Agentic Service Discovery

Resources

C

Cohere

by Cohere Inc.

Generate text with Command models, create embeddings for semantic search, rerank search results, classify text, and summarise documents using Cohere's NLP API.

AI ServicesFree / PaidAPI keyllmembeddingsnlprerankclassifysummarizeai

How agents use Cohere

  • Agent embeds user queries and document chunks for RAG retrieval using Cohere's embed-english model
  • Agent reranks vector search results to improve relevance before passing context to an LLM
  • Agent classifies incoming support messages by category using few-shot examples
  • Agent summarises long documents or articles before forwarding them to downstream nodes
  • Agent uses Command-R+ to reason over retrieved context and generate grounded responses

Agent actions

ChatGenerate a conversational response using a Cohere Command model.

Inputs: message, model, systemPrompt, chatHistory, temperature, maxTokens

Returns: text, finishReason, inputTokens, outputTokens

Embed TextGenerate vector embeddings for one or more text inputs.

Inputs: texts, model, inputType

Returns: embeddings, embeddingCount, model

Rerank DocumentsRerank a list of documents by relevance to a query.

Inputs: query, documents, topN, model

Returns: results, topDocument, topScore

Classify TextClassify text inputs into categories using few-shot examples.

Inputs: inputs, examples

Returns: classifications, labels

SummarizeGenerate a concise summary of a long text.

Inputs: text, length, format, extractiveness

Returns: summary

Example workflows

1

RAG pipeline with reranking

Embed a query, retrieve candidates from Pinecone, rerank with Cohere, then generate a response with Command-R+.

About Cohere

Vendor
Cohere Inc.
Pricing Always review details with the vendor
Free / PaidFree trial includes limited API calls. Production pricing is usage-based per token/request.
Authentication
API key
Rate limit Always review details with the vendor
100 requests / minute
Compatible nodes
AgentResource

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