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  3. Sigao Li β€” personal MCP server
Sigao Li β€” personal MCP server logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 4:02:02 AM

Sigao Li β€” personal MCP server

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Read-only access to Sigao Li's profile, CV and case studies. Bilingual (EN/ZH).

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "sigao-li-personal-mcp-server": {
      "command": "npx",
      "args": [
        "-y",
        "astro"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing AlternativesπŸ”„ More in Version Control

Documentation Overview

sigaoli.com

Personal website of Sigao Li β€” AI Product Manager Β· Spatial Data Scientist. From maps to models, and the products in between.

Bilingual (English at /, δΈ­ζ–‡ at /zh/), built with Astro + Tailwind CSS v4 + GSAP, deployed to GitHub Pages via GitHub Actions. Launched 2026-06-11, replacing the previous Jekyll (academicpages) site.

Highlights

  • Generative canvas effects on a map motif β€” an interactive particle field (home), contour terrain (work), a "river as timeline" with a flow field (CV), and a geo-network arc map (photography); all vanilla canvas/SVG, tuned to 60fps with reduced-motion and mobile fallbacks
  • Dotted world map β€” land sampled from Natural Earth, with 79 GPS-extracted photo footprints across 6 countries; click a marker to open that country's gallery
  • Zoe, the digital doorcat β€” Sigao's cat (ι©Ίθ™ž) lives in the corner of every page as a set of AI-generated, chroma-keyed VP9-alpha video clips pinned to shared anchor poses, driven by a state machine: she dozes off when ignored, reacts to page switches, listens while you type, "types back" while the assistant streams, and keeps a few easter eggs (production handbook in docs/)
  • Built-in AI layer β€” a floating chat assistant (fronted by Zoe) on every page β€” it suggests the single most relevant page as you ask, and greets a returning visitor by name (stored only in their own browser, opt-in) β€” plus a personal MCP server, both fed by a build-time knowledge pack generated from the same sources as the pages (see below)
  • Machine-readable by design β€” /llms.txt, /llms-full.txt, /resume.json (JSON Resume), /knowledge.json, /.well-known/mcp.json, JSON-LD, and a robots.txt that explicitly welcomes AI crawlers
  • Photographs file themselves β€” drop the full-resolution originals into _inbox/ and commit. A pre-commit hook works out the country from the coordinates against Natural Earth polygons, archives the originals outside git, derives 2560px masters with the EXIF stripped, asks a vision model for the bilingual caption, and registers everything in photos.json β€” the map, the counts and the assistant's knowledge all follow from there
  • Either language pulls the other along β€” edit the Chinese or the English and commit. The hook works out which side moved and asks a model whether the edit actually changed what the other side must say. Polishing one language leaves the other alone; a changed fact is revised rather than rewritten, so hand-picked wording survives. Editing both in one commit counts as already handled by hand
  • Lighthouse (mobile): 96–100 across all categories; zero cookies, no paid services, and a plain-language privacy notice at /privacy

Commands

CommandAction
npm run devDev server at localhost:4321 (Astro 7 runs it as a daemon β€” stop with npx astro dev stop)
npm run buildProduction build to dist/
npm run previewServe the production build locally
npm testUnit tests for both hook pipelines (node --test, no extra dependencies)
npm run ingestPhoto ingest by hand. Normally the pre-commit hook runs it; useful for watching what it does
npm run syncBilingual sync by hand. Same β€” the hook runs it, this is for watching
node scripts/check-links.mjsInternal link integrity check over dist/
node scripts/verify-nav.mjs η­‰Playwright interaction suites (run against a local server)
npm run dev (in worker/)Chat + MCP Worker at localhost:8787 (wrangler; secrets in worker/.dev.vars, never committed)
node scripts/verify-chat.mjsE2E chat-widget test (needs both dev servers running)
node scripts/verify-zoe.mjsE2E for Zoe's action state machine (append ?zoe-fast locally to compress minute-scale timers)
node scripts/verify-typeroute.mjsE2E for the intent-driven typing clip and the bilingual 404 page

Any Playwright suite that waits on Zoe's state must pin the clock (Date.prototype.getHours = () => 14): between 23:00 and 06:00 she starts the session asleep, so state never reaches idle and the run just times out.

When adding a Zoe clip, decide who prewarms it and when at the same time. A clip that is only fetched at playback stalls on a slow connection, and the stage shows nothing until it decodes. Prewarming has been missed three times already. Note warm() takes the file name (sit-to-loaf), not the ZOE key (sitToLoaf).

The chat panel is rebuilt on every navigation β€” transition:persist keeps Zoe's stage, not the panel. Anything that lives only in panel DOM is gone the moment a visitor clicks a link. The streaming reply, the guidance chip and the unsent draft each had to be given module state plus a path back through paint(); the chip was lost for weeks before anyone noticed. So when adding persistent UI here, answer two questions up front: how does paint() rebuild it, and should it ride along in sessionStorage with the history? Measure geometry only once the panel is visible β€” scrollHeight is 0 while it is hidden, which silently writes height: 0px.

Turnstile guards /chat and /classify. It must never guard /mcp. That endpoint exists so machines can read Sigao's profile β€” it is in the official registry β€” and Turnstile exists to stop machines. It also costs nothing to serve: the tools read the knowledge pack and never call a model. The static outlets (llms.txt, knowledge.json, .well-known/mcp.json) are served by Pages and never reach the Worker at all.

Locally, Turnstile uses Cloudflare's always-pass test keys β€” sitekey in site.ts behind import.meta.env.DEV, secret in worker/.dev.vars. The real key rejects headless browsers, which is exactly its job, so every suite that drives a real Worker would fail against it. The real secret exists only in production, set with wrangler secret put. A corollary worth remembering: the production happy path cannot be verified from a script β€” reaching it needs a human in a real browser. Automation can still prove the gate is up (a request with no credential must return 403).

Code
src/
β”œβ”€β”€ pages/            # en routes + zh/ mirrors; llms.txt / resume.json / knowledge.json endpoints
β”œβ”€β”€ components/       # Nav, Hero, WorldMap, Lightbox, CommandK, ChatWidget …
β”‚   └── pages/        # shared page bodies rendered by both locales
β”œβ”€β”€ content/          # cases & research (en) + cases-zh & research-zh (generated, reviewed)
β”œβ”€β”€ data/             # cv.json / cv.zh.json / photos.json (GPS + bilingual alts)
β”‚   └── knowledge/    # persona sources for the AI assistant (about / faq / guidelines / boundaries)
β”œβ”€β”€ lib/              # i18n dict, GSAP lifecycle helper, site config
β”‚   └── knowledge/    # knowledge-pack pipeline (same-source layers + build-time privacy guard)
└── assets/           # photo originals (optimized at build; originals never shipped)
worker/               # Cloudflare Worker: /chat (SSE) + /classify (intent) + /mcp (MCP server)
└── src/core/         # runtime-agnostic logic; Cloudflare specifics live only in src/adapter/
public/zoe/           # Zoe's clip library (600p VP9 alpha, lazy-loaded; idle loads first)
docs/                 # zoe-production-handbook.md β€” clip production specs & prompt cards

AI layer

One knowledge layer, three outlets: /llms-full.txt for passive crawlers, a chat assistant (POST /chat, SSE) for humans, and an MCP server (/mcp, Streamable HTTP, no auth β€” tools: get_profile / list_experience / get_case_study) for visiting agents, both served from api.sigaoli.com (Cloudflare Worker, code in worker/). The knowledge pack (/knowledge.json) is assembled at build time from the same sources as the pages β€” persona markdown, cv.json, case studies, photo stats β€” so any content edit propagates to all three outlets on the next deploy, no manual step. A privacy guard fails the build if sensitive patterns (phone numbers, IDs, coordinates) ever leak into the pack.

Alongside each reply the chat runs a lightweight intent classifier (POST /classify, a small model) to suggest the single most relevant page, and can remember a returning visitor's name β€” both kept entirely in the visitor's own browser (opt-in, clearable via "Forget me"), never on a server. Visitors in the EU/EEA/UK have their chat and classification routed to an EU-hosted provider, never the China-direct API. What the site stores and sends is described in plain language at /privacy.

Editing content

Read the full README β†’View source on GitHub β†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

Last commit
9d ago
Most recent push to the default branch.
Directory activity
1 views
Config copies, upvotes, and views on AllMCPs.

Reviews

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Frequently Asked Questions about Sigao Li β€” personal MCP server

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "sigao-li-personal-mcp-server": { "command": "npx", "args": ["-y","astro"] } }

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Technical Specs & Signals

CategoryπŸ”„Version Control
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedSep 15, 2026
7/11 checks healthy over the last 45d
Views1
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars0
GitHub Star CountTotal stargazers on GitHub representing community popularity (0 stars).
Last commit9d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 15, 2026
31Quality signal: Emerging Β· 31/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership4/20
Documentation & tools15/30
Adoption & activity4/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

7 high-severity advisories on record for this package. Most advisories affect transitive dependencies and may not be exploitable in this server's actual usage β€” this is a directional signal, not a security audit.

Critical 1High 6Medium 15Low 5

Scanned 6d ago via OSV.dev Β· astro (npm)

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