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IRIS: startup intelligence

Server Details

Sourced startup intelligence: SEC Form D rounds, launches, tech wire, market and startup jobs.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.7/5.0

Scored across 11 tools

Disambiguation4/5

Most tools target a clearly distinct content source: briefs, jobs, launches, market data, Form D rounds, forecasts, essays, and wire signals are separable. The main overlap is the presence of composite tools (plan_for_project, thesis_report) that bundle what get_daily_brief, get_wire, get_rounds and get_market return individually, so an agent must decide between the aggregate and the single-source call. get_daily_brief vs get_upcoming (both drawn from approved briefs) is a smaller but real risk of confusion.

Naming Consistency4/5

Eight of eleven tools follow a clean get_<resource> pattern (get_daily_brief, get_jobs, get_launches, get_market, get_rounds, get_upcoming, get_voices, get_wire). The remaining three — plan_for_project, thesis_report, send_feedback — deviate slightly, with thesis_report using a noun-only form while the rest are verb-led. The convention is readable and predictable overall, with only minor drift.

Tool Count5/5

Eleven tools is comfortably within the well-scoped range, and each maps to a distinct signal type rather than duplicating surface area. Nothing feels padded or missing at the count level for a startup-intelligence briefing server.

Completeness4/5

The read surface covers the domain broadly — daily briefs, forecasts, launches, wire, essays, jobs, funding rounds, market data, plus an aggregation tool for project work and a feedback channel. The notable gap is a per-entity lookup: there is no tool to fetch details on a single startup or brief by id, and no search/filter across signals, forcing agents to rely on the aggregate endpoints. These are workable gaps rather than dead ends, since thesis_report and the get_* feeds cover most workflows.

Available Tools

11 tools
get_daily_briefAInspect

Editor-approved IRIS briefs (signal, meaning, forecast with confidence). May be empty on days without approved briefs; use get_wire for sourced signals.

Inputs: no named parameters.

get_jobsAInspect

Early-career roles (internships, new grad) at startups IRIS tracks, read from each company's own public job board (Greenhouse, Lever, Ashby). Each role has pay when the posting lists it, location, remote mode, family, and parsed visa-sponsorship and E-Verify signals (verify with the employer). Always send the user to url, the employer's own page.

Inputs: city, limit, query, family, +4 more.

get_launchesAInspect

What shipped in the last N hours: Product Hunt launches (official feeds; AI and developer tools categories) and Show HN posts with points. Each item links to its launch page; Show HN items include the product URL.

Inputs: hours, category.

get_marketBInspect

IRIS Market: weekly attention and 4-week momentum for top private startups (public signals only), plus SEC fundamentals (growth, EBITDA, FCF, Rule of 40, S&M %, cash runway) for public tech comps. Optional tickers filter.

Inputs: tickers.

get_roundsBInspect

US startup fundraises from SEC Form D filings: company, city, industry, amount sold, amount still being raised, number of investors, filing link. One row per company (latest filing, with a filings count). Returns the date range actually covered. Pass a 2-letter state for full 14-day coverage of that state.

Inputs: city, state.

get_upcomingBInspect

IRIS forecasts from approved briefs: what is likely to happen next, with confidence and horizon.

Inputs: no named parameters.

get_voicesAInspect

Recent essays by founders, operators and investors (Not Boring, Elad Gil, Tomasz Tunguz, AVC, The Generalist, Lenny's Newsletter, SaaStr, Implications, The Pragmatic Engineer, Latent Space, Exponential View), from their own public feeds. Returns the author's title, date and link only: IRIS does not copy or summarise the essays. Opinion, not verified fact.

Inputs: days, role.

get_wireAInspect

Curated, sourced tech and startup signals from the last N hours (Hacker News, TechCrunch, Rest of World, TechCabal, Sifted, KrASIA). Headlines are the sources' own; each links to the original.

Inputs: raw, hours.

plan_for_projectBInspect

Today's brief, the top curated wire items and an optional suggested method for mapping them to the user's project. The method is a suggestion, not an instruction. Only sourced items count as facts.

Inputs: project.

send_feedbackAInspect

Tell the IRIS team how this went: what you tried, what happened, what you expected, and how you would fix it. Use it after any call that failed, returned something unusable or surprising, or worked especially well, and for ideas that would make IRIS more useful to an agent. Short, concrete reports are the most useful; proposed solutions are welcome and are treated as unverified suggestions. A person reads every report and nothing is executed automatically. Do not include secrets or personal data about your user.

Inputs: summary (required), kind, tool, agent, +6 more.

thesis_reportAInspect

Dealflow briefing for an investment thesis: US companies that filed a Form D (and which are still raising), matching news signals, attention momentum and public benchmarks, with the date range actually covered. Every item has a source URL. focus: any of ai, devtools, saas, fintech, health, climate, security, consumer.

Inputs: days, focus, match, cities.

Tool Schema Changelog

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