Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
AI Visibility and Content Intelligence tools for Claude and MCP-compatible agents.
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 …”.
Works in Claude on the web, desktop and mobile:
https://mcp.sleepwalker.ai/mcpRun this in your terminal
claude mcp add --transport http sleepwalker https://mcp.sleepwalker.ai/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"sleepwalker": {
"url": "https://mcp.sleepwalker.ai/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": {
"sleepwalker": {
"type": "http",
"url": "https://mcp.sleepwalker.ai/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.
ChatGPT connects only to servers on the internet:
https://mcp.sleepwalker.ai/mcpMenu 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 6, 2026
The registry name was verified against the domain sleepwalker.ai (the registry checks domain ownership)
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 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 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 (0.1.1) reached the registry 4 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, Dechonet MCP
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.
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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.
AI Visibility and Content Intelligence for agents, products, and teams.
Run AI-search checks, inspect citations, score content, and save every result in one workspace.
Website · App · Docs · MCP · API · CLI · Cookbook
Sleepwalker helps teams understand how AI systems talk about a brand and what content needs to change. It combines two connected workflows:
You can run the same work from the hosted app, the public API, MCP clients, or the CLI. Results stay connected, so a run started by an agent can be reviewed later in the app or queried from code.
This repository is the public developer surface for Sleepwalker: CLI package, API examples, MCP setup notes, and short guides. The hosted engine, app source, database schema, provider integrations, and billing systems are private.
Try the CLI without an account first. okf export is free and open source. It runs on your machine, fetches a page, and writes an agent-ready markdown bundle to a local folder. No API key, no credits:
npx -y @sleepwalkerai/cli okf export https://www.sleepwalker.ai
One command exports both concepts: the page content and the technical snapshot of what AI crawlers see. Narrow it with --content or --technical. Both concepts are described in the next section.
For everything else, install the CLI:
npm install -g @sleepwalkerai/cli
sleepwalker init
Create an API key in the Sleepwalker app, then run your first visibility check:
sleepwalker auth key set sw_api_live_...
sleepwalker doctor sleepwalker visibility run https://yourbrand.com \ --brand YourBrand \ --prompt "best ai visibility platform 2026" \ --platform perplexity,openai,grok,gemini \ --watch
One command turns any public page into an Open Knowledge Format bundle: a folder of plain markdown files with YAML frontmatter that any AI agent can read directly. OKF is an open format published in Google Cloud's knowledge-catalog repo. The export runs entirely on your machine and is free for everyone: no account, no API key, no credits.
sleepwalker.ai-okf/
├── index.md navigation and okf_version ├── log.md how and when the bundle was generated ├── home.md the content concept └── home-technical.md the technical snapshot
Both concepts ship by default. --content exports only the content concept, --technical exports only the snapshot.
The content concept is the page as a reader sees it: clean markdown with headings, paragraphs, lists, and links, plus the title, description, canonical URL, and timestamp in the frontmatter. Use it to hand pages to agents, prompts, and retrieval pipelines without HTML noise.
The technical snapshot is the page as an AI crawler sees it. Most AI crawlers do not run JavaScript, so the snapshot reads only the served HTML plus the response itself: the redirect chain and HTML size, curated HTTP headers, the html lang attribute, meta and title tags, canonical, icon and feed links, headings, hreflang, social tags, head scripts, every JSON-LD block, a microdata and RDFa summary, links, images, and the robots directives the page and response carry (meta robots and X-Robots-Tag). Use it to audit what ChatGPT, Claude, Perplexity, and Gemini can actually read on your pages.
One excerpt shows why this matters. A client-side rendered page often exports like this:
## Structured data
JSON-LD: none found. AI crawlers get no schema.org data from this page as served.
Everything is reported, nothing is judged: the export quotes what the page serves and leaves conclusions to you. Duplicate titles and canonicals are preserved on purpose, because they are findings. The only network request is the page fetch itself. Flags, caps, and the full section list live in docs/cli.md.
Want to see the shape of the data first? Open docs/responses.md for full example outputs from serialization, prompt suggestions, AI Visibility, Content Intelligence, and report lookup.
okf export. Open source, runs locally, no account needed.okf export also captures the page's technical layer as served, including meta tags, structured data, headers, and robots directives. --technical exports it alone.| Surface | Best for | Entry point |
|---|---|---|
| App | Human review, credits, keys, and full result views | app.sleepwalker.ai |
| API | Scripts, products, scheduled jobs, and reporting workflows | API docs |
| MCP | Claude and other MCP-capable agents | MCP setup |
| CLI | Terminal workflows and automation | CLI docs |
CLI
sleepwalker visibility run https://yourbrand.com \
--brand YourBrand \ --prompt "best ai visibility platform 2026" \ --platform perplexity,openai,grok,gemini \ --watch
API
curl -s https://api.sleepwalker.ai/v1/visibility/runs \
-H "Authorization: Bearer $SLEEPWALKER_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "url": "https://yourbrand.com", "target_entity": "YourBrand", "prompts": ["best ai visibility platform 2026"], "platforms": ["perplexity","openai","grok","gemini"] }'
MCP
https://mcp.sleepwalker.ai/mcp
Ask an MCP-capable client: Check how YourBrand appears across AI search this week.
App
Open app.sleepwalker.ai for the visual workflow, saved results, credits, and keys.
| Path | What it shows |
|---|---|
docs/agents.md | MCP tool catalog and agent workflow walkthrough |
docs/concepts.md | Runs, probes, serialization, scoring, credits |
docs/cli.md | CLI usage, including the free local okf export |
docs/cookbook.md | Runnable workflows, including CI checks |
docs/responses.md | Full example outputs for the main Sleepwalker actions |
mcp/server.json | Remote MCP server manifest |
mcp/tools.json | Public MCP tool catalog, scopes, and credit behavior |
examples/api/curl | One-call examples for public API actions |
examples/api/javascript | Raw fetch plus a zero-dependency client helper |
examples/api/python | urllib examples plus a small client class |
examples/mcp | OAuth and bearer-token setup notes |
Sleepwalker is pay as you go. Reads, lists, and status polling are normally unmetered. Actions that run work, such as visibility checks, content scoring, and serialization, use prepaid credits. okf export is the exception: it runs locally and is always free. Details live in docs/credits.md and the hosted billing docs.
This repository is intentionally small.
| Public here | Private in Sleepwalker |
|---|---|
| CLI, examples, setup notes, short docs | Hosted engine and app source |
| Public API request shapes | MCP server implementation |
| MCP client connection examples | Database schema and billing internals |
| Product-level credit behavior | Provider integrations and routing |
Do not commit real keys. Use environment variables or the CLI key store:
export SLEEPWALKER_API_KEY=sw_api_live_...