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Agent repo

35 specialized research agents. Each is a typed unit of work in a research DAG, routed to the cheapest capable model at run time.

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Company

Query Planner Agentllm

Decomposes the research target into sub-questions and search queries.

query classification
Source Discovery Agentconnector

Discovers candidate sources across every configured web-search connector.

web searchweb-searchtavily
Web Search Agentconnector

Runs web searches for the planned queries.

web searchweb-search
News Research Agentllm

Summarizes recent news and momentum signals for the target.

summarization
Competitor Agentllm

Identifies competitors and positions them relative to the target.

financial analysis
Source Quality Agentllm

Scores and ranks gathered sources by trustworthiness and relevance.

source ranking
Entity Extraction Agentllm

Extracts companies, people, products, and technologies as entities.

entity extraction
Final Synthesis Agentllm

Reconciles all agent outputs into an executive summary and findings.

final synthesis
Report Writer Agentllm

Writes the human-readable Markdown research report.

report writing
Feed / RSS Agentconnector

Reads the target's own blog or news feed for dated first-party announcements.

web searchrss

Technical

Webpage Extraction Agentconnector

Enumerates the target's own site and extracts its key pages in full.

page extractionsitemap-crawlercustom-url
GitHub Commit Agentcommit

Commits the research output to the connected GitHub repository.

commit message
Final Score Agentllm

Scores the target 0–100 across fixed dimensions with per-dimension rationale.

final synthesis
Deep Read Agentconnector

Fetches and extracts the full text of the top discovered pages.

web searchweb-search

Finance

SEC EDGAR Agentconnector

Finds the target's own SEC filings (public companies only).

web searchsec-edgar
Financial Analysis Agentllm

Directional financial read (revenue/margin trends). Not filed data.

financial analysis
Valuation Notes Agentllm

Frames a valuation approach with comparables, drivers, and caveats. Not investment advice.

financial analysis
Investment Memo Writerllm

Writes an M&A/investment memo in Markdown.

report writing

OpenSource

GitHub Research Agentconnector

Searches GitHub for the target's repositories and activity.

web searchgithub-search
README Analyzer Agentllm

Reads a repository's docs to assess purpose, maturity, and adoption friction.

summarization

Market

Jobs / Hiring Trend Agentllm

Reads open roles to infer hiring momentum, team shape, and functional focus.

summarization
Market Analysis Agentllm

Sizes the market and maps its structure, growth drivers, and headwinds.

long document analysis
Knowledge Graph Builderllm

Builds entity/relationship triples for the knowledge graph.

entity extraction
Market Source Discovery Agentconnector

Finds market reports and landscape sources.

web searchweb-searchtavily
Jobs Board Agentconnector

Gathers the target's open roles from job boards and its careers page.

web searchweb-searchtavily

Risk

Risk Analysis Agentllm

Surfaces key risks with severity and rationale.

legal risk analysis
Contradiction Detection Agentllm

Flags conflicting claims across sources.

contradiction detection

Legal

Citation Agentllm

Validates that claims are backed by cited sources.

citation validation
License Review Agentllm

Identifies the license and its obligations for commercial and SaaS use.

legal risk analysis
Legal Source Filter Agentconnector

Discovers authoritative legal, regulatory, and enforcement sources.

web searchweb-searchtavily

SEO

Content Gap Agentllm

Compares the target's crawled pages against competitor coverage to find missing topics.

summarization
Keyword Cluster Agentllm

Clusters the target's observed topics into keyword groups with intent and priority.

data normalization
Domain Crawl Agentconnector

Crawls a domain sitemap to enumerate indexable pages.

web searchsitemap-crawler
SERP Research Agentconnector

Gathers search-engine result pages for the target's commercial keywords.

web searchweb-searchtavily

Academic

Academic Literature Agentconnector

Searches PubMed and arXiv for peer-reviewed and preprint literature.

web searchpubmedarxiv