# Kooma — Bambara AI

> Bambara AI over MCP: text-to-speech, transcription and translation (Bamanankan + more).

- name: ai.kooma/kooma
- version: 1.0.0
- connection class: R1 (autonomous)
- trust: 79/100 flags: no-repository
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/ai.kooma%2Fkooma
- tools: https://api.protogrid.dev/v1/servers/ai.kooma%2Fkooma/tools

**An agent can connect on its own if it already holds `KOOMA_TOKEN`.** Remote endpoint behind a static API key or header. The registry never sees the value; the agent fills the placeholder.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "kooma": {
      "type": "http",
      "url": "https://mcp.kooma.ai/mcp",
      "headers": {
        "Authorization": "Bearer ${KOOMA_TOKEN}"
      }
    }
  }
}
```

Placeholders to fill: `${KOOMA_TOKEN}`.

## Trust

- hygiene: 80
- liveness: 98
- freshness: 85
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-95% ~updated-56d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### 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: 71 (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
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: kooma_transcribe_from_url (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); kooma_text_to_speech (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); kooma_list_voices (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 442 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: 4, about 442 tokens to load them all
- tool set hash: c4957672627dcefd76fa762a70ef8d53
- badge: [![protogrid quality](https://protogrid.dev/badge/ai.kooma/kooma.svg)](https://protogrid.dev/servers/ai.kooma/kooma)
- 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://mcp.kooma.ai/mcp (streamable-http, auth api_key ${KOOMA_TOKEN}, reachable true, uptime30d 0.94736844)

## Packages

_none_

## Tools (4)

- `kooma_list_voices`: Liste les voix bambara disponibles pour la synthese vocale, avec leur identifiant, leur nom et leur genre. A appeler avant kooma_text_to_speech : les identifiants varient d'un compte a l'autre et ne doivent jamais etre codes en dur.
- `kooma_text_to_speech`: Transforme un texte en audio avec une voix bambara. Renvoie l'audio. Utiliser kooma_list_voices pour obtenir un identifiant de voix valide.
- `kooma_transcribe_from_url`: Transcrit en texte un fichier audio ou video accessible par une URL publique en HTTPS. La langue est detectee automatiquement. Le fichier est plafonne a 25 Mo.
- `kooma_translate`: Traduit un texte entre le bambara et 13 autres langues. Les codes de langue combinent langue et ecriture : bam_Latn (bambara), fra_Latn (francais), eng_Latn (anglais), et ainsi de suite.