Built-in Tools

74+ production-ready tools ship with SwarmAI out of the box — web search, SEC filings, CVE lookup, Wolfram Alpha, PDF reading, code execution, and more. Plug them into any agent workflow without writing integration glue.

Web & HTTP

Reach the open web

Web Search

Search the web for news, market analysis, and reference information.

7 config 4 workflows

networkapi-key: search-provider

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Web Scrape

Fetch a web page and extract clean structured content.

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Headless Browser

JavaScript-aware page rendering.

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Browser (Chromium)

Real Chromium browser automation — click, type, fill forms, screenshot, evaluate JS.

9 config 6 workflows

networkchromium

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HTTP Request

Make authenticated REST calls.

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Knowledge & Research

Ground answers in trusted sources

arXiv Search

Query the arXiv preprint server.

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Wikipedia

Factual grounding via the public Wikipedia API.

1 config 4 workflows

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Wolfram Alpha

Computational knowledge engine.

2 config 4 workflows

networkapi-key: wolfram

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OpenWeatherMap

Current conditions and 5-day forecasts.

2 config 4 workflows

networkapi-key: openweather

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Finance & Markets

Institutional-grade data

Financial Data (Finnhub)

Structured financials, ratios, and insider transactions.

2 config 4 workflows

networkapi-key: financial-provider

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SEC Filings

Analyze SEC filings by ticker.

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EODHD Market Data

Global OHLCV, intraday, technicals, fundamentals, dividends, splits, news, and macro on 60+ exchanges.

2 config 5 workflows

networkapi-key: eodhd

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EODHD Discovery & Calendars

Symbol search, screener, and earnings/IPO/analyst-trends/economic-event calendars.

2 config 5 workflows

networkapi-key: eodhd

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Security & Vuln Intel

Vulnerability intelligence

CVE Lookup

Query the NIST NVD CVE 2.0 database.

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OSV Lookup

Open-source vulnerability lookup.

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GitHub PR

Open a Pull Request with a patch or fix.

1 config 4 workflows

networkapi-key: github

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Data & Analysis

Turn raw data into insight

Calculator

Deterministic math for financial analysis.

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Data Analysis

Identify patterns, trends, and insights.

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CSV Analysis

Read and analyze CSV/TSV.

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JSON Transform

Parse, query, extract, and reshape JSON.

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XML Parse

XPath queries and element listing.

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Report Generator

Assemble polished reports.

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SQL Database Query

Read-only SELECT queries against a JDBC DataSource.

3 config 4 workflows

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Spring Data Repository

Invoke Spring Data repositories as agent tools.

1 config 4 workflows

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File I/O

Read, write, scan the filesystem

File Read

Read files with optional line ranges.

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File Write

Write content to a file.

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Directory Read

List files with glob filtering.

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PDF Read

Extract text from PDFs with page ranges.

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Developer & Compute

Execute code safely

Code Execution

Run code in a sandboxed runtime.

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Shell Command

Whitelisted shell commands.

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Communication

Close the loop with humans

Email

Send transactional email from agents.

4 config 4 workflows

networkapi-key: smtp-or-provider

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Slack Webhook

Post messages to Slack via an incoming webhook.

1 config 4 workflows

networkwebhook: slack

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Productivity & Collaboration

Wire agents into the tools your team already uses

Jira Cloud

Search, read, create, and comment on Jira issues.

3 config 4 workflows

networkapi-key: jira

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Cloud & Storage

Read and write objects in cloud storage

AWS S3 Object Store

List, read, write, head, and delete S3 objects.

3 config 4 workflows

networkapi-key: aws

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Vector & RAG

Power retrieval-augmented agents

Semantic Vector Search

Similarity search over any Spring AI VectorStore.

1 config 4 workflows

networkvector-store

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Pinecone Vector Index

Query, upsert, delete, and inspect Pinecone indexes.

2 config 4 workflows

networkapi-key: pineconevector-store

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Integrations

Reach any REST API described by a spec

OpenAPI Universal Client

Turn any OpenAPI 3.x spec into callable operations.

3 config 4 workflows

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Vision & Media

Generate and read images

Image Generation

Create images from a text prompt.

2 config 4 workflows

networkapi-key: openai

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Messaging & Streaming

Publish events to the enterprise event bus

Kafka Producer

Publish events to a Kafka topic.

1 config 4 workflows

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OS Control (Cross-Platform)

Drive Windows, macOS, and Linux from a single tool surface

OS Filesystem

List, move, copy, rename, delete, or mkdir under allowlisted user folders — Windows, macOS, Linux.

4 config 4 workflows

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OS Process

List, start, or kill processes — Windows, macOS, Linux.

3 config 4 workflows

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Desktop Automation (Windows)

Drive a real Windows PC with approval gates

Requires:windows

Windows Filesystem

List, move, copy, rename, delete, or mkdir under allowlisted user folders.

4 config 4 workflows

windowsfilesystem

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Windows Process

List, start, or kill Windows processes — system processes denylisted.

3 config 4 workflows

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Windows Window

List, focus, minimize, maximize, restore, or close top-level windows.

2 config 4 workflows

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Windows Shortcut

List, inspect, or create Windows .lnk shortcuts under allowlisted folders.

3 config 4 workflows

windowsfilesystem

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Windows Screenshot

Capture the screen, a monitor, or a named window to a PNG.

3 config 4 workflows

windowsfilesystem

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Container-Backed Pentest Toolkit

Docker images become callable tools at runtime

Requires:docker

Kali Nmap Recon

Run an nmap port scan and service-version detection on a CIDR or host, fully containerised.

3 config 4 workflows

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WhatWeb Fingerprint

Identify web server software, frameworks, CMS platforms, and JavaScript libraries on a target host.

1 config 3 workflows

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SMB Share Enumeration

Enumerate SMB shares + access permissions on a target host using smbmap.

1 config 3 workflows

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SSH Crypto Audit

Audit SSH algorithms, ciphers, KEX exchanges, and host keys; flag weak / deprecated crypto.

1 config 3 workflows

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SSLScan TLS Inspector

Probe a TLS endpoint's cipher suites, protocols, and certificate details; flag known weaknesses.

1 config 3 workflows

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Exploit-DB Search

Search the offline Exploit-DB for known exploits matching a product, version, or CVE.

1 config 3 workflows

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Manifest-Driven Container Tool

Any Docker image with a swarmai.manifest LABEL becomes a callable toolkit at runtime.

2 config 3 workflows

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Code Engineering

Build, test, lint, format, edit, diff — the agent's coding loop

Requires:filesystem

Build / Compile

Compile the current project; auto-detects the build tool from on-disk markers.

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Test Runner

Auto-detect a project's test framework and run the suite, returning truncated output + exit code.

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Lint

Run the project's linter; auto-detects eslint / ruff / flake8 / pylint / golangci-lint / clippy / rubocop / checkstyle.

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Format

Run a code formatter; auto-detects prettier / black / ruff format / gofmt / cargo fmt / rubocop / spotless.

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Dependencies

List or inspect a project's third-party dependencies. Auto-detects the package manager.

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File Edit (exact-string)

The small-diff alternative to file_write — exact-string replace with a single-match safety rule.

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Unified Diff

Pure-Java unified diff between two files or two literal strings — no shell-out, no native binary.

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Git (read-only)

Whitelisted read-only git operations — status, diff, log, branch, blame, show, ls-files, tag.

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Glob Files

List files matching a glob pattern (e.g. '**/*.java', 'src/**/*Service.java'), most-recently-modified first.

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Grep Search

Recursive regex search across project files — the 'grep' of the framework.

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Symbol Search (definitions)

Find the DEFINITION of a class, function, or method via language-aware regex heuristics.

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Symbol References (usages)

Find every USAGE of a symbol via word-boundary matching, skipping the definition line.

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Web Fetch

Fetch a URL and return its text body with HTML stripped to plaintext.

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Finance Modelling

Deterministic valuation math — DCF, LBO, comps, tear-sheet output

DCF Model

Discounted cash-flow valuation. Returns implied enterprise + equity value with a small sensitivity grid.

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Comparable-Company Analysis

Peer-implied valuation range across EV/Revenue, EV/EBITDA, and P/E multiples.

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LBO Returns

Leveraged-buyout returns analysis — year-by-year cash flow, debt paydown, IRR + MOIC.

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Company Tear Sheet

One-page tear-sheet generator — composes a structured spec and delegates to xlsx_author.

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Office Documents

Author and audit .xlsx and .pptx — for finance, IR, and analytics output

Requires:filesystem

XLSX Author

Author .xlsx workbooks from a structured spec the LLM can emit as JSON.

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XLSX Audit

Audit .xlsx files for the issues financial modellers care about — hardcodes, errors, magic numbers.

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PPTX Author

Author PowerPoint (.pptx) decks from a structured spec — title slides, content slides, tables, text boxes.

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Deck QC

Reviewer pass over a .pptx — flags presentation-quality issues banks care about before a pitch.

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