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Search / io.github.ModelsLab/modelslab-agents

ModelsLab Agent Control Plane

R1· needs a key

Account, billing, team, API key and model discovery tools for agents that use ModelsLab.

v1.0.0 · active · repository · website · descriptor JSON · versions

An agent can connect on its own if it already holds api_key.Remote endpoint behind a static API key or header. The registry never sees the value; the agent fills the placeholder.
Quality82good
Trust93of 100
Uptime, 30 days100%
Latency p50221 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "modelslab-agents": {
      "type": "http",
      "url": "https://modelslab.com/mcp/agents",
      "headers": {
        "Authorization": "Bearer ${api_key}"
      }
    }
  }
}
claude mcp add --transport http modelslab-agents https://modelslab.com/mcp/agents --header "Authorization: Bearer ${api_key}"
[mcp_servers.modelslab-agents]
url = "https://modelslab.com/mcp/agents"
bearer_token_env_var = "api_key"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "modelslab-agents": {
      "type": "remote",
      "url": "https://modelslab.com/mcp/agents",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:api_key}"
      }
    }
  }
}
{
  "mcpServers": {
    "modelslab-agents": {
      "type": "http",
      "url": "https://modelslab.com/mcp/agents",
      "headers": {
        "Authorization": "Bearer ${api_key}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=modelslab-agents&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbW9kZWxzbGFiLmNvbS9tY3AvYWdlbnRzIiwiaGVhZGVycyI6eyJBdXRob3JpemF0aW9uIjoiQmVhcmVyICR7YXBpX2tleX0ifX0%3D"
}
{
  "servers": {
    "modelslab-agents": {
      "type": "http",
      "url": "https://modelslab.com/mcp/agents",
      "headers": {
        "Authorization": "Bearer ${api_key}"
      }
    }
  }
}
{
  "mcpServers": {
    "modelslab-agents": {
      "httpUrl": "https://modelslab.com/mcp/agents",
      "headers": {
        "Authorization": "Bearer ${api_key}"
      }
    }
  }
}
extensions:
  "modelslab-agents":
    enabled: true
    name: "modelslab-agents"
    type: streamable_http
    uri: "https://modelslab.com/mcp/agents"
    headers:
      "Authorization": "Bearer ${api_key}"
    timeout: 300

Placeholders to fill from your own secret store: ${api_key}. The registry never accepts secret values.

Quality 82 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
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 hygiene79 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • warn
    tools.annotationsonly 2 of 10 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: agent-api-keys (readOnlyHint, destructiveHint, idempotentHint); agent-wallet (readOnlyHint, destructiveHint, idempotentHint); agent-subscriptions (readOnlyHint, destructiveHint, idempotentHint); …
  • pass
    tools.token_costabout 3,850 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

10 tools, about 3,850 tokens to load them all · tool set 6fd7a37c7e00 · checked 2026-10-19 11:27 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 93 / 100

duplicate-repo
provenance90
liveness100
freshness100
hygiene80

+repository +namespace-matches-repo +website +reachable +uptime-100% +updated-17d-ago -duplicate-repo(3 names)

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://modelslab.com/mcp/agents streamable-httpapi_key ${api_key}yes100%221 ms2025-11-252026-10-19

Tools (10)

agent-api-keys Manage API keys for the authenticated user. Actions: list, create, get, update, delete. API keys are used for generation endpoints (/api/v6, /api/v7, /api/v8). All actions require authentication.
agent-auth Manage authentication for the ModelsLab agent control plane. Actions: signup, login, logout, logout-all, forgot-password, reset-password, resend-verification, verify. Login returns a bearer token for subsequent authenticated requests. Signup, login, forgot-password, reset-password, resend-verification, and verify do not require authentication.
agent-billing Manage billing for the authenticated user. Actions: stripe-config (get Stripe publishable key for headless card tokenization), create-setup-intent (create SetupIntent for 3DS-safe card saving), create-payment-link (generate Stripe-hosted payment URL to forward to human — supports card, Google Pay, Amazon Pay, Link, etc.), overview, payment-methods, add-payment-method, set-default-payment-method, remove-payment-method, billing-info, update-billing-info, invoices, invoice-detail, invoice-pdf. Three payment paths: (1) Headless: stripe-config → tokenize → payment_method_id, (2) Human-assisted: create-payment-link → forward URL → poll confirm-checkout, (3) SetupIntent: create-setup-intent → confirm via Stripe → reuse payment method. All actions require authentication.
agent-modelsread-only Search and discover AI models available on ModelsLab. Actions: search (browse/filter models), filters (available filter options), tags (model tags), providers (model providers), detail (get model details by ID). The detail action returns endpoint configurations with a `parameters` JSON Schema object describing each endpoint's accepted parameters (types, constraints, defaults) alongside the raw UI `config` array. Requires authentication.
agent-profile Manage the authenticated user's profile. Actions: get (view profile), update (update name/username/about), update-password, update-socials, update-preferences. All actions require authentication.
agent-subscriptions Manage subscriptions for the authenticated user. Actions: list-plans (view available subscription plans + pay-as-you-go options), list, create (headless with payment_method_id, or checkout URL without it), confirm-checkout (confirm Stripe checkout session), status (check subscription status), update (change plan), pause, resume, reset-cycle, charge-amount (set paid model charge amount), fix-payment. Headless flow: get publishable key via agent-billing stripe-config → tokenize card via Stripe API → pass payment_method_id to create. All actions require authentication.
agent-teams Manage teams for the authenticated user. Actions: list (view team members and pending invites), create (invite by email), get (view a team member), update (modify member role/permissions), delete (remove member), resend-invite, accept-invite. All actions require authentication.
agent-tokens Manage Sanctum access tokens for the authenticated user. Actions: list (view all tokens), revoke (revoke a specific token by ID), revoke-others (revoke all tokens except current), switch-account (get a token for a team account). All actions require authentication.
agent-usageread-only View API usage analytics for the authenticated user. Actions: summary (usage overview with plan limits), products (per-product usage breakdown), history (recent generation request timeline with optional date filters). All actions require authentication.
agent-wallet Manage the wallet for the authenticated user. Actions: balance (view wallet balance), fund (add funds via Stripe payment), confirm-checkout (confirm a Stripe checkout session), payment-status (check payment intent status), auto-funding (configure auto-recharge), disable-auto-funding, withdraw (reseller only), validate-coupon, redeem-coupon. Fund with payment_method_id charges immediately; without it creates a Stripe checkout session. All actions require authentication.

Schemas: list_tools.

Also listed as

2 other active names share this repository: io.github.ModelsLab/modelslab, io.github.ModelsLab/modelslab-v8

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Official server.json
{
  "name": "io.github.ModelsLab/modelslab-agents",
  "title": "ModelsLab Agent Control Plane",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://modelslab.com/mcp/agents",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "value": "Bearer {api_key}",
          "isSecret": true,
          "variables": {
            "api_key": {
              "isSecret": true,
              "isRequired": true,
              "description": "ModelsLab personal access token (Sanctum) for the agent control plane"
            }
          },
          "isRequired": true,
          "description": "ModelsLab personal access token (Sanctum) for the agent control plane"
        }
      ]
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/ModelsLab/modelslab-mcp",
    "source": "github"
  },
  "websiteUrl": "https://docs.modelslab.com/mcp-web-api/overview",
  "description": "Account, billing, team, API key and model discovery tools for agents that use ModelsLab."
}