https://kata-webmcp.vercel.app/api/mcp ↗
Deterministic research automation with live OpenAlex search and reusable workflow programs.
KATA Research Automation is a remote MCP server published at kata-webmcp.vercel.app. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 365 ms, placing it among the faster endpoints. It offers a narrow, focused set of 8 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
kata_plan_triage — Parameters 'criteria' and 'actions' lack schema details, making their expected format unclear.kata_diagnose_web_interop — Description mentions security constraints but does not specify error handling or failure scenarios.Risk: low
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
kata_search_researchSearch live scholarly works through OpenAlex. Returns normalized real research records; never mock data.
querystringrequiredlimitintegerkata_plan_triageCreate a deterministic triage plan from live OpenAlex results or supplied works without mutating a workspace.
querystringlimitintegerworksarraycriteriaobjectactionsobjectmaxItemsintegerkata_diagnose_web_interopClassify observed WebMCP, MCP, browser and API constraints and return a conservative compliant integration path without weakening security controls.
intentstringrequiredenvironmentobjectrequiredkata_apply_commandApply one allowlisted semantic workspace command and return the next workspace snapshot.
workspaceobjectrequiredcommandobjectrequiredkata_compile_workflowCompile two compatible semantic demonstrations into a deterministic JSON-Schema-constrained program.
namestringrequireddemosarrayrequiredkata_execute_programExecute a compiled deterministic program transactionally against a supplied workspace snapshot.
workspaceobjectrequiredprogramobjectrequiredinputobjectrequiredkata_preview_automationPreview an automation and return matching works plus an integrity fingerprint. Makes no changes.
workspaceobjectrequiredworksarrayrequiredautomationobjectrequiredkata_run_automationRun a deterministic automation only when its preview fingerprint still matches current inputs. Nested tools are depth-bounded.
workspaceobjectrequiredworksarrayrequiredautomationobjectrequiredpreviewFingerprintstringrequiredDerived by comparing consecutive probes — changes in era, protocol version, build and reachability.
Add this badge to your README — it updates automatically as measurements change.
[](https://mcpmetrics.io/servers/io-github-dharan1007-kata)<a href="https://mcpmetrics.io/servers/io-github-dharan1007-kata"><img src="https://mcpmetrics.io/badge/io.github.dharan1007/kata/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
Sign up free to seeThe catalog entries whose name and description are closest to this one, found with the same index the search box uses.
Real-time web and scholarly search with cited answers and multi-step deep research.
Automate tasks, processes, and approvals with AI.
Hotel direct booking for VIP and corporate rates - upgrades and loyalty eligible, 100K+ hotels
Academic research search across PubMed and arXiv
Live Booking.com hotel prices, plus per-country pricing for rate-parity monitoring.
Live web search and research synthesis for agents, with free samples and x402 USDC payments.
| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 01:33:33 | Dual-era | 200 | 296 | 200 | 265 | 2026-07-28 |
| 2026-09-12 23:31:36 | Dual-era | 200 | 364 | 200 | 353 | 2026-07-28 |
| 2026-09-12 21:29:15 | Dual-era | 200 | 907 | 200 | 859 | 2026-07-28 |
| 2026-09-12 19:27:29 | Dual-era | 200 | 365 | 200 | 382 | 2026-07-28 |
| 2026-09-12 17:24:09 | Dual-era | 200 | 359 | 200 | 344 | 2026-07-28 |
| 2026-09-12 15:21:42 | Dual-era | 200 | 729 | 200 | 715 | 2026-07-28 |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
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