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KATA Research Automation

R0· no sign-in

Deterministic research automation with live OpenAlex search and reusable workflow programs.

v3.0.0 · active · repository · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality97strong
Trust91of 100
Uptime, 30 days100%
Latency p50240 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "kata": {
      "type": "http",
      "url": "https://kata-webmcp.vercel.app/api/mcp"
    }
  }
}
claude mcp add --transport http kata https://kata-webmcp.vercel.app/api/mcp
[mcp_servers.kata]
url = "https://kata-webmcp.vercel.app/api/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "kata": {
      "type": "remote",
      "url": "https://kata-webmcp.vercel.app/api/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "kata": {
      "type": "http",
      "url": "https://kata-webmcp.vercel.app/api/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=kata&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8va2F0YS13ZWJtY3AudmVyY2VsLmFwcC9hcGkvbWNwIn0%3D"
}
{
  "servers": {
    "kata": {
      "type": "http",
      "url": "https://kata-webmcp.vercel.app/api/mcp"
    }
  }
}
{
  "mcpServers": {
    "kata": {
      "httpUrl": "https://kata-webmcp.vercel.app/api/mcp"
    }
  }
}
extensions:
  "kata":
    enabled: true
    name: "kata"
    type: streamable_http
    uri: "https://kata-webmcp.vercel.app/api/mcp"
    timeout: 300

Quality 97 / 100strong

protocol100 · weight 25
  • pass
    protocol.modernsupports 2026-07-28 (server/discover)
  • pass
    protocol.statelessanswers without a session
  • pass
    protocol.transportstreamable HTTP
  • pass
    protocol.list_ttltool list is cacheable (ttlMs 60000)
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene93 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations8 of 8 tools declare readOnlyHint or destructiveHint
  • warn
    tools.directory_hints3 of 8 tools declare all four hints; missing: kata_compile_workflow (destructiveHint, idempotentHint); kata_search_research (destructiveHint, idempotentHint); kata_plan_triage (destructiveHint, idempotentHint); …
  • pass
    tools.token_costabout 1,343 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

8 tools, about 1,343 tokens to load them all · tool set ffa81f3b9990 · checked 2026-10-19 10:20 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 91 / 100

provenance80
liveness100
freshness85
hygiene100

+repository +namespace-matches-repo +reachable +uptime-100% ~updated-41d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://kata-webmcp.vercel.app/api/mcp streamable-httpnoneyes100%240 ms2026-07-282026-10-19

Tools (8)

kata_apply_commandApply one allowlisted semantic workspace command and return the next workspace snapshot.
kata_compile_workflowread-onlyCompile two compatible semantic demonstrations into a deterministic JSON-Schema-constrained program.
kata_diagnose_web_interopread-onlyClassify observed WebMCP, MCP, browser and API constraints and return a conservative compliant integration path without weakening security controls.
kata_execute_programExecute a compiled deterministic program transactionally against a supplied workspace snapshot.
kata_plan_triageread-onlyCreate a deterministic triage plan from live OpenAlex results or supplied works without mutating a workspace.
kata_preview_automationread-onlyPreview an automation and return matching works plus an integrity fingerprint. Makes no changes.
kata_run_automationRun a deterministic automation only when its preview fingerprint still matches current inputs. Nested tools are depth-bounded.
kata_search_researchread-onlySearch live scholarly works through OpenAlex. Returns normalized real research records; never mock data.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "io.github.dharan1007/kata",
  "title": "KATA Research Automation",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://kata-webmcp.vercel.app/api/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "3.0.0",
  "repository": {
    "url": "https://github.com/dharan1007/kata",
    "source": "github"
  },
  "description": "Deterministic research automation with live OpenAlex search and reusable workflow programs."
}