BN
Brainiall NLP
20 endpointsliveSentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit. (MCP server com.brainiall/nlp, aggregated from the official registry)
$Set up https://cracked-ai-pearl.vercel.app/SKILL.md, and then use Cracked to show me what I can do for Brainiall NLP.
| Endpoint | What it does | Price | Health |
|---|---|---|---|
| Analyze Toxicity /analyze_toxicity | Analyze text for toxic content. Returns scores for 6 categories: toxic, severe_toxic, obscene, threat, insult, identity_hate. Each score is 0.0-1.0. BERT-based | $0.0020 per call | unknown |
| Analyze Sentiment /analyze_sentiment | Analyze text sentiment. Returns positive/negative classification with confidence scores. Brainiall Sentiment engine-based with sub-10ms latency. Multiple domai | $0.0020 per call | unknown |
| Extract Entities /extract_entities | Extract named entities (NER) from text. Identifies persons, organizations, locations, and miscellaneous entities with span offsets and confidence scores. BERT- | $0.0020 per call | unknown |
| Detect PII /detect_pii | Detect personally identifiable information (PII) in text. Finds emails, phone numbers, SSNs, credit cards, IP addresses, and person names. Optionally returns r | $0.0020 per call | unknown |
| Detect Language /detect_language | Detect the language of text. Supports 176 languages using fastText. Sub-1ms inference latency. Returns ISO 639-1 codes with confidence scores. Args: text: | $0.0020 per call | unknown |
| Check NLP Service /check_nlp_service | Check health status of NLP API services and loaded models. Returns: dict with keys: - status (str): 'healthy' or error state - models (dict | $0.0020 per call | unknown |
| Translate Text /translate_text | Translate text between 100+ languages. Args: text: The text to translate. target_lang: Target language code. source_lang: Source language code; omi | $0.0020 per call | unknown |
| Summarize Text /summarize_text | Summarize text — extractive (verbatim key sentences in original order) or abstractive (concise rewrite). Args: text: The text to summarize. mode: 'abst | $0.0020 per call | unknown |
| Answer Question About Text /answer_question | Answer a question using ONLY the supplied text; returns the supporting sentence(s) with character offsets. Replies found:false rather than guessing when the an | $0.0020 per call | unknown |
| Ingest Document Into Knowledge Base /knowledge_ingest | Ingest a document into a knowledge base: it is chunked, embedded and stored for you (managed RAG). Args: namespace: The knowledge-base namespace. text: | $0.0020 per call | unknown |
| Query Knowledge Base /knowledge_query | Retrieve the most relevant passages from a knowledge base plus (optionally) a grounded, cited answer. Returns found:false rather than a guess when the passages | $0.0020 per call | unknown |
| List Knowledge Base Documents /knowledge_list_documents | List the documents stored in a knowledge base (most recent first). Args: namespace: The knowledge-base namespace. Returns: dict with keys: documents ( | $0.0020 per call | unknown |
| Score Event For Fraud Risk /fraud_score | Score a transaction or account event for fraud risk. Send whatever signals you have — all optional. Returns a 0-1 fraud probability, a risk level, the exact ri | $0.0020 per call | unknown |
| Report Fraud Outcome (Feedback) /fraud_feedback | Report the confirmed outcome of an event so the fraud model can be re-calibrated to your data. Args: event_id: The event identifier. label: 'fraud' | ' | $0.0020 per call | unknown |
| Extract Key Phrases /extract_key_phrases | Statistical key-phrase extraction — top-N ranked phrases. Brainiall Key Phrases engine. Pure-statistical (TF + position + casing + stopword filter), no ML cost | $0.0020 per call | unknown |
| Per-Aspect Sentiment /aspect_sentiment | Sentiment per aspect. Brainiall Aspect Sentiment engine. Splits the text into sentences mentioning each aspect, classifies each, aggregates. | $0.0020 per call | unknown |
| Custom Text Classification (zero-shot) /classify_text_custom | Zero-shot text classification — define your labels at call time. No training, no data upload. Brainiall Custom Classifier engine. Returns {top_label, scores, c | $0.0020 per call | unknown |
| Entity Linking (Wikidata) /link_entities_to_wikidata | Named-entity recognition + canonical linking to Wikidata Q-ids. Brainiall Entity Linker engine. Disambiguates 'Apple' the company from 'apple' the fruit. | $0.0020 per call | unknown |
| Conversational PII Detection (multi-turn) /detect_conversational_pii | Multi-turn PII detection with cross-turn coreference. Brainiall Conversational PII engine. Same surface text + type across turns gets the same entity_id. | $0.0020 per call | unknown |
| Prompt Shield (Jailbreak / Injection Detection) /detect_prompt_injection | Classify a prompt before it reaches your LLM. Brainiall Prompt Shield engine. Returns category (jailbreak | prompt_injection | data_exfiltration | impersonatio | $0.0020 per call | unknown |