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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.

remoteofficial registry

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/mcp

Remote endpoints

  • streamable-httphttps://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

ModelPer 1,000 turnsWith 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 tok

    Get 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 tok

    Submit 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 tok

    Compute 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.

  1. Last commit (default branch)

    no data · GitHub

  2. Latest release

    no data · GitHub

  3. Package published

    no data · npm/PyPI

  4. 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
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.