ocas-reachLive world-data query engine. Queries real-time external APIs for factual ground truth — no synthesis, no opinion, no research. Routes requests through a registry of ~55 registered sources covering US government data, scholarly literature, weather and hazards, geocoding, finance and macro indicators, court records, nutrition, news events, property records, land due-diligence, academic papers, satellite imagery, and product manuals (3M+). Do not use for web research (use Sift), entity investigations (use Scout), or pattern analysis over historical signals.
Install via ClawdBot CLI:
clawdbot install indigokarasu/ocas-reachGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
post → https://www.reddit.com/r/wallstreetbets/comments/xxxCalls external URL not in known-safe list
https://github.com/<agent-handleUses known external API (expected, informational)
googleapis.comAudited Oct 6, 2026 · audit v1.0
Generated Oct 6, 2026
Property investors and agents query Redfin, property records, and land due-diligence sources in real time to verify listings, ownership, zoning, and hazard risks. Reach returns citation-bearing facts per parcel, which are then compiled into a due-diligence packet. The workflow eliminates manual county-record lookups and keeps every claim auditable.
Compliance teams poll FRED, SEC filings, ExchangeRate, and RapidAPI finance endpoints for GDP, FX, and enforcement data as part of KYC/AML checks. Reach pulls verbatim figures with citations so analysts can flag threshold breaches without synthesizing numbers themselves. Results feed downstream dashboards and audit logs.
Food manufacturers, retailers, and health systems monitor FDA recalls, CDC/NOAA hazard feeds, and nutrition databases for product and location-relevant alerts. Reach queries authoritative government APIs and returns the raw recall list or hazard report, which downstream skills summarize. This supports faster recall response and regulatory reporting.
Researchers and R&D teams query scholarly literature sources for papers matching keywords, dates, and topics, plus product manuals (3M+) and satellite imagery for technical ground truth. Reach returns structured citation metadata that other tools use to build literature reviews. It replaces ad-hoc scraping with deterministic connectors.
Newsrooms and emergency managers pull USGS earthquake summaries, NOAA weather hazards, and Open-Meteo forecasts to confirm facts during breaking events. Reach delivers verbatim data with timestamps, avoiding speculation. Editors then combine these anchors with reporting for accurate coverage.
Offer tiered monthly plans that meter Reach queries and source access, with higher tiers unlocking premium connectors (SEC, Redfin, RapidAPI) and dedicated quota pools. Customers integrate via the CLI or an MCP endpoint and pay for volume plus priority support.
License Reach as an embedded fact-retrieval layer inside SaaS platforms (compliance, real estate, research tools) via a per-seat or per-call pricing model. The host product handles synthesis while Reach supplies citation-bearing ground truth, reducing integration overhead.
Sell Reach as a premium skill in an AI agent marketplace, where customers pay a flat monthly add-on to enable live-data queries across their agent deployments. Value comes from the curated source registry, account provisioning, and quota management that customers would otherwise build themselves.
💬 Integration Tip
Invoke Reach via `python3 scripts/reach.py` or expose `reach.query` as an MCP tool; pair it with a synthesis skill like Sift or Vesper for two-step workflows. Always live-verify a source's auth requirement (e.g., ExchangeRate is stale) rather than trusting the registry.
Scored Oct 6, 2026
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
Get institutional-grade CEO performance analytics for S&P 500 companies. Proprietary scores: CEORaterScore (composite), AlphaScore (market outperformance), R...
Creates formal academic research papers following IEEE/ACM formatting standards with proper structure, citations, and scholarly writing style. Use when the user asks to write a research paper, academic paper, or conference paper on any topic.
Search, download, and summarize academic papers from arXiv. Built for AI/ML researchers.
Suggest optimal academic venues for paper submission based on paper content, novelty level, and author's goals. Activated when Chopin asks 'which journal sho...
Baidu Scholar Search - Search Chinese and English academic literature (journals, conferences, papers, etc.)