ToolWorkflow automation / Data & APIs
Build workflow automation using service connectors, branching and human approvals.
- How to use it
- Use the official builder and connector guides.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Integrations use service credentials and may write external data; code and AI steps require separate review.
AgentWorkflow automation / Data & APIs
Perform desktop and document workflow tasks using screen, mouse and keyboard interaction.
- How to use it
- Use the documented agent_s workflow with explicit model and screen settings.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Can control the desktop. Optional local environment executes Python/Bash; review this separately before enabling it.
AgentCoding
Edit a codebase from a terminal conversation, with Git changes and optional lint/test feedback.
- How to use it
- Use the official Aider CLI setup; start it in your project and select a model.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- May read and edit project files, create commits and run configured checks. Hosted models need provider credentials.
MCPFinance & Crypto / Testing / Workflow automation
Expose Alpaca market-data, private-account and order-management operations to an MCP client; includes paper and live trading configurations.
- How to use it
- Alpaca account/API keys. Source defaults ALPACA_PAPER_TRADE to true and enables all toolsets unless restricted; live mode uses different configuration and credentials.
- Pricing
- README describes a free paper account, but data entitlements and total usage/live trading costs are not established.
- Permissions
- Default toolsets include private-account reads, account configuration changes, watchlist writes and order placement/cancel/position operations. Paper is default; live credentials and configuration can enable real trades. Not a read-only server.
MCPResearch
Read research paper sections, retrieve citation metadata and maintain local literature notes.
- How to use it
- Use the official arxiv-mcp-server setup; search is optional.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Downloads and queries reach external services; papers and topic watches are stored on local disk.
CLICoding
Build and test serverless applications locally and deploy them through AWS SAM workflows.
- How to use it
- Official platform installer; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Local Docker access for emulation; AWS account permissions for remote operations; AWS credentials (Unknown); Can create or change AWS resources when deployment commands are invoked (Possible)
SDKWorkflow automation / Research / Testing
Build browser automation agents in Python from a task and a configured model.
- How to use it
- Follow the official Python quickstart that creates an Agent and runs its task.
- Pricing
- Model use and optional cloud browser services may incur charges. Exact prices and current free credits are not confirmed.
- Permissions
- Browser context may contain sessions and private pages. Model calls send task context to the selected provider.
MCPTesting / Coding
Inspect browser automation, debugging and performance details through Chrome DevTools.
- How to use it
- Configure the official MCP package and chosen Chrome instance.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Exposes browser contents and can modify browser data; usage statistics and update checks are documented.
AgentCoding
Plan and edit a project in an editor or terminal, with file changes and command execution.
- How to use it
- Choose an official Cline client; the SDK is a separate developer resource.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- File edits and terminal commands require approval by default in the documented Plan/Act workflow; auto-approval changes that boundary. Model access and workspace permissions need review.
CLIDeployment
Develop, configure, and deploy Cloudflare Workers projects through the Wrangler command-line tool.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- May deploy or modify Cloudflare resources when explicitly invoked and authenticated; Cloudflare account credentials (Yes); Can modify deployed Cloudflare resources when invoked (Possible)
SDKFinance & Crypto / Testing / Workflow automation
Integrate wallet providers and on-chain action providers into a developer-built agent; supports operations that can transfer assets.
- How to use it
- Configure wallet/action providers and any required CDP/provider credentials separately. Network, signing authority and funding are application choices.
- Pricing
- Network transaction fees, provider infrastructure and model charges may apply; total cost is unknown.
- Permissions
- The README states the default wallet action provider can move funds. AgentKit does not itself require human transfer approval, enforce spend caps or allowlist destinations; prompt injection can influence actions.
MCPFinance & Crypto / Research / Data & APIs
Retrieve crypto market prices, historical series and supported on-chain token/pool data from CoinGecko; this MCP is a data interface, not a research report agent.
- How to use it
- Keyless shared endpoint: https://mcp.api.coingecko.com/mcp . Own-key endpoint: https://mcp.pro-api.coingecko.com/mcp . A compatible MCP client is required.
- Pricing
- Keyless access has shared rate limits. Own-key quotas, premium endpoint access and API credits depend on the plan; total model/data cost is unknown.
- Permissions
- search_docs reads SDK documentation; execute runs TypeScript against the SDK in a sandbox. Data lookup can execute code and consume API credits; this is not a code-free connector.
ToolData & APIs / Workflow automation
Build visual design and content workflows for image, video and other media generation.
- How to use it
- Use official ComfyUI setup and a documented workflow template.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Loads model files and may use custom nodes or paid external provider nodes; review each addition.
AgentResearch / Workflow automation
Research a topic and work on extended tasks through a configured agent workspace.
- How to use it
- Use the runnable DeerFlow application and setup wizard; this is not a listing for its embedding APIs.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Setup selects sandbox mode, bash access and file-writing tools. Model/search keys and any gateway or tool access must be configured deliberately.
ToolCoding
Define and run multi-container applications using declarative Compose configuration.
- How to use it
- Docker Desktop bundle; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Access to the local Docker daemon when invoked; Can create containers, networks, and volumes when invoked (Possible); credential requirements have not been recorded. This does not establish that no permissions or external effects are involved.
CLIData & APIs / Research
Convert PDF, office documents and spreadsheets into structured text for research and data workflows.
- How to use it
- Use the documented docling CLI; Python APIs are a separate access option.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads documents and may fetch models or remote inputs. Review file access and optional integrations.
MCPFinance & Crypto / Research / Data & APIs
Discover blockchain datasets, create and execute SQL queries, inspect results and manage visualizations or dashboards on Dune.
- How to use it
- Dune account with OAuth (mcp:dune:full) or Dune API key. These credentials are for Dune, not the AuraMatrix account.
- Pricing
- Queries and related service operations use account resources/credits. Included allowance, overage and total usage cost are unknown.
- Permissions
- Includes private-account usage reads plus creation, modification and deletion of queries, materialized views, visualizations and dashboards. The service as a whole is not read-only.
SkillFinance & Crypto / Research / Data & APIs
Guide a skills-capable agent through Dune dataset discovery, DuneSQL, query results, saved queries, charts and dashboards using the Dune CLI.
- How to use it
- Dune API key for all documented CLI commands except docs search; key may be stored in local CLI configuration. No third-party setup performed by AuraMatrix.
- Pricing
- Dune account credits and the caller agent/model may incur charges. Exact allowance and total usage cost are unknown.
- Permissions
- The Skill declares Bash(dune:*), Bash(curl:*) and Read; actual client grants are separate. Recovery can download binaries, modify shell startup/PATH and local config, and use sudo for the install directory. If optional post-install Skill setup is accepted, the installer runs npx skills to add all Skills in the Dune repo, fetching an npm package. CLI operations include account reads, SQL and create/update/archive/delete writes. Prose confirmation is not a server ACL.
MCPResearch
Search the web and retrieve sources for public research through MCP.
- How to use it
- Connect using the official hosted MCP setup.
- Pricing
- Anonymous hosted use is rate-limited. Higher limits and optional Agent access require authentication; exact charges are unknown.
- Permissions
- Queries leave the client for Exa. Authentication grants higher limits and access to additional tools.
MCPData & APIs / Workflow automation
Read and update spreadsheet workbooks, formulas, charts and formatting through MCP.
- How to use it
- Choose documented stdio or Streamable HTTP setup; SSE is deprecated.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads and writes local files. Stdio accepts per-call paths; HTTP file-directory configuration needs review.
MCPFinance & Crypto / Research / Data & APIs
Retrieve company financial statements, stock prices, news, SEC filing metadata and available crypto prices from Financial Datasets.
- How to use it
- Provide a Financial Datasets API key and run the local MCP in a compatible client; data-provider entitlement is separate.
- Pricing
- Total usage cost is unknown; model, data-provider and compute charges can apply. Open-source licensing does not mean free operation.
- Permissions
- The inspected server loads local environment credentials and sends HTTP GET requests to api.financialdatasets.ai; no order/transfer tools appear in this server file. This source inspection is not a runtime security test.
AgentFinance & Crypto / Research / Data & APIs
Run the finrobot_equity workflow to fetch company financial data, generate model-written analysis and produce HTML/PDF equity research reports.
- How to use it
- Specific finrobot_equity command-line report pipeline; FMP and OpenAI API keys are documented requirements. This entry is not the entire FinRobot framework or a hosted account.
- Pricing
- Total usage cost is unknown; model, data-provider and compute charges can apply. Open-source licensing does not mean free operation.
- Permissions
- The CLI report workflow calls financial/model services and writes local reports; optional sentiment requests are external. If the documented web/deploy.sh path is chosen, it additionally installs dependencies, opens a web listener, creates a user database (documented password hashes/GitHub OAuth) and writes request logs. These web effects are conditional, not required for every CLI report. No brokerage execution is established.
MCPResearch / Data & APIs
Search and extract web documents into text or structured data for research.
- How to use it
- Follow the hosted or local configuration in the official README.
- Pricing
- The README describes a limited keyless tier for selected tools. Wider toolsets and higher limits need authentication; exact running cost is unknown.
- Permissions
- Sends requested URLs and context to a service; wider toolsets need credentials and target-site permission.
AgentCoding
Find relevant files, change code and run project checks from a terminal request.
- How to use it
- Use Freebuff CLI; the underlying Codebuff SDK is a separate resource.
- Pricing
- The README describes ad-supported included models without a subscription or API key. Limits, region and model terms vary; paid account/model balances and total costs are not verified.
- Permissions
- Can read code, edit files and run commands. The README describes service processing of prompts/code and ad-related data use; inspect the linked privacy terms before sending private work.
ToolFinance & Crypto / Testing / Workflow automation
Evaluate configured crypto strategies on historical exchange data, simulate trading in dry-run mode, or operate a live trading bot when separately configured.
- How to use it
- CLI/UI with local configuration and market data. Dry-run can omit exchange trading keys; live operation requires appropriate exchange keys and explicit configuration.
- Pricing
- Software is open source; data access, compute and live exchange fees may apply. Total operating cost is unknown.
- Permissions
- Writes data, logs, results and a local trade database and executes strategy code. Dry-run reads exchange data and simulates orders; live mode can submit/cancel real exchange orders using keys. These are distinct modes.
AgentCoding / Research
Explore and edit a codebase with a terminal coding agent and selected tools.
- How to use it
- Use the official CLI setup and its supported account or API authentication.
- Pricing
- The README describes a personal-account free tier. Eligibility, current limits, paid models and total costs are not independently confirmed.
- Permissions
- Workspace tools may read files, edit code and execute commands; model authentication is required.
CLICoding
Work with GitHub repositories, issues, pull requests, releases, and workflows from a terminal.
- How to use it
- Homebrew package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Repository and account permissions depend on explicit authentication scopes; GitHub authentication token (Yes); Can modify GitHub repository resources when invoked (Possible)
MCPCoding / Research / Workflow automation
Read GitHub repositories and work with issues, pull requests and workflows through MCP.
- How to use it
- Use the official remote server or local configuration with appropriate GitHub authentication.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Token/OAuth permissions and enabled toolsets determine access; write tools can affect repositories and issues.
AgentCoding / Research / Data & APIs / Workflow automation
Work on coding, research or data tasks using a local agent and chosen extensions.
- How to use it
- Follow the official desktop or CLI quickstart and choose the extensions you need.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Provider credentials or a supported account connection may be needed. Extension permissions and the exact approval defaults still need checking.
AgentResearch
Research a question and create a report with links to its sources.
- How to use it
- Choose web or Python access in the official README. Default examples configure a model provider and Tavily search credentials.
- Pricing
- Pricing not confirmed. Model, search API and hosting charges depend on the services and usage.
- Permissions
- Based on the documented research workflow, queries are sent to configured model and search services and information websites are accessed. Local-document mode reads selected material; check what data is sent to each service.
AgentWorkflow automation / Research / Coding
Handle research and workflow tasks with a local conversational agent and selected tools.
- How to use it
- Use the official interactive CLI and configure the chosen provider and tools.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Can use terminal tools and persistent memory. Optional messaging and schedules require separate credentials and approval.
AgentResearch / Workflow automation
Answer research questions using web or selected documents, with optional recurring research.
- How to use it
- Use the official web app or follow its self-hosting guide.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- May process connected documents and send questions to chosen model/search services. Exact permissions and delivery integrations need checking.
AgentCoding / Workflow automation
Work on coding tasks with an interactive agent that keeps memory across sessions.
- How to use it
- Start the documented Letta CLI in a project and configure its model connection.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Memory persists; hooks, tools and permission modes can enable external actions. Review credentials and retained data.
CLIData & APIs / Research
Convert PDF, office documents and spreadsheets into Markdown for reading and research.
- How to use it
- Use the documented markitdown command with selected local files.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads input files and writes output; optional model/cloud features send data externally and need credentials.
AgentCoding
A lightweight coding agent you can use from the command line.
- How to use it
- Follow the official quickstart, then use the mini CLI or Python interface with a configured model provider.
- Pricing
- Pricing not confirmed. Model calls and computing costs are charged separately.
- Permissions
- Actions use shell commands or subprocesses. Based on those documented capabilities, access depends on the chosen local or sandbox environment and may include reading and writing files, running commands and network access.
ToolWorkflow automation / Data & APIs
Build workflow automation across services using a visual canvas and configured actions.
- How to use it
- Use the official workflow builder and configure only required integrations.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Connected credentials can enable external reads and writes; code and agent nodes expand permissions.
AgentWorkflow automation
Handle conversational tasks and scheduled workflows through a self-hosted agent.
- How to use it
- Use the bundled WebUI or terminal agent, not the standalone Python SDK.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Tools can access files, shell, web and chat channels. Choose workspace/access mode and review channel credentials before enabling them.
CLIData & APIs / Research
Add searchable text to scanned PDF documents.
- How to use it
- Use the official ocrmypdf command and installation guide.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads input documents and writes output; in-place operation can replace a file on success.
AgentCoding
Work on coding tasks in a terminal using a selected model and agent harness.
- How to use it
- Start the current Rust CLI with interpreter; follow its provider and sandbox guides.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- The README links permission and sandbox configuration. Exact defaults and provider credential needs remain to be checked before allowing edits or commands.
SDKCoding
Call the OpenAI API from JavaScript and TypeScript applications using the official client library.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Commercial. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- API access is limited by the permissions and project associated with supplied credentials; OpenAI API key (Yes); Can submit API requests that consume account resources when application code invokes it (Possible)
SDKFinance & Crypto / Research / Data & APIs
Use the OpenBB Python data platform to retrieve and organize financial data through configured providers, for downstream research applications.
- How to use it
- Import the OpenBB Python package and configure provider access. The separately hosted OpenBB Workspace UI is not this SDK and has its own login/terms.
- Pricing
- Provider keys, coverage and charges differ; total data/compute cost is unknown. Open-source platform code does not make all connected data free.
- Permissions
- Makes requests to configured data providers using their credentials. Local settings/cache and a separately enabled API/backend depend on the chosen deployment; this is not an autonomous investing agent.
AgentCoding
Explore a codebase or make changes through a terminal coding agent.
- How to use it
- Choose Plan for analysis or Build for development in the official CLI.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Build is described as full access. Plan disables file edits by default and asks permission for bash commands. Review model credentials and workspace access separately.
AgentCoding
Work on coding tasks through the Agent Canvas interface.
- How to use it
- Use the official Agent Canvas guide to access the OpenHands Agent and configure a model. The SDK library itself is a separate resource.
- Pricing
- Pricing not confirmed. Model, infrastructure and optional cloud service charges need checking separately.
- Permissions
- Native setup can access the host file system; Docker setup can access mounted projects. Model connections need credentials. Terminal and file-editing tools can change the workspace.
AgentResearch / Workflow automation
Attempt research and browser workflow tasks from a terminal goal.
- How to use it
- Follow the single-agent python main.py quickstart.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Model APIs require credentials; selected tools may access the browser, network and local files.
CLIData & APIs
Convert documents between markup and publishing formats, including presentation workflows.
- How to use it
- Use the Pandoc command-line converter; Haskell library APIs are a separate resource.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads inputs and writes outputs; filters and external renderers may execute code and require separate review.
ToolCoding / Data & APIs
Design interfaces and inspect design assets, layouts and code handoff information.
- How to use it
- Use the official Penpot application; review separate MCP/API and plugin setup if needed.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Project/account access controls affect shared designs; plugins and automation may read or change project data.
ToolTesting / Coding
Automate Chromium, Firefox, and WebKit browsers for testing and browser workflows.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- May control locally launched browser processes when invoked; Can navigate websites and interact with browser sessions when invoked (Possible); credential requirements have not been recorded. This does not establish that no permissions or external effects are involved.
CLIData & APIs / Coding
Run Postman collections and API checks from local development and CI workflows.
- How to use it
- npm global package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free and paid plans. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Workspace and API permissions depend on explicit authentication and the selected collection; Postman API key (Unknown); Can send requests defined by a collection when invoked (Possible)
ToolData & APIs
Generate and edit presentation designs from prompts or documents.
- How to use it
- Use official Presenton setup, select a provider and review the generated slides.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- May send document content to model providers; file access and provider/account credentials need review.
CLIData & APIs / Coding
Manage Prisma schemas, database migrations, generation, and development workflows.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Database permissions depend on the configured connection; Database connection string (Unknown); Can alter database schemas when migration commands are invoked (Possible)
SDKData & APIs
Create, read and update PowerPoint presentation documents with Python.
- How to use it
- Use the official Python library documentation and examples.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads and writes selected presentation files; application code controls file access.
AgentCoding
Work on coding tasks and project changes through a terminal agent.
- How to use it
- Use the official terminal setup and configure a supported model connection.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Can operate on workspace files and tools. Credentials and approval defaults depend on configuration.
CLICoding
Manage Sentry releases, upload debug artifacts, and automate release workflows from a terminal.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free and paid plans. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Sentry organization and project permissions depend on explicit authentication; Sentry authentication token (Yes); Can create releases and upload artifacts when invoked (Possible)
AgentWorkflow automation / Data & APIs
Carry out browser tasks and extract information using natural-language workflow goals.
- How to use it
- Use the runnable UI and browser task workflow; the Playwright-compatible SDK is a separate interface.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- May use website sessions or stored credentials, submit forms and download files. Review each workflow and target-site permission before use.
AgentResearch
Research a topic, produce an outline and generate a cited article.
- How to use it
- Run the documented STORM topic workflow or demo; the knowledge-storm package alone is not the listed experience.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Research sends queries to model/search services and writes article artifacts. Example provider keys are required for those services; local permissions need review.
CLIData & APIs / Coding
Run a local Supabase stack and manage database migrations and platform workflows.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free and paid plans. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Local Docker access; remote project permissions when authenticated commands are invoked; Supabase access token (Unknown); Can create local containers or change remote database resources when invoked (Possible)
AgentCoding
Attempt to fix a repository issue using a language model and coding tools.
- How to use it
- Use the original SWE-agent command-line issue workflow.
- Pricing
- Total cost is unknown. Check model usage, hosting and any service plan before use. No price, currency or billing unit has been confirmed.
- Permissions
- Needs access to the chosen repository and tool runtime; model authentication and exact sandbox/approval settings require checking.
MCPResearch
Search, extract and crawl web sources for public research.
- How to use it
- Use the official remote MCP setup with supported account/API authentication.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Sends queries and URLs to Tavily; credentials and target-site permissions need review.
AgentFinance & Crypto / Research / Data & APIs
Run the TradingAgents CLI research workflow to combine market, fundamental and news analysis into a model-generated research/decision output for a ticker and date.
- How to use it
- Local CLI plus model-provider access. Default stock/fundamental/news vendor is yfinance; optional Alpha Vantage and configured macro/prediction-market sources have separate requirements.
- Pricing
- Total usage cost is unknown; model, data-provider and compute charges can apply. Open-source licensing does not mean free operation.
- Permissions
- Calls configured data/model services and persists local decision logs/cache; optional checkpoints write SQLite. A live broker/account connection is not established by this listing.
AgentWorkflow automation / Data & APIs
Automate document and application tasks on a Windows desktop.
- How to use it
- Use the README’s standalone UFO² setup and python -m ufo task workflow.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Desktop automation can read and change application content; model credentials and screen access need review.
AgentWorkflow automation / Testing
Use a visual desktop agent for computer and browser automation tasks.
- How to use it
- Use the UI-TARS Desktop quickstart for local or remote computer/browser operators.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Screen contents and actions can reach the model and affect applications. Operator credentials and permissions need review.
SDKData & APIs / Research
Parse documents into structured elements for downstream data and research applications.
- How to use it
- Use the library quickstart and selected partitioning functions.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Reads document content; optional remote services can send data externally and need authentication.
CLIDeployment
Develop and deploy web projects to Vercel from a local command-line workflow.
- How to use it
- npm global package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free and paid plans. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- May deploy or modify Vercel projects when explicitly invoked and authenticated; Vercel account credentials (Yes); Can create deployments and modify project settings when invoked (Possible)
ToolTesting / Coding
Run fast unit and integration tests with a Vite-native testing framework.
- How to use it
- npm package; review the setup brief in the original listing before use.
- Pricing
- Pricing not confirmed. The original listing describes the commercial model as Free. Current plans and total running costs are unknown; this does not establish free use.
- Permissions
- Reads project source and test files when tests are explicitly run; May write test snapshots or coverage output when configured and invoked (Possible); credential requirements have not been recorded. This does not establish that no permissions or external effects are involved.
ToolWorkflow automation / Coding / Data & APIs
Build workflow automation, jobs and internal interfaces from scripts.
- How to use it
- Use official deployment and workflow guides; execution environment depends on selected language.
- Pricing
- Unknown total cost. Check hosting, model usage and any service plan before use. A source license does not establish free operation.
- Permissions
- Executes supplied scripts and connected service actions; secrets, worker isolation and network access require review.