Application & Function Library
100 function blocks · 8 connectors · earn when yours are used in agents
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8X Smart Routing ✓
Platform Services
Dual-axis intelligent routing engine. Classifies every query by complexity and compliance, routes to the cheapest model meeting yo
8X Governance Engine ✓
Platform Services
Real-time compliance enforcement on every query. Regulatory keyword detection, auto-exclusion of non-compliant providers, full aud
8X Spend Controls ✓
Platform Services
Per-agent and per-key budget enforcement. Daily/monthly caps, auto-downgrade when limits approach, real-time alerting.
Whisper Large v3 ✓
Speech & Audio
State-of-the-art speech recognition. 99 languages, word-level timestamps, auto language detection. MIT licence.
WhisperX Diarize
Speech & Audio
Whisper with fast speaker diarisation and word-level timestamps. Identifies who said what. BSD licence.
Faster Whisper ✓
Speech & Audio
4x faster Whisper reimplementation using CTranslate2. Same accuracy, fraction of the cost. MIT licence.
Coqui TTS
Speech & Audio
Neural text-to-speech with voice cloning. 17 languages, multi-speaker support. MPL-2.0 licence.
Canary Qwen ASR ✓
Speech & Audio
Top of HuggingFace Open ASR leaderboard. 5.63% WER. Hybrid ASR+LLM architecture.
StarCoder2 ✓
Code & Security
Open-source code LLM trained on The Stack v2. 619 programming languages. BigCode OpenRAIL-M licence.
CodeGeeX ✓
Code & Security
Multilingual code generation. 20+ languages with code translation between them. Apache 2.0.
Semgrep OSS ✓
Code & Security
Fast static analysis. 3,500+ rules for security, correctness, performance. 30+ languages. LGPL 2.1.
DeepSeek Coder V2 ✓
Code & Security
Code-specialised MoE model. 338 languages, 128K context. Competitive with GPT-4o at fraction of cost.
Aider
Code & Security
AI pair programming in your terminal. Git-aware multi-file editing with auto commits. Apache 2.0.
SQLCoder ✓
Data & Analytics
Natural language to SQL, outperforms GPT-4. Schema-aware, Postgres, MySQL, BigQuery, Snowflake. Apache 2.0.
Pandas AI
Data & Analytics
Chat with your dataframes. Natural language queries against CSV, Excel, Postgres. MIT licence.
Unstructured.io ✓
Data & Analytics
ETL for unstructured data. Parses PDFs, HTML, DOCX, PPTX into structured chunks for RAG. Apache 2.0.
dbt Core ✓
Data & Analytics
Industry standard data transformation. SQL modelling, automated testing, docs generation. Apache 2.0.
Great Expectations ✓
Data & Analytics
Data quality and validation framework. Define expectations, validate datasets, generate data docs. Apache 2.0.
Airbyte ✓
Data & Analytics
Open-source data integration. 350+ connectors for databases, APIs, SaaS. EL(T) pipelines. MIT licence.
NLLB-200 ✓
Translation
No Language Left Behind. 200 languages including low-resource ones. Research-grade translation. CC-BY-NC.
LibreTranslate
Translation
Self-hosted machine translation API. No cloud dependency. 30+ languages. Full data sovereignty. AGPL-3.0.
SeamlessM4T v2 ✓
Translation
Massively multilingual speech and text translation. Speech-to-speech across 100 languages. CC-BY-NC 4.0.
RAGFlow ✓
Search & RAG
Open-source RAG engine with deep document understanding. Layout-aware chunking, hybrid search. Apache 2.0.
LlamaIndex ✓
Search & RAG
The data framework for LLM apps. 160+ connectors, advanced retrieval, production-ready RAG. MIT licence.
Haystack ✓
Search & RAG
End-to-end NLP framework for search and RAG. Modular pipeline architecture. Apache 2.0.
Crawl4AI
Search & RAG
58K+ GitHub stars. LLM-friendly web crawler that outputs clean markdown. Apache 2.0.
Jina Reader ✓
Search & RAG
Convert any URL to LLM-ready markdown with one API call. Handles JS rendering. Apache 2.0.
ChromaDB ✓
Search & RAG
Open-source embedding database. Vector similarity search with Python-native API. Apache 2.0.
Tesseract OCR ✓
Vision & OCR
Gold standard open-source OCR. 100+ languages, LSTM neural network, PDF extraction. Apache 2.0.
Docling ✓
Vision & OCR
IBM's AI document understanding. Layout-aware parsing preserving tables, figures, headers. MIT licence.
Marker
Vision & OCR
Convert PDFs to markdown with high fidelity. Preserves tables, headers, lists. 10x faster than nougat. GPL-3.0.
LLaVA-NeXT ✓
Vision & OCR
Large Language and Vision Assistant. Visual QA, image captioning, chart understanding. Apache 2.0.
BLIP-2 ✓
Vision & OCR
Vision-language model for captioning and visual Q&A. Efficient bootstrapped pre-training. MIT licence.
VADER Sentiment
Content & NLP
Rule-based sentiment for social media. Handles emoticons, slang, acronyms. No GPU needed. MIT licence.
spaCy ✓
Content & NLP
Industrial-strength NLP. NER, POS tagging, dependency parsing, text classification. MIT licence.
TextBlob
Content & NLP
Simple Python NLP. Sentiment, noun phrases, classification, translation. Perfect for prototyping. MIT.
Llama 3.3 70B ✓
Content & NLP
Meta's open-weight LLM. 128K context, strong reasoning, multilingual. Competitive with GPT-4o class models.
Mixtral 8x22B ✓
Content & NLP
Mixture-of-experts. 176B total params, 44B active. Efficient, fast, multilingual. Apache 2.0.
Qwen3-235B ✓
Content & NLP
Top-tier open-weight MoE model. Strong on coding, math, and multilingual tasks. Apache 2.0.
Evidence
Analytics
Code-driven BI. Write SQL, get interactive reports as markdown. Git-versioned analytics. MIT licence.
Metabase ✓
Analytics
Open-source BI. Ask questions in plain English, get charts. Embeddable dashboards. AGPL-3.0.
Apache Superset ✓
Analytics
Enterprise BI platform. 40+ visualisation types, SQL Lab, dashboard sharing. Apache 2.0.
Label Studio ✓
Analytics
Multi-type data labelling. Text, images, audio, video. Active learning, team collaboration. Apache 2.0.
LangChain ✓
Agent Frameworks
The most popular LLM application framework. Chains, agents, memory, tool integration. MIT licence.
CrewAI
Agent Frameworks
Multi-agent orchestration. Define agent roles, delegate tasks, enable collaboration. MIT licence.
AutoGen ✓
Agent Frameworks
Microsoft's multi-agent conversation framework. Agents converse, execute code, solve problems. CC-BY-4.0.
Dify ✓
Agent Frameworks
Open-source LLM app platform. Visual workflow builder, RAG engine, agent framework. Apache 2.0.
Flowise
Agent Frameworks
Drag-and-drop LLM flow builder. Visual LangChain, no-code chatbot creation. Apache 2.0.
n8n AI Agents ✓
Agent Frameworks
Workflow automation with AI agent nodes. 400+ integrations, LLM tool use. Sustainable Alternative Licence.
vLLM ✓
Infrastructure
High-throughput LLM serving with PagedAttention. 24x higher throughput. Production inference standard. Apache 2.0.
Ollama ✓
Infrastructure
Run LLMs locally with one command. OpenAI-compatible API, model library. Easiest path to local AI. MIT.
BentoML ✓
Infrastructure
Build, ship, scale AI applications. Package any model into production-ready API endpoints. Apache 2.0.
E2B Sandbox ✓
Infrastructure
Secure sandboxes for AI code execution. Isolated Firecracker microVMs for agents. Apache 2.0.
Weights & Biases ✓
Infrastructure
ML experiment tracking and model monitoring. Visualise training, evaluate LLMs, trace agents.
MLflow ✓
Infrastructure
Open-source ML lifecycle platform. Track experiments, package models, deploy. Apache 2.0.
TradeReconciler ✓
Finance & Markets
Automated post-trade reconciliation. Identifies breaks between books of record, classifies severity (critical/high/medium), and re
MarketPulse ✓
Finance & Markets
Real-time sentiment extraction from news, filings and social commentary. Returns structured signals by ticker with confidence scor
AMLScreener ✓
Finance & Markets
AML transaction screening using FATF typology framework. Detects structuring, layering and geographic risk patterns. Returns SAR r
FilingAnalyser ✓
Finance & Markets
Extracts structured financial metrics from 10-K, 10-Q, annual reports and prospectuses. Flags red flags, covenants, litigation and
RiskDashboard ✓
Finance & Markets
Portfolio VaR calculation and stress testing. Runs historical, parametric and Monte Carlo scenarios. Returns risk metrics, concent
EarningsDigest ✓
Finance & Markets
Extracts structured signals from earnings call transcripts. Identifies guidance changes, management tone shifts, analyst concerns
CreditMemo ✓
Finance & Markets
Generates structured credit analysis memos from borrower financials. Covers liquidity, leverage, coverage ratios, peer benchmarkin
FXExposure ✓
Finance & Markets
Maps FX transaction and translation exposure across currencies. Identifies natural hedges, quantifies net open positions and recom
DealScreener ✓
Finance & Markets
M&A target screening and comparable transaction analysis. Scores strategic fit, estimates valuation range using comps and preceden
WealthPlanner ✓
Finance & Markets
Generates personalised financial plans from client profile and goals. Covers asset allocation, retirement projections, tax-efficie
PortfolioOptimiser ✓
Finance & Markets
Mean-variance and Black-Litterman portfolio optimisation. Incorporates ESG screens, factor tilts and client constraints. Returns e
ClaimsTriageBot ✓
Finance & Markets
Insurance claims intake and triage. Classifies claim type, validates policy coverage, scores fraud indicators using FNOL data, and
PolicyComparator ✓
Finance & Markets
Compares insurance policy documents to identify coverage gaps, exclusions and premium drivers. Supports motor, home, life, D&O, PI
UnderwritingAssist ✓
Finance & Markets
Assists commercial underwriters with risk assessment. Extracts key risk factors from submission documents, benchmarks against clas
ClinicalScribe ✓
Healthcare
Converts physician dictation and raw clinical notes into structured SOAP format. Suggests ICD-10 codes. Flags documentation gaps.
MedCodeAssist ✓
Healthcare
ICD-10-CM and CPT coding assistance from clinical documentation. Reduces coding errors and claim denial rates. All codes require c
TrialProtocolParser ✓
Healthcare
Extracts structured eligibility criteria, endpoints, interventions and safety monitoring requirements from clinical trial protocol
DischargeWriter ✓
Healthcare
Generates structured patient discharge summaries from admission notes, clinical events and medication records. Includes follow-up
DrugInteractionCheck ✓
Healthcare
Screens medication lists for clinically significant drug-drug, drug-food and drug-condition interactions. Returns severity rating,
PriorAuthBot ✓
Healthcare
Drafts insurance prior authorisation letters with clinical justification. Maps clinical criteria to payer policy requirements. Red
AdverseEventNarrator ✓
Healthcare
Generates structured adverse event narratives for pharmacovigilance submissions. Formats to MedWatch, CIOMS and ICH E2B standards.
ClinicalSummarizer ✓
Healthcare
Condenses lengthy patient records into structured clinical summaries. Highlights active problems, current medications, allergies,
ContractLens ✓
Legal & Compliance
Risk-focused commercial contract review. Identifies red flags, missing protections, uncapped liability and non-standard clauses. P
JurisdictionMapper ✓
Legal & Compliance
Classifies legal questions by applicable jurisdiction and regulatory framework. Maps governing law, competent regulator and confli
PolicyDelta ✓
Legal & Compliance
Compares new regulations against your existing policies. Produces gap analysis with required actions, severity ratings and complia
DDChecklist ✓
Legal & Compliance
Generates M&A due diligence checklists tailored to deal type, target sector and jurisdiction. Tracks completion status, flags bloc
LitigationRisk ✓
Legal & Compliance
Assesses litigation exposure from contract disputes, regulatory investigations and employment claims. Scores probability, quantum,
IPPortfolioWatch ✓
Legal & Compliance
Monitors IP portfolio for expiry deadlines, competitor filings, freedom-to-operate risks and potential infringement. Generates mai
RegChangeTracker ✓
Legal & Compliance
Monitors regulatory publications in specified jurisdictions and flags changes relevant to your business. Summarises obligations, i
CodeGuard ✓
Technology & SaaS
OWASP Top 10 (2021) security scanning for source code. Maps every finding to CWE ID. Provides concrete remediation code, not just
PRReviewer ✓
Technology & SaaS
Automated pull request review scoring correctness, security, performance and test coverage. Produces approve / request-changes / b
DocGen ✓
Technology & SaaS
Generates README, API reference and inline comments from source code. Coverage metrics included. Supports 20+ programming language
IncidentTriageBot ✓
Technology & SaaS
Classifies incident severity (SEV1–4), identifies likely root cause, recommends immediate actions and investigation steps from ale
ArchReviewer ✓
Technology & SaaS
Reviews system architecture diagrams and design docs against well-architected framework principles. Identifies SPOFs, scalability
APISpecGen ✓
Technology & SaaS
Generates OpenAPI 3.0 specifications from natural language descriptions or existing code. Includes schemas, authentication, error
RunbookWriter ✓
Technology & SaaS
Generates operational runbooks and incident playbooks from system descriptions. Covers detection, diagnosis, escalation paths, rem
CostOptimizer ✓
Technology & SaaS
Analyses cloud infrastructure spend and identifies savings opportunities. Covers rightsizing, reserved instance strategy, spot ins
NetworkFaultAnalyser ✓
Telecommunications
Analyses network fault logs, alarm correlations and topology data to identify root cause, blast radius and restoration sequence. I
ChurnPredictor ✓
Telecommunications
Predicts subscriber churn probability from usage patterns, billing history, NPS scores and support interactions. Returns risk-scor
RevenueAssurance ✓
Telecommunications
Detects revenue leakage across billing, mediation and network layers. Identifies unbilled usage, rate plan mismatches, interconnec
RegulatoryFiling ✓
Telecommunications
Drafts Ofcom, FCC and BEREC regulatory filings, market reviews and compliance responses. Maps obligations from licence conditions,
SpectrumOptimiser ✓
Telecommunications
Analyses spectrum utilisation across frequency bands and geographies. Identifies congestion hotspots, interference patterns and re
CustomerJourneyBot ✓
Telecommunications
Personalises customer service journeys using real-time account context. Handles billing disputes, tariff upgrades, fault reporting
SLAMonitor ✓
Telecommunications
Tracks SLA compliance across wholesale and enterprise contracts. Calculates availability, MTTR, jitter and packet loss against con
MVNOBillingReconciler ✓
Telecommunications
Reconciles MVNO wholesale billing against network usage records. Detects rating errors, missing CDRs, roaming discrepancies and in
Salesforce CRM ✓
⚡ Connector
Bi-directional sync with Salesforce. Read/write leads, opportunities, contacts and custom objects.
HubSpot ✓
⚡ Connector
Full HubSpot integration — contacts, deals, email sequences and workflow triggers.
Slack ✓
⚡ Connector
Send messages, create channels, manage threads and react to events in real time.
Stripe ✓
⚡ Connector
Charge customers, manage subscriptions, issue refunds and query payment history.
Gmail ✓
⚡ Connector
Read inbox, send emails, search threads and manage labels. OAuth2 — connects to your Google account.
Google Calendar ✓
⚡ Connector
List events, create meetings, check availability and invite attendees. OAuth2.
Google Drive ✓
⚡ Connector
List, search, read and create files in Google Drive. Supports Docs, Sheets and any file type.
Google Sheets ✓
⚡ Connector
Read ranges, write cells and append rows to Google Sheets. Real-time spreadsheet integration.
Google Docs ✓
⚡ Connector
Read document content and append text to Google Docs. Full document access via OAuth2.
Google Contacts ✓
⚡ Connector
List and search your Google Contacts. Returns names, emails and phone numbers.
Microsoft 365 ✓
⚡ Connector
Integrate with Teams, Outlook, SharePoint and OneDrive. Enterprise-grade auth via Azure AD.
AWS S3 ✓
⚡ Connector
Upload, download, list and manage S3 objects. Presigned URLs, versioning and lifecycle policies.
Notion
⚡ Connector
Create, update and query Notion pages and databases. Full block-level editing support.
Xero ✓
⚡ Connector
Full Xero accounting integration — invoices, bills, contacts, bank transactions and financial reports.
QuickBooks Online ✓
⚡ Connector
Connect to QuickBooks Online — invoices, expenses, customers, payroll and profit & loss reports.
Stripe Billing ✓
⚡ Connector
Advanced Stripe Billing — subscriptions, metered billing, dunning, customer portal and revenue analytics.
Pipedrive ✓
⚡ Connector
Pipedrive CRM — deals, contacts, activities and pipeline management. Automate follow-ups and stage moves.
Zoho CRM ✓
⚡ Connector
Zoho CRM integration — leads, contacts, accounts, deals and analytics. Popular with SMEs globally.
Zendesk ✓
⚡ Connector
Zendesk integration — create and update tickets, manage agents, trigger automations and pull CSAT reports.
Intercom ✓
⚡ Connector
Intercom — send messages, manage conversations, create contacts and trigger in-app notifications.
Freshdesk ✓
⚡ Connector
Freshdesk helpdesk — tickets, agents, automations and knowledge base. Popular with growing SMEs.
Jira ✓
⚡ Connector
Jira Software — create issues, update sprints, manage boards and pull velocity reports. Atlassian OAuth.
Asana ✓
⚡ Connector
Asana — create tasks, assign to teammates, update projects and track milestones. Full OAuth2.
Monday.com ✓
⚡ Connector
Monday.com — create items, update status columns, manage boards and automate workflows.
Trello ✓
⚡ Connector
Trello — create cards, move between lists, add checklists and manage board members.
Zoom ✓
⚡ Connector
Zoom — create meetings, manage registrants, pull recordings and send in-meeting messages.
Twilio ✓
⚡ Connector
Twilio — send SMS, make calls, manage phone numbers and WhatsApp Business messaging.
Microsoft Teams ✓
⚡ Connector
Microsoft Teams — send channel messages, create meetings, manage team members and read chats.
Shopify ✓
⚡ Connector
Shopify — read orders, manage products, update inventory, process refunds and pull store analytics.
WooCommerce ✓
⚡ Connector
WooCommerce — orders, products, customers and coupons. REST API for WordPress-based stores.
Mailchimp ✓
⚡ Connector
Mailchimp — manage lists, create campaigns, send emails and pull audience analytics.
ActiveCampaign ✓
⚡ Connector
ActiveCampaign — contacts, automations, email campaigns, deals and CRM in one.
BambooHR ✓
⚡ Connector
BambooHR — employee records, time-off requests, onboarding workflows and org chart data.
Workday ✓
⚡ Connector
Workday HCM — worker data, payroll, performance reviews, recruiting and financial management.
GitHub ✓
⚡ Connector
GitHub — create issues, open PRs, review code, manage repos and trigger Actions workflows.
Dropbox ✓
⚡ Connector
Dropbox — upload, download, share and manage files and folders in your Dropbox account.
Airtable ✓
⚡ Connector
Airtable — read and write records, manage bases, create views and trigger automations.
Linear ✓
⚡ Connector
Linear — create issues, manage cycles, update project status and pull engineering metrics.