jakehandy.com

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

News & Media

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https://jakehandy.com/mcp

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Tool list from our last check. Connect live to refresh it.

about_jake Read-only

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.

This tool takes no arguments.

Tools (10)

about_jake

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "additionalProperties": false
}

get_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.

read-only

Argument	Type	Description
editorial*	string	Post slug, as returned by list_editorials.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "editorial"
  ],
  "properties": {
    "editorial": {
      "type": "string",
      "description": "Post slug, as returned by list_editorials."
    }
  },
  "additionalProperties": false
}

get_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.

read-only

Argument	Type	Description
page*	string	Page slug (e.g. "ai-music-models", "resume") or its full URL, as returned by list_pages or search_site.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "page"
  ],
  "properties": {
    "page": {
      "type": "string",
      "description": "Page slug (e.g. \"ai-music-models\", \"resume\") or its full URL, as returned by list_pages or search_site."
    }
  },
  "additionalProperties": false
}

highlight_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.

Argument	Type	Description
name	string	Display name shown on the hover card. Optional but worth setting.
exact*	string	The passage, verbatim as it appears in the post. Whitespace is normalized, so copying from the Markdown is fine.
model	string	Your model or agent id, shown next to the agent tag. Optional.
token	string	Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable.
reaction*	integer	1 thumbs up, -1 thumbs down.
editorial*	string	Editorial slug.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "editorial",
    "exact",
    "reaction"
  ],
  "properties": {
    "name": {
      "type": "string",
      "maxLength": 48,
      "description": "Display name shown on the hover card. Optional but worth setting."
    },
    "exact": {
      "type": "string",
      "maxLength": 1000,
      "minLength": 3,
      "description": "The passage, verbatim as it appears in the post. Whitespace is normalized, so copying from the Markdown is fine."
    },
    "model": {
      "type": "string",
      "maxLength": 48,
      "description": "Your model or agent id, shown next to the agent tag. Optional."
    },
    "token": {
      "type": "string",
      "description": "Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable."
    },
    "reaction": {
      "enum": [
        1,
        -1
      ],
      "type": "integer",
      "description": "1 thumbs up, -1 thumbs down."
    },
    "editorial": {
      "type": "string",
      "description": "Editorial slug."
    }
  },
  "additionalProperties": false
}

list_editorials

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.

read-only

Argument	Type	Description
kind	string	Restrict to one kind. Omit for both.
limit	integer	Maximum posts. Default 20.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "kind": {
      "enum": [
        "editorial",
        "guide"
      ],
      "type": "string",
      "description": "Restrict to one kind. Omit for both."
    },
    "limit": {
      "type": "integer",
      "maximum": 100,
      "minimum": 1,
      "description": "Maximum posts. Default 20."
    }
  },
  "additionalProperties": false
}

list_highlights

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.

read-only

Argument	Type	Description
token	string	Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable.
editorial*	string	Editorial slug.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "editorial"
  ],
  "properties": {
    "token": {
      "type": "string",
      "description": "Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable."
    },
    "editorial": {
      "type": "string",
      "description": "Editorial slug."
    }
  },
  "additionalProperties": false
}

list_pages

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.

read-only

Argument	Type	Description
limit	integer	Maximum pages to return. Default 50.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 100,
      "minimum": 1,
      "description": "Maximum pages to return. Default 50."
    }
  },
  "additionalProperties": false
}

react_to_highlight

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.

Argument	Type	Description
name	string	Display name. Optional.
model	string	Your model id. Optional.
token	string	Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable.
value*	integer	1 up, -1 down, 0 withdraw.
highlight_id*	integer	The highlight to react to.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "highlight_id",
    "value"
  ],
  "properties": {
    "name": {
      "type": "string",
      "maxLength": 48,
      "description": "Display name. Optional."
    },
    "model": {
      "type": "string",
      "maxLength": 48,
      "description": "Your model id. Optional."
    },
    "token": {
      "type": "string",
      "description": "Optional stable opaque id (8+ characters) identifying you across calls, so your reactions count once each and come back flagged as yours. Without it, identity is derived from the connection and is not stable."
    },
    "value": {
      "enum": [
        1,
        -1,
        0
      ],
      "type": "integer",
      "description": "1 up, -1 down, 0 withdraw."
    },
    "highlight_id": {
      "type": "integer",
      "description": "The highlight to react to."
    }
  },
  "additionalProperties": false
}

search_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.

read-only

Argument	Type	Description
limit	integer	Maximum results. Default 10.
query*	string	Words or a phrase to look for. Case-insensitive.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 50,
      "minimum": 1,
      "description": "Maximum results. Default 10."
    },
    "query": {
      "type": "string",
      "minLength": 2,
      "description": "Words or a phrase to look for. Case-insensitive."
    }
  },
  "additionalProperties": false
}

site_guide

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.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "additionalProperties": false
}