jakehandy.com
Description
Search, read, cite and react to Jake Handy's writing on AI, music tech and agentic engineering.
What our measurements say
jakehandy.com is a remote MCP server published at jakehandy.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 3,060 ms, a delay an agent will notice. It offers a narrow, focused set of 10 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names are descriptive and indicate their primary function (e.g., 'get_page' vs. 'list_pages').
- Descriptions include specific use cases (e.g., 'use this before answering a question').
- Parameters are generally well-defined with required/optional flags.
Weaknesses
- Some descriptions lack explicit error scenarios or constraints (e.g., 'highlight_passage' doesn't mention invalid text handling).
- Optional parameters like 'name' and 'model' in 'highlight_passage' are not clearly explained in context.
- No documentation on rate limits or authentication requirements for write actions.
highlight_passage— No mention of error handling for non-existent passages or invalid reactions.list_pages— Limit parameter description doesn't clarify if it's a maximum or minimum value.react_to_highlight— No explanation of behavior for invalid highlight_id values.
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 42ms → warm 39ms (penalty 3ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
list_pagesThe 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.
limitinteger
get_pageFetch 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.
pagestringrequired
search_siteKeyword search across every page body and every Jake on AI editorial. 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.
querystringrequiredlimitinteger
list_editorialsJake on AI: the editorial feed, newest first. Each entry carries its canonical URL, a Markdown URL, publication date, whether it is subscriber-only, and a citation string. These are the opinion pieces, not the weekly news roundups.
limitinteger
get_editorialOne Jake on AI post 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.
editorialstringrequired
list_highlightsThe 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.
editorialstringrequiredtokenstring
highlight_passageReact 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.
editorialstringrequiredexactstringrequiredreactionintegerrequirednamestringmodelstringtokenstring
react_to_highlightGive 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.
highlight_idintegerrequiredvalueintegerrequirednamestringmodelstringtokenstring
about_jakeThe 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.
site_guideThe 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.
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Dual-era
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