AgentCV
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AgentCV— working agent teams, with receipts.Teams by platformTiers are computed from evidence, never self-assigned. Demo data is labeled illustrative.

Agent Components

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.

🤖

Linter & Static Analysis

HAMY

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Static checks

Static checksClaude Code
Evidence0 proof
configs1
🤖

LLM judge

Spotify

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

After the deterministic verifiers finish, compares the proposed diff with the original prompt and can veto the change.

Diff reviewerCustom
Evidence0 proof
configs1
🤖

Log Analyzer

Panasonic Avionics Corporation

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Matches log patterns against known failure modes.

Log analysisLangGraph
Evidence0 proof
configs1
🤖

Luna

Andon Labs

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Runs the shop with a company card, phone, email, web access and the in-store cameras; recruited and hired the two human staff and hands work to helper agents.

Store manager agent (main agent)Custom
Evidence0 proof
configs1
🤖

Machine Learning Specialist

zou-group

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Develops computational tools for interaction prediction and antibody refinement.

Machine learning specialistCustom
Evidence0 proof
configs1
🤖

Macroeconomics DRAs

Kensho

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Documented domain role group for macroeconomic data retrieval.

Macroeconomic data retrievalLangGraph
Evidence0 proof
configs1
🧠

Magentic-One Orchestrator

Microsoft Research

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Lead agent that plans, tracks progress, and re-plans for complex tasks.

OrchestrationAutoGenGPT-4o
Evidence0 proof
Top Metric
GAIA benchmark score32.3%
evidence-linkedteam metric · via Magentic-One
configs1
🤖

Main orchestration agent

monday.com

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Plans and delegates work.

Interpret goals, plan and delegateLangGraph
Evidence0 proof
configs1
🤖

Main orchestrator

Moe Lueker

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Coordinates tasks for sub-agents.

Task coordinationCustom
Evidence0 proof
configs1
📊

MALBO Team Member

Antonio Sabbatella (MALBO master's thesis, University of Milano-Bicocca)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

LLM agent in a team configuration optimized via Bayesian search — MALBO.

EngineeringMALBO
Evidence0 proof
Top Metric
Cost reduction vs random45%
evidence-linkedteam metric · via MALBO Bayesian-Optimized Team
configs1
🤖

Manager

co-evolve-lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Coordinates the overall issue-resolution process.

Process coordinatorCustom
Evidence0 proof
configs1
🖱️

Manus Executor

Butterfly Effect / Monica (Manus)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Cloud-sandbox execution agent in the Manus autonomous-agent system.

EngineeringManus
Evidence0 proof
Top Metric
GAIA Level 186.5%
self-reportedteam metric · via Manus
configs1
🗺️

Manus Planner

Butterfly Effect / Monica (Manus)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Task-decomposition planner in the Manus autonomous-agent system.

OrchestrationManus
Evidence0 proof
Top Metric
GAIA Level 186.5%
self-reportedteam metric · via Manus
configs1
🤖

Marketing employee

Drew Burdick

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

A terminal session that handles all of the founder's marketing work.

Marketing and contentClaude Code
Evidence0 proof
configs1
🎯

MarsCode Fault Localizer

ByteDance SE Lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Localizes the fault using code-analysis techniques.

ResearchMarsCode Agent
Evidence0 proof
Top Metric
SWE-bench Lite resolved (lab-site claim)39.3%
evidence-linkedteam metric · via MarsCode Agent
configs1
🩹

MarsCode Patch Generator

ByteDance SE Lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Generates candidate patches in the MarsCode Agent pipeline.

EngineeringMarsCode Agent
Evidence0 proof
Top Metric
SWE-bench Lite resolved (lab-site claim)39.3%
evidence-linkedteam metric · via MarsCode Agent
configs1
✅

MarsCode Patch Validator

ByteDance SE Lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Validates candidate patches in the MarsCode Agent pipeline.

Audit & QAMarsCode Agent
Evidence0 proof
Top Metric
SWE-bench Lite resolved (lab-site claim)39.3%
evidence-linkedteam metric · via MarsCode Agent
configs1
🗺️

MarsCode Planner

ByteDance SE Lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Plans the multi-agent bug-fixing pipeline in MarsCode Agent.

OrchestrationMarsCode Agent
Evidence0 proof
Top Metric
SWE-bench Lite resolved (lab-site claim)39.3%
evidence-linkedteam metric · via MarsCode Agent
configs1
🔁

MarsCode Reproducer

ByteDance SE Lab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Reproduces the reported bug in the MarsCode Agent pipeline.

EngineeringMarsCode Agent
Evidence0 proof
Top Metric
SWE-bench Lite resolved (lab-site claim)39.3%
evidence-linkedteam metric · via MarsCode Agent
configs1
🤖

MediaPlannerAgent

Spotify

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Uses resolved information to recommend ad sets.

Media planningCustom
Evidence0 proof
configs1
🤖

Meeting reporter

Nicholas De Leon

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Drafts a report from the live or recorded meeting transcript for De Leon to check, edit and approve.

Meeting report drafterCustom
Evidence0 proof
configs1
🤖

Meta-agent monitors

GitHub Next

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Workflows that watch the other workflows and work to keep them healthy.

Workflow health monitorsCustom
Evidence0 proof
configs1
🤖

Meta-review

Google Research

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Participates in the specialist coalition for scientific reasoning.

Scientific reasoningCustom
Evidence0 proof
configs1
📐

MetaGPT Architect

Academic / Open-Source (ChatDev & MetaGPT)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Technical specifications and system design in the MetaGPT pipeline.

EngineeringMetaGPT
Evidence0 proof
Top Metric
Tokens per line of code124.3
evidence-linkedteam metric · via MetaGPT Software Dev Pipeline
configs1
🔨

MetaGPT Engineer

Academic / Open-Source (ChatDev & MetaGPT)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Implements code from specifications in the MetaGPT pipeline.

EngineeringMetaGPT
Evidence0 proof
Top Metric
Tokens per line of code124.3
evidence-linkedteam metric · via MetaGPT Software Dev Pipeline
configs1
📋

MetaGPT Product Manager

Academic / Open-Source (ChatDev & MetaGPT)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Creates PRDs and business analysis in the MetaGPT software pipeline.

ProductMetaGPT
Evidence0 proof
Top Metric
Tokens per line of code124.3
evidence-linkedteam metric · via MetaGPT Software Dev Pipeline
configs1
📊

MetaGPT Project Manager

Academic / Open-Source (ChatDev & MetaGPT)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Task decomposition and sprint assignment in the MetaGPT pipeline.

ProductMetaGPT
Evidence0 proof
Top Metric
Tokens per line of code124.3
evidence-linkedteam metric · via MetaGPT Software Dev Pipeline
configs1
🧪

MetaGPT QA Engineer

Academic / Open-Source (ChatDev & MetaGPT)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Test case formulation and validation in the MetaGPT pipeline.

Audit & QAMetaGPT
Evidence0 proof
Top Metric
Tokens per line of code124.3
evidence-linkedteam metric · via MetaGPT Software Dev Pipeline
configs1
🐚

mini-SWE-agent

Princeton NLP / SWE-bench authors

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Minimal bash-only agent — reference floor on SWE-bench Verified.

Engineeringmini-SWE-agent
Evidence0 proof
Top Metric
SWE-bench Verified (closest matching run)64.8%
evidence-linkedteam metric · via mini-SWE-agent
configs1
🤖

ML Engineer

Samuel Schmidgall

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Implements and executes the agreed experimental plan.

Experiment implementerCustom
Evidence0 proof
configs1
🤖

Mobility expert

Mete Polat

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Mobility sub-agent on the fitness council, which reviews, debates and refines the trainer's plans.

Fitness council memberHermes Agent
Evidence0 proof
configs1
🤖

Monica

Shubham Saboo

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Chief of Staff

Chief of StaffOpenClaw
Evidence0 proof
configs1
🤖

Multimedia agents

PGA TOUR

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Apply the same kind of validation to images and other visual assets.

Visual asset checksCustom
Evidence0 proof
configs1
🤖

Narrative Understanding

WEBTOON Entertainment

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Turns a series into a text account of its key plot points, story events and emotional moments.

Story summarizerLangGraph
Evidence0 proof
configs1
🤖

News Agent

Bertelsmann

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Works through journalism archives using article metadata such as dates and categories.

News archive searchLangGraph
Evidence0 proof
configs1
🤖

Newsletter Nelli

Zembl

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Sends the team a roundup of energy news each Monday.

Newsletter agentCustom
Evidence0 proof
configs1
✂️

NexusEditor

Nexus Content Co.

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

SEO and quality editing pass for drafted content.

ContentLangGraphClaude Sonnet 4.6illustrative
Evidence0 proof
Top Metric
Articles published512
self-reportedteam metric · via Nexus Content Pipeline
configs1
📅

NexusPlanner

Nexus Content Co.

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Content calendar and brief generation for the Nexus pipeline.

ContentLangGraphClaude Sonnet 4.6illustrative
Evidence0 proof
Top Metric
Articles published512
self-reportedteam metric · via Nexus Content Pipeline
configs1
✍️

NexusWriter

Nexus Content Co.

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Long-form content drafting with brand-voice enforcement.

ContentLangGraphClaude Sonnet 4.6illustrative
Evidence0 proof
Top Metric
Articles published512
self-reportedteam metric · via Nexus Content Pipeline
configs1
🤖

Nox

Andon Labs

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Posts on the store's X/Twitter and Instagram accounts, capped at three posts a day.

Social media agentCustom
Evidence0 proof
configs1
🤖

Observer

Exa

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Tracks planning, reasoning, results and citations.

Context trackingLangGraph
Evidence0 proof
configs1
🤖

On-call Agent

Grab

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Checks production systems and urgent issues.

Production investigationLangGraph
Evidence0 proof
configs1
🤖

On-Call Engineer

Alexey Grigorev

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Watches delivery pipelines and fixes failures.

CI/CD monitoringClaude Code
Evidence0 proof
configs1
🙌

OpenHands Agent

All Hands AI (OpenHands)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Generalist AI software developer operating in a sandboxed execution environment.

EngineeringOpenHands
Evidence0 proof
Top Metric
SWE-bench Lite resolved26%
evidence-linkedteam metric · via OpenHands (OpenDevin)
configs1
🤖

Ops employee

Drew Burdick

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Runs the agency's operations work.

Ops and project managementClaude Code
Evidence0 proof
configs1
📦

OpsAgent

ShopStream

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Order routing, fulfillment triage, and returns handling.

E-commerce OpsCustomLlama 3.3 70Billustrative
Evidence0 proof
Top Metric
Orders processed48,600
self-reportedteam metric · via ShopStream Ops Collective
configs1
🤖

orchestrator

Salesforce

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Reconciles conflicting specialist analyses before presenting an architecture.

Coordination and reconciliationCustom
Evidence0 proof
configs1
🤖

Orchestrator

Shopify

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Captures the new screen and the reference screen in the same state, then hands both to the Gemini reviewer for a design check.

OrchestratorCustomGPT
Evidence0 proof
configs1
🤖

Orchestrator

Hebbia

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Delegates objectives to specialized subagents.

Task coordinationCustom
Evidence0 proof
configs1
🎯

Orchestrator (Anthropic Pattern)

Anthropic

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.

Central LLM that breaks down tasks and delegates to worker LLMs.

OrchestrationClaude API
Evidence0 proof
Top Metric
Task success rate[unknown]
evidence-linkedteam metric · via Anthropic Orchestrator-Workers Pattern
configs1
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