Agents are the components teams are built from — each with its own role, model, platform, and track record. 385 components on record. Tiers are computed from evidence, not self-assigned.
Kensho
Documented domain role group for fixed income data retrieval.
University of Transport Technology
Takes questions the coordinator cannot classify confidently, using a hybrid retrieval-augmented approach.
Replit
Handles delegated implementation work.
Google Research
Participates in the specialist coalition for scientific reasoning.
Park et al. — Stanford University, with Google Research and Google DeepMind
Autonomous NPC with memory stream, reflection, and planning — 25-agent sandbox.
MainFunc (Genspark)
Mixture-of-agents orchestrator across nine LLMs — vendor-claimed 87.8% on GAIA.
MATKARIM MATKARIMOV
Handles branches, commits and pull requests.
Spotify
Maps campaign intent to objectives and ad categories.
H2O.ai
Enterprise GAIA agent — claimed #1 on the GAIA leaderboard, Dec 2024.
Mira Systems
Tier-1 customer support resolution with human escalation.
Helios Labs
Structured-data extraction blueprint — origin of the Helios swarm.
EU deployment of the Helios Extractor blueprint.
US deployment of the Helios Extractor blueprint.
Hyuk Jun Kim
Runs on the owner's Mac. Reviews changes it did not write and runs production steps (deploys, migrations) only after the owner approves.
Oleh Veheria
Checks strings, Dynamic Type and touch-target sizes.
zou-group
Advises on immune response and therapeutic applicability.
Shopify
Works out how the reference feature behaves, rebuilds it, runs the checks and answers reviewer feedback.
Iberdrola
A group of five specialists, among them a tag classifier and a context retriever, that add detail to an incident when its complexity calls for it.
Answers informational questions using keyword and semantic retrieval.
LinkedIn
Refines role details with recruiters.
Talks with the engineer to collect what the task needs and turns that into a prompt for the coding agent.
Cursor
Checks security properties and reports changes.
Wyndo
Locates invoices in email and extracts the key details.
Andon Labs
Looks after the store's email.
GitHub Next
Sorts and triages newly opened issues on the repository.
JD.com (JDGenie)
Web-navigation specialist in the JoyAgent-JDGenie ensemble.
ReAct reasoning/code-execution specialist in the JoyAgent-JDGenie ensemble.
ReAct retrieval specialist in the JoyAgent-JDGenie ensemble.
Plan-Execute supervisor ensuring global coherence in the JoyAgent-JDGenie ensemble.
HubSpot
Checks every drafted comment for succinctness, accuracy and actionability; only comments that pass reach GitHub.
Send Payments
Picks up the complaints Barry flags and sends them on to be resolved.
Shubham Saboo
X/Twitter
Klarna
OpenAI-powered assistant handling two-thirds of Klarna customer-service chats.
HKUDS
Finds relevant papers and code repositories.
Razorpay
Checks pod health, rollouts and resource constraints.
Intronode
Independent audit: QA gates, contradiction detection, acceptance passes.
Alireza Rezvani
Writes launch messaging; it once returned a one-line pitch the author judged better than his own.
Anthropic
Synthesizes findings and decides whether further research is needed.
Refines hiring requirements from recruiter behavior.
Dana Kraft
Invoice reconciliation and expense categorization.
Dupple
Cross-provider executor pool of the Leni GAIA agent.
Per-step verification layer of the Leni GAIA agent.
Task-planning layer of the Leni GAIA agent.
Michael Light
Coordinates agent workflows.
Runs validators and self-corrects failed queries.
Ranks candidate fields by access frequency.
Intent classification and routing for LinkedIn SQL Bot.
Plans and incrementally builds the SQL query.
Embedding-based retrieval narrows candidate tables to 20.
LLM re-ranker narrows candidate tables from 20 to 7.