knowledge MCP: what works in Claude, ChatGPT, Cursor, and Grok Bot
Sourced, task-level facts on how AI changes jobs, for agents answering 'what should I do?'
Registry name: ai.flyvolo/knowledge (v0.1.2) | GitHub stars
Status grid
| App | Status | Date tested |
|---|---|---|
| Claude | Untested | Not yet tested |
| ChatGPT | Untested | Not yet tested |
| Cursor | Untested | Not yet tested |
| Grok Bot | Untested | Not yet tested |
| MCP Inspector (reference client) | Untested | Not yet tested |
| MCP TypeScript SDK (reference client) | Partial | Sat Oct 17 2026 |
Hands-on test results
| App | Task | Result | Time | Detail | Date tested |
|---|---|---|---|---|---|
| MCP TypeScript SDK (reference client) | connect (no auth) | Works | 1292 ms | Connected without sign-in in 1292 ms. | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | list tools | Works | 867 ms | 19 tools: resolve_occupation_or_major, search, get_occupation, get_ontology, query_ontology, get_role_tasks, find_evidence, get_change, find_affected, get_change_history, find_transition_paths, get_action_brief, list_business_functions, get_major, find_majors_for_occupation, find_notes, get_note, find_notes_f. | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | resolve_occupation_or_major ("model context protocol") | Broken | 242 ms | resolve_occupation_or_major: 4 characters returned. "null" | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | search ("model context protocol") | Broken | 110 ms | search: 2 characters returned. "[]" | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | query_ontology | Works | 28 ms | query_ontology: about 6 KB returned. "{"objectTypes":[{"id":"Occupation","description":"An occupation assessed on this site, task by task. The impact index is a labelled composit" | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | search with nonsense query | Works | 50 ms | resolve_occupation_or_major: 4 characters returned. "null" | Oct 17, 2026, 12:06 AM CT |
| MCP TypeScript SDK (reference client) | error handling (missing required input) | Partial | 13 ms | resolve_occupation_or_major: 4 characters returned. "null" | Oct 17, 2026, 12:06 AM CT |
Oct 17, 2026, 12:06 AM CT, MCP TypeScript SDK (reference client): Scripted client using the official MCP TypeScript SDK against https://mcp.flyvolo.ai/mcp (Streamable HTTP, protocol 2025-11-25). No sign-in needed. Server volo-knowledge v0.1.0. Read-only tasks only, chosen from the server's own tool list. 4 of 7 tasks passed.
Automated handshake
Works HTTP 200, 1359 ms, checked Fri, 16 Oct 2026 17:06:28 GMT
Gotchas
- MCP TypeScript SDK (reference client): A normal call returned an empty response.
- MCP TypeScript SDK (reference client): A normal call returned an empty response.
- MCP TypeScript SDK (reference client): Bad input came back as a normal result instead of an error.
FAQ
Does the knowledge MCP server work?
In our hands-on test on Oct 17, 2026, 4 of 7 tasks passed. Main gotcha: A normal call returned an empty response.
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