# KATA Research Automation

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

- name: io.github.dharan1007/kata
- version: 3.0.0
- connection class: R0 (autonomous)
- trust: 91/100
- quality: 97/100 (strong)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.dharan1007%2Fkata
- tools: https://api.protogrid.dev/v1/servers/io.github.dharan1007%2Fkata/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "kata": {
      "type": "http",
      "url": "https://kata-webmcp.vercel.app/api/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 85
- provenance: 80
- drivers: +repository +namespace-matches-repo +reachable +uptime-100% ~updated-42d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 97/100 (strong)

### protocol: 100 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- pass `protocol.list_ttl`: tool list is cacheable (ttlMs 60000)

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 93 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 8 of 8 tools declare readOnlyHint or destructiveHint
- warn `tools.directory_hints`: 3 of 8 tools declare all four hints; missing: kata_preview_automation (destructiveHint, idempotentHint); kata_search_research (destructiveHint, idempotentHint); kata_compile_workflow (destructiveHint, idempotentHint); …
- pass `tools.token_cost`: about 1,343 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 8, about 1,343 tokens to load them all
- tool set hash: ffa81f3b99907d31c5c2ad16b99630f4
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.dharan1007/kata.svg)](https://protogrid.dev/servers/io.github.dharan1007/kata)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://kata-webmcp.vercel.app/api/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (8)

- `kata_apply_command`: Apply one allowlisted semantic workspace command and return the next workspace snapshot.
- `kata_compile_workflow`: Compile two compatible semantic demonstrations into a deterministic JSON-Schema-constrained program.
- `kata_diagnose_web_interop`: Classify observed WebMCP, MCP, browser and API constraints and return a conservative compliant integration path without weakening security controls.
- `kata_execute_program`: Execute a compiled deterministic program transactionally against a supplied workspace snapshot.
- `kata_plan_triage`: Create a deterministic triage plan from live OpenAlex results or supplied works without mutating a workspace.
- `kata_preview_automation`: Preview an automation and return matching works plus an integrity fingerprint. Makes no changes.
- `kata_run_automation`: Run a deterministic automation only when its preview fingerprint still matches current inputs. Nested tools are depth-bounded.
- `kata_search_research`: Search live scholarly works through OpenAlex. Returns normalized real research records; never mock data.