error), false without one |
hasSubnormals | no | Whether exponent field 0 is a subnormal/zero region (default true). Set false for a scale type such as E8M0. |
For integers:
{ "bits": 16, "signed": true }
| Field | Required | Description |
|---|---|---|
bits | yes | Total bit width (1–64) |
signed | no | true for signed two's-complement, false for unsigned (default true) |
fractionBits | no | Implicit 2^-fractionBits scale (default 0; MXINT8 uses 6) |
symmetric | no | Leave the most-negative encoding unused so the range is symmetric (default false) |
Precision note: encoding, decoding and conversion are exact at every
width. A value a JSON number could not name exactly (a 64-bit integer's
maximum, a mantissa wider than 53 bits, a magnitude outside fp64's range) is
returned as a decimal digit string rather than a rounded number. Every flag
in a custom format, when given, must be a JSON boolean.
Refer to the following examples with details on how to configure the MCP server:
.vscode/mcp.json){
"servers": { "fp-conv": { "type": "stdio", "command": "npx", "args": ["-y", "fp-conv-mcp"] } } }
claude mcp add fp-conv -- npx -y fp-conv-mcp
copilot mcp add fp-conv -- npx -y fp-conv-mcp
.cursor/mcp.json) / Windsurf / Claude Desktop{
"mcpServers": { "fp-conv": { "command": "npx", "args": ["-y", "fp-conv-mcp"] } } }
~/.gemini/config/mcp_config.json){
"mcpServers": { "fp-conv": { "command": "npx", "args": ["-y", "fp-conv-mcp"] } } }
Alternatively, the server can run a local Streamable HTTP endpoint:
npm install -g fp-conv-mcp
fp-conv-mcp --http --host 127.0.0.1 --port 3001
Security: The HTTP transport has no authentication and binds to
127.0.0.1
by default. Do not bind it to a non-loopback interface unless you add your own
authentication and understand the implications.
To block DNS-rebinding and cross-site requests from web pages, the server
refuses (403) a request whose
Hostis not a loopback name or the--host
address, and one whose
Originnames any other host. A wildcard bind
(
--host 0.0.0.0) cannot know its own names, so it skips theHostcheck and
only accepts an
Originthat is loopback or matches theHost. Request
bodies are capped at 1 MiB, and a session idle for 30 minutes is closed.
Once connected, you can ask an agent things like:
0x3E00 decode to?"Use the MCP Inspector:
npx @modelcontextprotocol/inspector npx fp-conv-mcp
Then open the Tools tab, click List Tools, and try any tool.
This package lives in the fp-conv repository as an npm workspace. The published bundle (dist/index.js) inlines the shared conversion engine (lib/floating-point.js) and tool definitions (src/webmcp.js) from the repo root via esbuild, keeping a single source of truth.
npm install # from the repo root
npm run build --workspace fp-conv-mcp npm test --workspace fp-conv-mcp
MIT © Spencer Williams