Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Find AI-isms with evidence and fingerprint a writing voice from samples. 3 of 5 free.
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
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Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://mcp.moltlinestudio.com/humanizerRun this in your terminal
claude mcp add --transport http humanizer https://mcp.moltlinestudio.com/humanizerPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"humanizer": {
"url": "https://mcp.moltlinestudio.com/humanizer"
}
}
}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": {
"humanizer": {
"type": "http",
"url": "https://mcp.moltlinestudio.com/humanizer"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://mcp.moltlinestudio.com/humanizerMenu names can differ slightly by plan and over time.
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.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 publisher (moltlinestudio.com) is not the repo owner (GarphenGate); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 0 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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.2.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, AvaHR
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 hiring data and create inactive assessment and questionnaire drafts for human review.
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 thin, dependency-free stdio bridge to Moltline Studio's fleet of 22 hosted MCP servers.
Most modern MCP clients can connect to the fleet directly over Streamable HTTP, no install needed (see Direct connection below). This bridge exists for clients that only speak the stdio transport: it proxies newline-delimited JSON-RPC between your client and the hosted server, verbatim, with no telemetry and no dependencies beyond the Python 3.9+ standard library.
MOLTLINE_LICENSE in your MCP client's environment; the bridge sends it as the X-Moltline-License header and never writes it to argv, URLs or logs. See auth.md.Find it on: Smithery · MCPize · Glama · Clawmart · MCP Registry
| Server | Tools | What it does |
|---|---|---|
catalog | 10 | Search 138 agent skills and personas by plain-language job; preview any product. |
codereview | 7 | Risk-scan a diff, flag AI-generated-code tells, find secrets, report complexity. |
govern | 8 | Audit an MCP config or SKILL.md for over-broad scope and prompt-injection risk. |
timeops | 5 | Business days, meeting overlap, recurrence expansion, deadline and SLA math. |
data | 7 | Paste-your-data analytics: CSV profiling, A/B tests, correlation, growth, cohorts. |
humanizer | 5 | Find AI-isms with evidence, fingerprint a writing voice, measure burstiness. |
business | 8 | 30 finance, bookkeeping, legal-ops and SMB operations persona-skill products. |
creator | 8 | 20 blogging, brand-voice, copywriting, video and social persona-skill products. |
educator | 7 | 8 curriculum, classroom, accommodations and exam-prep persona-skill products. |
outbound | 8 | 7 outreach, sequencing, deliverability, call-coaching and CRM-hygiene products. |
personal | 9 | 20 inbox, calendar, travel, meals and family-logistics persona-skill products. |
research | 8 | 7 research navigation, thesis, note-taking and citation persona-skill products. |
skillmd-lint | 6 | Lint a SKILL.md for frontmatter, structure, secrets and size. All tools free. |
merchant | 6 | Commerce arithmetic: processor fees, charge-to-net, invoice totals, proration. |
shipping | 6 | Dimensional weight, parcel fit, landed cost, freight class, rate cards. |
shopify | 6 | Check a product CSV, URL handles, variant matrices and metafield keys. |
dropship | 6 | Dropshipping unit economics: margin, lead time, SKU mapping, price ladders. |
recall | 6 | A portable knowledge-graph memory you pass in and get back. No database. |
vision | 6 | Image header probing, bbox conversion, resize plans, color and detection math. |
regclock | 9 | Incident-reporting deadlines from the legal text (EU CRA, NIS2, DORA, GDPR, UK GDPR, HIPAA, SEC 8-K), cited. |
taxlots | 8 | Crypto cost basis: parse exchange CSVs, lint, match transfers, FIFO/LIFO/HIFO lots, Form 8949 rows, 1099-DA diff. |
optimize | 11 | OR-Tools routing, 3-D packing, 1-D/2-D cutting, knapsack and shift rostering with stated limits. |
Machine-readable discovery: api-catalog · per-server card at https://mcp.moltlinestudio.com/ /.well-known/mcp/server-card.json · fleet health.
If your MCP client supports Streamable HTTP (Claude Desktop, Claude Code, Cursor, and most current clients do), point it straight at the hosted endpoint (nothing to install):
{
"mcpServers": { "moltline-timeops": { "type": "http", "url": "https://mcp.moltlinestudio.com/timeops" } } }
Swap timeops for any slug in the table above.
Run directly (recommended): the bridge is a single stdlib-only file, so a clone is all you need:
git clone https://github.com/GarphenGate/moltline-mcp.git
python3 moltline-mcp/moltline_mcp.py timeops # any of the 22 slugs; default: catalog
Docker: see Docker below if you prefer a container.
A PyPI package is planned; until then, use the methods above.
Point your MCP client at the script with an absolute path:
{
"mcpServers": { "moltline-timeops": { "command": "python3", "args": ["/absolute/path/to/moltline-mcp/moltline_mcp.py", "timeops"] } } }
Or run it through Docker (after docker build -t moltline-mcp .):
{
"mcpServers": { "moltline-timeops": { "command": "docker", "args": ["run", "-i", "--rm", "moltline-mcp", "timeops"] } } }
python3 moltline_mcp.py [server] [--timeout SECONDS] [--list] [--version]
server: one of the 22 slugs (default catalog); anything else fails fast with the valid list.--timeout: per-request timeout in seconds (default 300, or env MOLTLINE_TIMEOUT).--list: print the server slugs and exit.MOLTLINE_BASE_URL: override the fleet base URL (for testing).MOLTLINE_LICENSE: your Moltline license, sent as the X-Moltline-License header to unlock premium tools. Omit it and the bridge runs free-tier only.MOLTLINE_DEBUG=1: diagnostic logging on stderr (stdout stays protocol-clean). The license is never logged; debug output reports only whether one is configured.The bridge also runs containerized (stdio in, network egress to the fleet required):
docker build -t moltline-mcp .
docker run -i --rm moltline-mcp timeops # any of the 22 slugs; default: catalog
See Client configuration for the matching mcpServers entry.
One process per server connection. Each JSON-RPC message read from stdin is POSTed to https://mcp.moltlinestudio.com/ ; JSON and SSE-framed responses are relayed back to stdout as newline-delimited JSON. The bridge tracks the server-assigned Mcp-Session-Id and echoes the negotiated MCP-Protocol-Version, per the Streamable HTTP transport spec. It never inspects, stores, or reports your traffic.
The bridge ships with an offline test suite - no network, no dependencies:
python -m unittest -v
Twenty-two tests cover the parts that actually break in a transport bridge: newline-delimited framing, SSE event splitting (multiple events, multi-line data: payloads, a trailing event with no blank line, comments and named events), session-id capture and reuse, protocol-version negotiation on initialize only, and error relay - a JSON-RPC error document is passed through verbatim, anything else becomes a well-formed -32603. CI runs them on Python 3.9, 3.12 and 3.13, plus a Docker build and container smoke test.
MOLTLINE_LICENSE in the environment and the bridge forwards it as the X-Moltline-License request header. It is deliberately not a command-line flag: argv is world-readable through ps. It is never placed in a URL and never logged. Details: auth.md.MIT © 2026 Moltline Studio