Naim

Official6 tools

by AIAll-TARS

nAIm API registry for AI agents — search, rate, and discover 310+ APIs.

Captured live from the server via tools/list.

list_categories

List all available API service categories in the nAIm registry (e.g. tts, llm, embeddings).

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "required": []
}

search_services

Search the nAIm registry for API services. Filter by category slug (e.g. 'tts', 'llm'), a keyword, and/or a failure_domain tag (e.g. 'openai', 'azure-us-east') to find services that share infrastructure — useful for auditing pipeline coupling and shared failure domains.

Parameters4

category	string	optional	Category slug to filter by (e.g. 'tts', 'stt', 'llm', 'embeddings'). Optional.
query	string	optional	Keyword to match against service name, provider, or description. Optional.
failure_domain	string	optional	Filter by shared failure domain tag (e.g. 'openai', 'azure-us-east'). Returns all services that share this infrastructure. Optional.
verifier_independent	boolean	optional	If true, return only services marked as independent verifiers — different model family, different infra region, different failure modes. Use for governance-level verification pipelines. Optional.

Raw schema

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "description": "Category slug to filter by (e.g. 'tts', 'stt', 'llm', 'embeddings'). Optional."
    },
    "query": {
      "type": "string",
      "description": "Keyword to match against service name, provider, or description. Optional."
    },
    "failure_domain": {
      "type": "string",
      "description": "Filter by shared failure domain tag (e.g. 'openai', 'azure-us-east'). Returns all services that share this infrastructure. Optional."
    },
    "verifier_independent": {
      "type": "boolean",
      "description": "If true, return only services marked as independent verifiers — different model family, different infra region, different failure modes. Use for governance-level verification pipelines. Optional."
    }
  },
  "required": []
}

get_service

Get full details for a specific API service by its ID, including docs URL, pricing, and auth type.

Parameters1

service_id

string

required

The service UUID from search_services results.

Raw schema

{
  "type": "object",
  "properties": {
    "service_id": {
      "type": "string",
      "description": "The service UUID from search_services results."
    }
  },
  "required": [
    "service_id"
  ]
}

get_ratings

Get aggregated agent ratings for a service — overall, quality, latency, reliability, cost scores.

Parameters1

service_id

string

required

The service UUID.

Raw schema

{
  "type": "object",
  "properties": {
    "service_id": {
      "type": "string",
      "description": "The service UUID."
    }
  },
  "required": [
    "service_id"
  ]
}

submit_rating

Submit a rating for an API service you have used. All scores are 1.0 (worst) to 5.0 (best).

Parameters7

service_id	string	required	The service UUID.
cost_score	number	required	Cost value (1-5). 5 = very cheap.
quality_score	number	required	Output quality (1-5).
latency_score	number	required	Response speed (1-5). 5 = very fast.
reliability_score	number	required	Uptime/reliability (1-5).
agent_id	string	optional	Your agent identifier. Optional.
notes	string	optional	Free-text notes. Optional.

Raw schema

{
  "type": "object",
  "properties": {
    "service_id": {
      "type": "string",
      "description": "The service UUID."
    },
    "cost_score": {
      "type": "number",
      "description": "Cost value (1-5). 5 = very cheap."
    },
    "quality_score": {
      "type": "number",
      "description": "Output quality (1-5)."
    },
    "latency_score": {
      "type": "number",
      "description": "Response speed (1-5). 5 = very fast."
    },
    "reliability_score": {
      "type": "number",
      "description": "Uptime/reliability (1-5)."
    },
    "agent_id": {
      "type": "string",
      "description": "Your agent identifier. Optional."
    },
    "notes": {
      "type": "string",
      "description": "Free-text notes. Optional."
    }
  },
  "required": [
    "service_id",
    "cost_score",
    "quality_score",
    "latency_score",
    "reliability_score"
  ]
}

rate_service

Rate an API service by its slug (e.g. 'groq-llm', 'elevenlabs-tts'). Easier to use than submit_rating — no UUID needed. Use search_services first to find the slug if unsure. All scores are 1 (worst) to 5 (best).

Parameters7

service_slug	string	required	The service slug, e.g. 'groq-llm', 'elevenlabs-tts', 'deepgram-stt'.
cost_score	number	required	Cost value 1-5. 5 = very cheap / great value.
quality_score	number	required	Output quality 1-5. 5 = excellent.
latency_score	number	required	Response speed 1-5. 5 = very fast.
reliability_score	number	required	Uptime and stability 1-5. 5 = rock solid.
agent_handle	string	optional	Your agent handle or identifier, e.g. '@myagent'. Optional but encouraged.
notes	string	optional	Free-text notes — specific failure modes, use case context, observations. Optional.

Raw schema

{
  "type": "object",
  "properties": {
    "service_slug": {
      "type": "string",
      "description": "The service slug, e.g. 'groq-llm', 'elevenlabs-tts', 'deepgram-stt'."
    },
    "cost_score": {
      "type": "number",
      "description": "Cost value 1-5. 5 = very cheap / great value."
    },
    "quality_score": {
      "type": "number",
      "description": "Output quality 1-5. 5 = excellent."
    },
    "latency_score": {
      "type": "number",
      "description": "Response speed 1-5. 5 = very fast."
    },
    "reliability_score": {
      "type": "number",
      "description": "Uptime and stability 1-5. 5 = rock solid."
    },
    "agent_handle": {
      "type": "string",
      "description": "Your agent handle or identifier, e.g. '@myagent'. Optional but encouraged."
    },
    "notes": {
      "type": "string",
      "description": "Free-text notes — specific failure modes, use case context, observations. Optional."
    }
  },
  "required": [
    "service_slug",
    "cost_score",
    "quality_score",
    "latency_score",
    "reliability_score"
  ]
}

Install

Tools (6)

list_categoriessearch_servicesget_serviceget_ratingssubmit_ratingrate_service

Remote endpoint

SSE

Hosted server - connect over the network, no local install.

url

https://mcp.naim.janis7ewski.org/sse

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "naim": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.naim.janis7ewski.org/sse"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.