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Sigao Li — personal MCP server

REMOTE · API.SIGAOLI.COM · SCANNED AUG 8

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

Available components

60 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security46
Transport & Reachability100
Schema Quality & AI Usability77
  • AI-judged instruction clarity (excellent).Pass
  • Tool/resource definitions use about 228 tokens (~76/item across 3 items; 3 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management10
  • Stability observed for 3 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · api.sigaoli.com

# add to Claude Code
claude mcp add --transport http com-sigaoli-profile https://api.sigaoli.com/mcp
# ~/.codex/config.toml
[mcp_servers.com-sigaoli-profile]
url = "https://api.sigaoli.com/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-sigaoli-profile": {
      "type": "remote",
      "url": "https://api.sigaoli.com/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-sigaoli-profile --url https://api.sigaoli.com/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-sigaoli-profile:
    url: "https://api.sigaoli.com/mcp"
// mcp.json
{
  "mcpServers": {
    "com-sigaoli-profile": {
      "type": "http",
      "url": "https://api.sigaoli.com/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 8 Aug 26 +20
    • Authorization: Authorisation not fully verified: no authorisation is required to call this server, and 3 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe. security
    • Schema quality: 57 → 76 functional
    • Schema quality: unverified → fail functional
    • Tool coverage: unverified → 100 functional
    • Schema quality: poor → excellent functional
    • Stability: fail → 0.10 functional
    • This server's schema is too large to store in full, so we cannot compare its tools day to day functional
  • 7 Aug 26 −19
    • Stability: 0.03 → fail security
    • Authorization: Authorisation not fully verified: no authorisation is required to connect, but we couldn't read the tool list to see what that exposes. security
    • Schema quality: fail → unverified functional
    • Tool coverage: 100 → unverified functional
    • Schema quality: 76 → 57 functional
    • Schema quality: excellent → poor functional
    • This server's schema is too large to store in full, so we cannot compare its tools day to day functional
  • 6 Aug 26 +10
    • Stability: unverified → 0.03 functional
    • Schema quality: unverified → excellent functional
  • 5 Aug 26 49

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 8 Aug 2026 · Probed https://api.sigaoli.com/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=sigaoli.com CN=WE1,O=Google Trust Services,C=US 9 Jul 2026 7 Oct 2026 ECDSA 256 ECDSA-SHA256 ebece52968ad608013b5ae8c56f81c45
SANs: sigaoli.com, api.sigaoli.com, *.api.sigaoli.com
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b
DNSSEC insecure

Validation of api.sigaoli.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
sigaoli.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://api.sigaoli.com/mcp Verified 200
http (plaintext) http://api.sigaoli.com/mcp Inconclusive 406
MCP tools · 3 exposed · ~171 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
get_case_study ~78

Full text of one project case study by slug (challenge / approach / impact). Call with an unknown slug to get the list of valid slugs.

NameTypeReqDescription
langstringLanguage of the returned content ('en' or 'zh').
slugstringyesCase study slug, e.g. "gisphere-llm".

No output schema declared.

No examples provided.

get_profile ~45

Who Sigao Li is: identity, career narrative, contact links, and self-introduction.

NameTypeReqDescription
langstringLanguage of the returned content ('en' or 'zh').

No output schema declared.

No examples provided.

list_experience ~48

Full CV: current role, professional experience, research, education, volunteering, awards, skills, certifications.

NameTypeReqDescription
langstringLanguage of the returned content ('en' or 'zh').

No output schema declared.

No examples provided.