Adapter Details: langchain

Connects to LangChain for advanced language model interactions. Provides seamless access to local and remote AI models with configurable parameters and system prompts. Ideal for natural language processing, AI-powered conversations, and intelligent content generation workflows.

Name:langchain
Class:covia.adapter.LangChainAdapter

MCP Tools

This adapter provides 40 MCP tool(s) for AI agent integration:

Tool NameDescription
langchain_anthropicModel preset for claude-opus-5 through the anthropic provider operation.
langchain_anthropicModel preset for claude-sonnet-5 through the anthropic provider operation.
langchain_anthropicModel preset for claude-fable-5 through the anthropic provider operation.
langchain_openrouterModel preset for openai/gpt-5.4-mini through the openrouter provider operation.
langchain_mistralModel preset for mistral-large-latest through the mistral provider operation.
langchain_openrouterModel preset for openrouter/auto through the openrouter provider operation.
langchain_geminiChat with current Gemini models through Google's OpenAI-compatible endpoint.
langchain_geminiModel preset for gemini-3.5-flash-lite through the gemini provider operation.
langchain_deepseekChat with DeepSeek V4 through its OpenAI-compatible endpoint. V4 Flash is the balanced/economical default; V4 Pro targets harder work.
langchain_openaiModel preset for gpt-5.6-sol through the openai provider operation.
langchain_mistralModel preset for codestral-latest through the mistral provider operation.
langchain_deepseekModel preset for deepseek-v4-flash through the deepseek provider operation.
langchain_ollamaExample operation that chats with a local Ollama-served LLM via LangChainAdapter
langchain_xaiChat with current xAI Grok models via the OpenAI-compatible xAI API. Grok 4.3 is the balanced default, 4.5 targets highest-quality work, and Grok Build is coding-specific.
langchain_openrouterModel preset for google/gemini-3.5-flash through the openrouter provider operation.
langchain_geminiModel preset for gemini-3.6-flash through the gemini provider operation.
langchain_openrouterModel preset for anthropic/claude-sonnet-5 through the openrouter provider operation.
langchain_mistralModel preset for mistral-small-latest through the mistral provider operation.
langchain_xaiModel preset for grok-4.5 through the xai provider operation.
langchain_openaiModel preset for gpt-5.4-nano through the openai provider operation.
llm_modelsDiscover model operations from v/models/, grouped by serving provider, with CALLER-RELATIVE readiness. Returns provider defaults and recommendations as catalog paths, compatible model-id lists, and detailed operation entries. Hosted readiness means YOUR secret store or the venue environment supplies the conventional key (never returned); Ollama readiness is live reachability.
langchain_geminiModel preset for gemini-3.5-flash through the gemini provider operation.
langchain_openrouterChat with any model behind OpenRouter's OpenAI-compatible endpoint — one API key, many vendors. Model ids are vendor-prefixed (anthropic/…, openai/…, google/…, deepseek/…, mistralai/…); openrouter/auto (the default) lets the router choose. Any OpenRouter model id is accepted, not only the advertised list.
langchain_ollamaModel preset for qwen through the ollama provider operation.
langchain_openrouterModel preset for deepseek/deepseek-v4-flash through the openrouter provider operation.
langchain_deepseekModel preset for deepseek-v4-pro through the deepseek provider operation.
langchain_ollama_qwen3This is an example operation that gets a response from the Qwen3 LLM via ollama
langchain_anthropicModel preset for claude-haiku-4-5-20251001 through the anthropic provider operation.
langchain_xaiModel preset for grok-build-0.1 through the xai provider operation.
langchain_mistralModel preset for ministral-8b-latest through the mistral provider operation.
langchain_anthropicChat with Anthropic Claude models using the native Anthropic API. API key resolution prefers the caller/public secret store (ANTHROPIC_API_KEY by default), then the venue process environment; override by passing apiKey explicitly or as 's/<SECRET_NAME>'. Supports system prompts, tools, and structured output. Prompt caching is on by default: tools, system prompt and the caller's cacheMarks are cache breakpoints; usage reports cacheRead and cacheWrite tokens.
langchain_openrouterModel preset for mistralai/mistral-medium-latest through the openrouter provider operation.
langchain_mistralModel preset for magistral-medium-latest through the mistral provider operation.
langchain_mistralChat with Mistral models through Mistral's OpenAI-compatible endpoint. mistral-medium-latest is the balanced default; mistral-large-latest for quality, mistral-small-latest for economy, codestral-latest for code, magistral-medium-latest for reasoning. The -latest aliases track Mistral's current release of each family.
langchain_xaiModel preset for grok-4.3 through the xai provider operation.
langchain_openaiModel preset for gpt-5.6-luna through the openai provider operation.
langchain_openaiModel preset for gpt-5.6-terra through the openai provider operation.
langchain_openaiChat with an OpenAI-compatible LLM. Supports messages-based and prompt-based input. API key resolved from user's secret store (OPENAI_API_KEY by default). Compatible with OpenAI, DeepSeek, Gemini, and other OpenAI-compatible endpoints — set the url parameter to use a different provider.
langchain_openaiModel preset for gpt-5.4-mini through the openai provider operation.
langchain_mistralModel preset for mistral-medium-latest through the mistral provider operation.

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