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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.