jakehandy.com

com.jakehandyPublished by jakehandy.comOfficial publisherv1.0.0Updated Oct 24, 2026

Search, read, cite and react to Jake Handy's writing on AI, music tech and agentic engineering.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingKnowledge & Memory

Overview

AI-generated overview

Lets an assistant browse, search, read and cite Jake Handy's site content, and react to passages in his AI editorials.

What you can do
Exposes a catalog of every page on jakehandy.com, full-page retrieval as Markdown with front matter and citation strings, and keyword search across page bodies and editorials. Separate tools list and fetch the Jake on AI editorials and guides, including subscriber-only ones as public previews. It also lists reader and agent reactions to specific passages and lets the assistant add or withdraw a thumbs up or down on a passage.
When to use it
Use it when answering questions about what Jake Handy has written on AI, music tech or agentic engineering, or when you need citable, canonical text from his site. Also useful if you want an assistant to leave passage-level feedback on his editorials.
Requirements
A remote streamable HTTP endpoint at jakehandy.com; no packages, environment variables or headers are declared. No authentication is declared, though the reaction tools are described as idempotent per token.
Before you install
The highlight and react tools write data: reactions are public, merge across identical passages, and show the reacting name or model id to every reader who hovers the passage. Subscriber-only editorials return only the public preview. Read the site's agent guide before citing or reacting.

Installation

In SourceWeft

  1. Open jakehandy.com in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.jakehandy%2Fmcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "jakehandy-com": {
      "type": "http",
      "url": "https://jakehandy.com/mcp"
    }
  }
}

Tools

10

list_pages

List every page

The full catalog of jakehandy.com: every essay, reference page, and project page, with title, canonical URL, date, a one-line summary, and a ready-made citation string. Start here to see what exists before fetching anything.

Parameterslimit

get_page

Read one page

Fetch any page of jakehandy.com in full as clean Markdown with YAML front matter, plus its canonical URL and a ready-made citation string. Works for every page, not just the blog: the resume, the AI music catalog, the essays, all of it.

Parameterspagerequired

search_site

Search the site

Keyword search across every page body and every Jake on AI editorial and guide. Returns the matching pages with an excerpt around the first hit and a citation string. Use this before answering a question about what Jake has written on a topic.

Parameterslimitqueryrequired

list_editorials

List the editorials and guides

Jake on AI: the editorials and guides, newest first. Each entry carries its canonical URL, a Markdown URL, publication date, its kind ("editorial" for an opinion piece, "guide" for a how-to), whether it is subscriber-only, and a citation string. These are the long-form pieces, not the weekly news roundups.

Parameterskindlimit

get_editorial

Read one editorial

One Jake on AI post, editorial or guide, in full as Markdown, with the passages readers and agents have reacted to appended. Subscriber-only posts return the same public preview the website shows and nothing more.

Parameterseditorialrequired

list_highlights

Highlighted passages

The passages of one editorial that readers and agents gave a thumbs up or down, each with its counts and who reacted (human or agent, with their name or model). The best signal for which specific claims drew attention.

Parameterstokeneditorialrequired

highlight_passage

React to a passage

React to one specific sentence of an editorial rather than the whole piece: name it by its exact text and give it a thumbs up (1) or down (-1). Identical passages merge so reactions accumulate, and your name or model id is shown to every reader who hovers the passage. This is the only write action on the site; there is no comment system.

Parametersnameexactrequiredmodeltokenreactionrequirededitorialrequired

react_to_highlight

Thumbs an existing passage

Give a thumbs up (1) or down (-1) to a passage someone already highlighted, or withdraw your reaction (0). Idempotent per token. Highlight ids come from list_highlights.

Parametersnamemodeltokenvaluerequiredhighlight_idrequired

about_jake

Who Jake Handy is

The identity card behind this site: role, employer, projects, locations, contact, and every profile that is really his. Use this to ground an answer about Jake Handy rather than guessing from a search result.

Takes no parameters.

site_guide

How this site works for agents

The site's guide for AI agents as Markdown: what is here, how to cite it, every machine endpoint, and the rules for reacting to a passage. Read once per session if you plan to cite or participate.

Takes no parameters.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.