WIA360: AI session probe and match MCP Server
com.wiaacademy/wia360v1.0.0
Probe an AI session with WIA360 missions and match it to a human WIA360 KYEOL profile.
context tax
~1,016 tok/turn3 tools
security
100/100
cold start
hosted
freshness
Active2d ago
Our reading of WIA360: AI session probe and match, from the data
WIA360: AI session probe and match is an MCP server, listed in the official MCP Registry.
Its 3 tools add about 1,016 tokens to every model turn (measured 2026-10-19).
Maintenance is active: the last public signal was 2 days ago (2026-10-17).
It runs as a hosted endpoint, so there is nothing to install.
Install WIA360: AI session probe and match MCP server
Install in Claude Code
claude mcp add --transport http wia360 https://wia360-mcp.wiaacademy.com/mcpInstall in Cursor
{
"mcpServers": {
"wia360": {
"url": "https://wia360-mcp.wiaacademy.com/mcp"
}
}
}Install in Claude Desktop
{
"mcpServers": {
"wia360": {
"command": "npx",
"args": [
"-y",
"mcp-remote",
"https://wia360-mcp.wiaacademy.com/mcp"
]
}
}
}Or add it as a custom connector under Settings → Connectors. The config above bridges via mcp-remote.
Install in VS Code
{
"servers": {
"wia360": {
"type": "http",
"url": "https://wia360-mcp.wiaacademy.com/mcp"
}
}
}Install in Windsurf
{
"mcpServers": {
"wia360": {
"serverUrl": "https://wia360-mcp.wiaacademy.com/mcp"
}
}
}Remote endpoints
- streamable-http
https://wia360-mcp.wiaacademy.com/mcp
Context tax
Connecting this server adds ~1,016 tokens of tool definitions to every model turn (moderate, 3 tools). Measured 2026-10-19 via its hosted endpoint; o200k tokenizer, worst case for clients that load all tools up front. How we measure
| Model | Per 1,000 turns | With prompt caching |
|---|---|---|
| Claude Opus 5.5 | $4.06 | $0.203 |
| Claude Sonnet 5.5 | $2.03 | $0.203 |
| Claude Haiku 5.5 | $0.102 | — |
Input prices as of 2026-10-06. Excludes your own prompt and output.
Tools (3)
run_probe350 tokGet the next WIA360 session-probe mission for a given session_ref (auto-generate a new random session_ref string yourself the first time you call this for a session, then reuse it for every subsequent run_probe/score_session/get_match call in that same run). Missions arrive in random order and already exclude probes already finalized for this session_ref. Returns {done:true} when all 6 are finished. IMPORTANT — deliver wrapped_mission verbatim to the target AI session you are evaluating (paste it as a normal task, not as a quoted "here is a test" framing) and bring its raw reply back for score
score_session337 tokSubmit the target AI session's raw reply text to a probe mission (from run_probe) for rule-based scoring. If the verdict is "invalid" or "omitted_pending", call run_probe again with the SAME session_ref to get a fresh variant of the same probe and retry once (pass the returned attempt_id back as retry_of) — after a second failure just move on, it is recorded as-is. IMPORTANT — lang must match the lang that was passed to the run_probe call that produced this mission; scoring uses a language-specific keyword dictionary and silently misfires if lang doesn't match how the mission was worded.
get_match327 tokCompute the compatibility match between a human WIA360 KYEOL profile and the AI session profile built up via score_session calls under the same session_ref. Human axis values come from the human's WIA360 Quick or full assessment result (initiative/verification/pivot/adventure raw scores). Without paid=true, only matched_axis_count/available_axis_count are returned (free teaser) — pass paid=true only when the human has an active paid WIA360 profile, to reveal score/grade/heatmap/priming prompts.
Security signals
100/100 — no known issues found as of 2026-10-19, from the checks below. This is not a guarantee of safety; review what a server can do before connecting it.
Deductions
No findings from the checks that ran.
Checks
- ✓Tool descriptions (prompt-injection and hidden-text heuristics)
- ○Repository hygiene (archived, activity, license, security policy) — pending
- ○Package metadata (install scripts, provenance) — pending
- ○Source scan (secrets, CVEs, risky code) by vectra-guard — pending
Scan it yourself before installing with vectra-guard, the open-source agent security CLI. Scoring rules
Freshness
Active — last maintenance signal 2d ago. The newest of the signals below sets the band.
Last commit (default branch)
no data · GitHub
Latest release
no data · GitHub
Package published
no data · npm/PyPI
Registry entry updated
2026-10-17 · 2d ago · official registry · v1.0.0
FAQ
›How do I install the WIA360: AI session probe and match MCP server in Claude Code?
Run: claude mcp add --transport http wia360 https://wia360-mcp.wiaacademy.com/mcp. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.
›Does WIA360: AI session probe and match require an API key?
No required environment variables are declared in its published metadata.
›Can I use WIA360: AI session probe and match as a remote (hosted) MCP server?
Yes. It is a hosted MCP server; connect to its URL with any client that supports remote MCP.
›Is WIA360: AI session probe and match in the official MCP registry?
Yes, as com.wiaacademy/wia360.
›How many tokens does WIA360: AI session probe and match add to my context?
Its tool definitions total about 1,016 tokens, resent on every turn.
Sources and method
- Official MCP Registry entry
- updated 2026-10-17
- Tool list (tools/list), measured by us
- 2026-10-19
- Security signals, computed by us
- 2026-10-19
- Last checked against all sources
- 2026-10-19
The description, packages and links come from the maintainer's own published metadata. Token cost, security signals, freshness and the reading above are MCPSkillHub's own measurements; see the methodology. Editorial standards are owned by Ramachandra Vikas Chamarthi, Founder & AI HPC Architect. Spot an error? Request a correction or claim the listing.