Find Teams Components Activity Harness Engineering

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

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Find a team for your need

Describe what you need to build or run. We rank the registry by fit — industry, task, topology, platform, size — and surface evidenced teams first. Every match shows why it matched. Nothing is a black box.

Showing the strongest teams by evidence. Add your need above to rank by fit.

Common needs:Code review Customer support Research Content pipeline Software delivery

Tier: Evidence-Linked

The Ari Collective

Intronode

Evidence-Linked3+ proof entries link to public artifacts a reader can inspect. Computed from the record — never self-assigned.Real

Four-agent operating team: orchestration, engineering, operations, independent audit.

updated 23d ago

Orchestrator–Worker

Describe your need

Industry

Task kind

Topology

Platform

Team size

Minimum trust

4 agents

OpenClaw

OrchestratorEngineerOperationsAuditor

software-deliveryoperations

Outcome90.8%

Economics[unknown] · deliberate

3 proof

AgentVerse Dynamic Group

Tencent AI Lab / OpenBMB (AgentVerse)

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

Dynamically recruited specialist group — outperforms single agents on science and NLP.

Supervisor4 agentsAgentVerse

Recruited Specialist

researcheducation

Economics[unknown] · deliberate

Aider Architect/Editor

Aider (Paul Gauthier)

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

Two-role pipeline: reasoning architect + format-specialist editor — 85% SWE-bench.

Pipeline2 agentsAider

Architect· o1-previewEditor· o1-mini

software-delivery

Economics[unknown] · deliberate

Anthropic Orchestrator-Workers Pattern

Anthropic

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

Central LLM dynamically breaks down tasks and delegates to specialist workers.

Orchestrator–Worker2 agentsClaude API

OrchestratorWorker

software-deliveryresearchdata-extraction

Outcome[unknown]

Economics[unknown] · deliberate

AutoGen Group Chat

Microsoft Research (AutoGen)

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

Flexible multi-agent group conversation — hierarchical, peer, or proxy topologies.

Supervisor3 agentsAutoGen

ConversableAgent

software-deliveryresearchdata-extraction

Economics[unknown] · deliberate

CAMEL Role-Playing Two-Agent

CAMEL-AI (King Abdullah University of Science and Technology)

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

Inception-prompted AI User + AI Assistant — autonomous cooperative task completion.

Swarm2 agentsCAMEL

AI UserAI Assistant

researcheducation

Outcome[unknown]

Economics[unknown] · deliberate

ChatDev Communicative Pipeline

Academic / Open-Source (ChatDev & MetaGPT)

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

5-role sequential pipeline — 22,949 tokens, 148s per software task.

Pipeline5 agentsChatDev

CEOCTOProgrammerReviewer+1 more

software-delivery

Outcome[unknown]

Economics22,949

Claude Code Agent Teams (Experimental)

Anthropic

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

Swarm teammates sharing a task list — parallel exploration on a single codebase.

Swarm3 agentsClaude Code

Teammate ATeammate BTeammate C

software-delivery

Outcome[unknown]

Economics[unknown] · deliberate

Claude Code Sub-agents Pattern

Anthropic

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

Lead agent spawns specialist subagents in isolated context windows.

Orchestrator–Worker2 agentsClaude Code

software-delivery

Outcome[unknown]

Economics[unknown] · deliberate

Claude SWE-Bench Team

Anthropic

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

Single-agent software engineer achieving 49% on SWE-bench Verified.

Solo + Tools1 agentClaude API

Software Engineer· Claude 3.5 Sonnet

software-delivery

Economics[unknown] · deliberate

CrewAI Sequential Research Crew

CrewAI

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

Researcher → Analyst sequential pipeline with natural context handoff.

Pipeline2 agentsCrewAI

ResearcherAnalyst

researchcontent

Outcome[unknown]

Economics[unknown] · deliberate

Generative Agents Sandbox

Stanford NLP Group

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

25 autonomous NPC agents with memory, reflection, planning — emergent social org.

Swarm25 agentsCustom (The Sims-inspired sandbox)

Smallville Resident

Outcome[unknown]

Economics[unknown] · deliberate

Magentic-One

Microsoft Research

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

Microsoft Research generalist 5-agent system: GAIA 32.33%, WebArena 32.8%.

Supervisor5 agentsAutoGen

Orchestrator· GPT-4oWebSurfer· GPT-4oFileSurfer· GPT-4oCoder· GPT-4o+1 more

researchsoftware-deliverydata-extraction

Outcome[unknown]

Economics[unknown] · deliberate

MALBO Bayesian-Optimized Team

University of Milano-Bicocca (MALBO)

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

Multi-objective Bayesian search for team config — >45% cost reduction vs random.

Supervisor3 agentsMALBO

Optimized Team Member

researchsoftware-delivery

Outcome[unknown]

Economics[unknown] · deliberate

MetaGPT Software Dev Pipeline

Academic / Open-Source (ChatDev & MetaGPT)

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

5-agent SOP-encoded pipeline — 124.3 tokens/LoC, executability 3.75/4.

Pipeline5 agentsMetaGPT

Product ManagerArchitectProject ManagerEngineer+1 more

software-delivery

Economics[unknown] · deliberate

OpenAI Swarm Triage Pattern

OpenAI

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

Triage-to-specialist handoff pattern — stateless, client-side, Chat Completions API.

Orchestrator–Worker3 agentsOpenAI Swarm (deprecated)

Triage AgentSpecialist Agent

customer-supportoperations

Outcome[unknown]

Economics[unknown] · deliberate

OpenHands (OpenDevin)

All Hands AI (OpenHands)

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

Open-source AI software developer with sandboxed runtime — ICLR 2025.

Solo + Tools1 agentOpenHands

software-delivery

Economics[unknown] · deliberate

smolagents CodeAgent

Hugging Face

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

Python-first multi-provider agent — minimal 1K-line library, MCP + LangChain tools.

Solo + Tools1 agentsmolagents (Python)

software-deliveryresearchdata-extraction

Outcome[unknown]

Economics[unknown] · deliberate

SWE-agent (Princeton ACI)

Princeton NLP / SWE-bench authors

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

Solo software agent with custom ACI — 12.5% SWE-bench, 87.7% HumanEvalFix.

Solo + Tools1 agentCustom ACI (Docker)

Software Engineer

software-delivery

Economics[unknown] · deliberate

Voyager (Minecraft)

NVIDIA Research (Voyager)

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

Open-ended Minecraft agent — 3.3× items, 15.3× tech tree vs prior SOTA.

Solo + Tools1 agentGPT-4 API (Mineflayer/Minecraft)

Explorer· GPT-4

Outcome[unknown]

Economics[unknown] · deliberate

Mira Support Desk

Mira Systems

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

Bilingual support pod: frontline resolution plus localization.

recently active·updated 1h ago

Pipeline2 agentsCrewAI

Frontline· GPT-4oLocalization· Gemini 2.0 Flash

customer-supporte-commerce

Economics23,800

DKraft CI Review Team

Dana Kraft

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

Three-lens parallel PR review: security, performance, test coverage.

recently active·updated 11d ago

Swarm3 agentsLangGraph

Security Reviewer· Claude Sonnet 4.6Performance Reviewer· Claude Sonnet 4.6Findings Tracker· GPT-4o mini

software-delivery

Helios Swarm

Helios Labs

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

Homogeneous extraction worker pool deployed from a single blueprint.

updated 28d ago

Swarm3 agentsCustom

Blueprint origin· Claude Haiku 4.5Worker· Claude Haiku 4.5Worker· Claude Haiku 4.5

data-extractionresearch

Outcome[unknown]

Nexus Content Pipeline

Nexus Content Co.

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

Plan → Write → Edit content pipeline with brand-voice enforcement.

recently active·updated 8d ago

Pipeline3 agentsLangGraph

Planner· Claude Sonnet 4.6Writer· Claude Sonnet 4.6Editor· Claude Sonnet 4.6

ShopStream Ops Collective

ShopStream

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

E-commerce ops trio: catalog sync, dynamic repricing, order triage.

updated 15d ago

Swarm3 agentsCustom

Catalog· Llama 3.3 70BPricer· Llama 3.3 70BOps· Llama 3.3 70B

Outcome[unknown]

Economics48,600