tool reference

Nine tools. 28 sources. Every result auditable.

One server, six categories — web, social, news, academic, code, and documents. No API keys, no in-server LLM. Each tool returns markdown for humans and structured JSON for agent chaining.

03

news_aggregation

search

Five news sources merged and time-windowed, deduplicated by URL across engines. Pass a freshness filter to scope results to the last day, week, or month.

5 feeds
Google NewsBing NewsThe GuardianGDELTDuckDuckGo News
key params

query, time_range (day · week · month · anytime)

05

map_website

search

Structured site traversal in one of three modes. Returns per-page quality scores and an aggregate confidence signal so a caller can trust or discard the crawl as a whole.

3 modes
researchdocsmap
key params

url, mode, depth & page limits

06

content_operations

analysis

One tool, six operations, dispatched by an operation enum. The Swiss-army knife of the toolset — turn any URL or text into clean, scored, or reconciled output. Returns markdown plus structured JSON.

6 operations
retrievestreamanalyzeextractscorefind_conflicts
why it matters

find_conflicts surfaces numeric, date, and polarity disagreements across sources as a first-class signal — instead of silently averaging them away.

07

research_topic

analysis

Two modes behind one tool. topic runs an open-ended search-and-rank; entity builds a unified cross-source profile of any named person, company, or product, fanning out across web, news, GitHub, social, and academic in parallel.

2 modes
topic — search + rankentity — 8-source profile
key params

query, mode

08

document_analysis

analysis

Extracts text from documents and images — including OCR for scans and screenshots via EasyOCR, lazy-loaded with no setup. Handles files up to 50 MB.

formats
PDFWordPlain textImages (OCR)
limits

Up to 50 MB per file · EasyOCR for image extraction

09

scientific_research

workflow

Academic paper search and dataset discovery in one call. Returns relevance-ranked, citation-scored results across five paper providers and four dataset hubs.

5 paper providers
OpenAlexCrossRefarXivPubMedEurope PMC
4 dataset hubs
KaggleHuggingFaceZenodoHarvard Dataverse

Wire up all nine in 30 seconds.

One URL, every MCP client. No API keys, no signup.