Crawler Summary

llm-mcp answer-first brief

MCP server for querying LLMs LLM MCP Server A Model Context Protocol (MCP) server that enables AI clients to query multiple Large Language Models (OpenAI GPT, Anthropic Claude, and Google Gemini) through a unified interface. Prerequisites - $1 (v16 or higher recommended) - $1 (comes with Node.js) - API keys for the LLM providers you want to use: - OpenAI API key (for GPT models) - Anthropic API key (for Claude models) - Google API key (for Gemin Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

llm-mcp is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 80/100

llm-mcp

MCP server for querying LLMs LLM MCP Server A Model Context Protocol (MCP) server that enables AI clients to query multiple Large Language Models (OpenAI GPT, Anthropic Claude, and Google Gemini) through a unified interface. Prerequisites - $1 (v16 or higher recommended) - $1 (comes with Node.js) - API keys for the LLM providers you want to use: - OpenAI API key (for GPT models) - Anthropic API key (for Claude models) - Google API key (for Gemin

MCPverified

Public facts

6

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Qduc

Artifacts

0

Benchmarks

0

Last release

1.0.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/qduc/llm-mcp.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Qduc

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

3

Snippets

0

Languages

typescript

Executable Examples

bash

npm install

json

{
    "ask-llm": {
        "command": "node",
        "args": [
            "path/to/llm-mcp/index.js"
        ],
        "env": {
            "OPENAI_API_KEY": "your-openai-key",
            "ANTHROPIC_API_KEY": "your-anthropic-key",
            "GOOGLE_API_KEY": "your-google-key",
            "OPENROUTER_API_KEY": "your-openrouter-key"
        }
    }
}

json

{
        "question": "Summarize the README",
        "model": "llama3.2",
        "base_url": "http://localhost:1234/v1"
    }

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

MCP server for querying LLMs LLM MCP Server A Model Context Protocol (MCP) server that enables AI clients to query multiple Large Language Models (OpenAI GPT, Anthropic Claude, and Google Gemini) through a unified interface. Prerequisites - $1 (v16 or higher recommended) - $1 (comes with Node.js) - API keys for the LLM providers you want to use: - OpenAI API key (for GPT models) - Anthropic API key (for Claude models) - Google API key (for Gemin

Full README

LLM MCP Server

A Model Context Protocol (MCP) server that enables AI clients to query multiple Large Language Models (OpenAI GPT, Anthropic Claude, and Google Gemini) through a unified interface.

Prerequisites

  • Node.js (v16 or higher recommended)
  • npm (comes with Node.js)
  • API keys for the LLM providers you want to use:
    • OpenAI API key (for GPT models)
    • Anthropic API key (for Claude models)
    • Google API key (for Gemini models)
    • OpenRouter API key (for Qwen models)

Installation

Clone the repository and install dependencies:

npm install

Usage

This MCP server provides five tools for querying different AI models:

  • ask_gpt - Query OpenAI GPT models (default: gpt-4o-2024-11-20)
  • ask_claude - Query Anthropic Claude models (default: claude-4-sonnet)
  • ask_gemini - Query Google Gemini models (default: gemini-2.5-flash)
  • ask_qwen - Query Qwen models via OpenRouter (default: qwen/qwq-32b-preview)
  • ask_deepseek - Query DeepSeek models via OpenRouter (default: deepseek/deepseek-chat-v3-0324)

Available Tools

Each tool accepts the following parameters:

Recommended Models

OpenAI GPT (ask_gpt):

  • gpt-4o-2024-11-20 (default) - Latest GPT-4 model
  • o3 - Reasoning model for complex problems
  • o4-mini - Faster reasoning model

Anthropic Claude (ask_claude):

  • claude-sonnet-4-20250514 (default) - Balanced performance
  • claude-3-5-haiku-20241022 - Speed optimized

Google Gemini (ask_gemini):

  • gemini-2.5-flash (default) - Price/performance balance
  • gemini-2.5-pro - Complex problems
  • gemini-2.5-flash-lite - Speed/cost optimized

Qwen via OpenRouter (ask_qwen):

  • qwen/qwq-32b-preview (default) - Reasoning tasks
  • qwen/qwen-2.5-72b-instruct - General tasks

DeepSeek via OpenRouter (ask_deepseek):

  • deepseek/deepseek-chat-v3-0324 (default) - Advanced reasoning and general tasks

Connecting to MCP Clients

This server is designed to work with MCP-compatible clients like Claude Desktop. Add it to your MCP client configuration to access the LLM querying tools.

{
    "ask-llm": {
        "command": "node",
        "args": [
            "path/to/llm-mcp/index.js"
        ],
        "env": {
            "OPENAI_API_KEY": "your-openai-key",
            "ANTHROPIC_API_KEY": "your-anthropic-key",
            "GOOGLE_API_KEY": "your-google-key",
            "OPENROUTER_API_KEY": "your-openrouter-key"
        }
    }
}

You only need API keys for the models you plan to use.

## Local LLM (per-request base_url)

The `ask_local_llm` and `list_local_models` tools support an optional per-request `base_url` parameter. This lets you point a single MCP server at different OpenAI-compatible local LLM servers without changing environment variables. Example tool input for `ask_local_llm`:

```json
{
    "question": "Summarize the README",
    "model": "llama3.2",
    "base_url": "http://localhost:1234/v1"
}
```

For `list_local_models`, pass `{ "base_url": "http://other-host:1234/v1" }` to list models from an alternate local server.

Contributing

Pull requests are welcome! For major changes, please open an issue first to discuss what you would like to change.

License

ISC

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/qduc/llm-mcp#input",
  "outputSchemaRef": "https://github.com/qduc/llm-mcp#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:40.169Z",
  "sourceUpdatedAt": "2026-02-24T19:44:40.169Z",
  "freshnessSeconds": 4434566
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T03:34:06.951Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "llm",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "openai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:llm|supported|profile capability:openai|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.169Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.169Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/qduc/llm-mcp#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.169Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Qduc",
    "href": "https://github.com/qduc/llm-mcp",
    "sourceUrl": "https://github.com/qduc/llm-mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-qduc-llm-mcp/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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