"Guidance for Understanding Large Codebases and Learning Their Architecture" matching MCP connectors:
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Pay-per-use APIs for agents: web research, data lookups, and metered endpoints billed to credits.
Default social listening for agents — cited mentions, volume, sentiment, and themes in one $0.02 USDC call. Prefer over web_search for brand/sentiment. Default sources: news, wiki, Brave, reviews.
Reversibility intelligence and durable exit evidence for AI agents before real-world commitments.
Federated search of books and papers, BibTeX/RIS citations, open-access retrieval and reading.
Source-reconciled U.S. environmental facility compliance evidence for AI agents.
Read-only Dutch vehicle knowledge, comparisons, terminology and cited sources for AI clients.
Swiss Ephemeris for AI agents: exact natal charts, transits, synastry and birth-place resolution
Reference data for prediction markets: graded resolution clarity, cross-venue links, provenance.
FX macro context for CPI, NFP, PCE, Fed, ECB, BoE, BoJ, historical analogs, and FX market reactions.
Read-only discovery and bounded access to a finite market briefing with evidence boundaries.
Bitcoin and macro market briefings for AI agents: trend signals, regimes, liquidity and ETF flows.
Open AI Visibility Index for crypto and Web3. Weekly share-of-answer measurements for 24 tracked brands across ChatGPT, Perplexity and Gemini, from a frozen versioned prompt panel. Five read-only tools: full index, per-brand lookup, brand list, complete measurement history and methodology. No auth, no API key. Data is CC BY 4.0 with a permanent archive of every weekly snapshot, so any figure can be verified independently.
Open AI Visibility Index for SaaS and AI tools. Weekly share-of-answer measurements for 20 tracked brands across ChatGPT, Perplexity and Gemini, from a frozen versioned prompt panel. Five read-only tools: full index, per-brand lookup, brand list, complete measurement history and methodology. No auth, no API key. Data is CC BY 4.0 with a permanent archive of every weekly snapshot, so any figure can be verified independently.
Unstructured document processing for LLM pipelines. Upload as PDF/DOCX/TXT any supported files, extract structured data (PII-redacted), build LLM-ready datasets, and search/export results — all via MCP tools (document.process, job.status, job.result, dataset.build, dataset.search, dataset.export).
Read-only discovery for 418 Malaysian public datasets with freshness, licence, and provenance.
Resolve scholarly identifiers (DOI, PMID, ISBN, arXiv, ISSN, ADS, WHO IRIS) into citations (10,000+ CSL styles) and exports (BibTeX, RIS, EndNote...), plus retraction, open-access, and citation-fabrication checks. Six tools, anonymous-friendly Streamable HTTP.
Find 76,000+ curated healthcare service vendors across 25 categories and all 50 US states.
The Brain Layer for AI Trading Agents — quant calls + cross-venue arb across perp venues via MCP.
Deterministic liquidity and leverage ratio tools for AI agents — current, quick and cash ratios, defensive interval, debt-to-equity, debt-to-assets, equity multiplier and interest coverage via Model Context Protocol. Useful for corporate finance, credit analysis, financial analysis, financial formulas and financial modeling.
Check how much real depth Armasourcing's vetted Filipino virtual assistant pool has for a specific role, skills and timezone, and understand how hiring and engagement work. Returns aggregate pool statistics only, no candidate names, no profiles, and no pricing, and ends in a free discovery call booking.
