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Rescored Sep 13, 2026, 06:20 UTC

Rescored nightly from the GitHub API

Rescored nightly from the GitHub APIRescored Sep 13, 2026, 06:20 UTCOpen API
345 tools tracked27 dead, 9 archived19 slowing299 maintained82 named by hand, 263 found by 9 topic searches29 changed verdict since August 1, 2026Frozen September 13, 2026
Board / Orchestrators / 157 ranked, 10 dead, 12 slowing, rescored September 13, 2026

Claude Code orchestrators, ranked by freshness

Sorted by how recently each one actually moved rather than by how many stars it collected.

The verdict

what to pick, and what the answer rests on

The frameworks people put around a coding agent divide into two kinds, and mixing them up is the most common mistake in this market. LangChain, CrewAI and AutoGen are runtimes: you import them and they run the agents. Spec Kit and BMAD are processes: they produce the specification and the decisions, and the coding agent you already have does the running. If your problem is that the agent builds the wrong thing, a runtime will not help you, and vice versa. Within the runtimes, AutoGen is out for new projects on its own say-so. "maintenance mode … will not receive new features or enhancements". Leaving CrewAI for role-based teams and LangChain for integration breadth. Within the processes, Spec Kit is agent-agnostic and version-pinned and comes from GitHub; BMAD is Node-installed, sizes its process to the change, and is the only one of the five to state it has no paid tier. The number that decides between any of them is not in the table: four of the five say nothing whatsoever about whether they are still maintained, which is why this page ranks on freshness measured nightly rather than on anything a README claims.

Ranked by freshness

highest first, all 157 of them, read from the GitHub API on September 13, 2026
Every Claude Code orchestrator this board tracks, freshest first
ECCaffaan-m/ECCMaintainedSpec frameworks100/1000d agoSeptember 12, 2026100+18too few257k
hermes-agentNousResearch/hermes-agentMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+28too few245k
deepseek-harnessdeepseek-ai/deepseek-harnessMaintainedOrchestrators100/1002d agoSeptember 11, 2026100+12too few222k
AutoGPTSignificant-Gravitas/AutoGPTMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+11too few187k
langchainlangchain-ai/langchainMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+22too few146k
cc-switchfarion1231/cc-switchMaintainedSpec frameworks100/1000d agoSeptember 12, 2026100+35too few133k
graphifyGraphify-Labs/graphifyMaintainedCLI agents100/1000d agoSeptember 12, 2026100+258h116k
cavemanJuliusBrussee/cavemanMaintainedSpec frameworks100/1000d agoSeptember 12, 2026100+811h105k
claude-memthedotmack/claude-memMaintainedSpec frameworks100/1000d agoSeptember 13, 2026100+196h94k
ragflowinfiniflow/ragflowMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+39too few91k
open-designnexu-io/open-designMaintainedCLI agents100/1000d agoAugust 15, 2026100+30too few86k
ai-agents-for-beginnersmicrosoft/ai-agents-for-beginnersMaintainedOrchestrators100/1002d agoSeptember 10, 2026100+15too few75k
career-opscareer-ops-hq/career-opsMaintainedCLI agents100/1000d agoSeptember 13, 2026100+40too few71k
anything-llmMintplex-Labs/anything-llmMaintainedOrchestrators100/1002d agoSeptember 11, 2026100+232h66k
Mem0mem0ai/mem0MaintainedOrchestrators100/1001d agoSeptember 11, 2026100+24too few65k
CrewAIcrewAIInc/crewAIMaintainedOrchestrators100/1001d agoSeptember 11, 2026100+31too few58k
academic-research-skillsImbad0202/academic-research-skillsMaintainedSpec frameworks100/1000d agoSeptember 13, 2026100+611h48k
Agnoagno-agi/agnoMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+44too few42k
ai-job-searchMadsLorentzen/ai-job-searchMaintainedOrchestrators100/1002d agoSeptember 10, 2026100+2215h42k
LangGraphlangchain-ai/langgraphMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+17too few42k
sub2apiWei-Shaw/sub2apiMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+12too few41k
wshobson/agentswshobson/agentsMaintainedSpec frameworks100/1006d agoSeptember 7, 2026100+1728h40k
oh-my-claudecodeYeachan-Heo/oh-my-claudecodeMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+88h39k
diagram-designcathrynlavery/diagram-designMaintainedSpec frameworks100/1002d agoSeptember 10, 2026100+309h39k
CopilotKitCopilotKit/CopilotKitMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+10too few37k
PageIndexVectifyAI/PageIndexMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+4too few36k
AionUiiOfficeAI/AionUiMaintainedCLI agents100/1003d agoSeptember 9, 2026100+11too few33k
CloakBrowserCloakHQ/CloakBrowserMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+43h31k
AIHawkfeder-cr/AIHawkMaintainedCLI agents100/1000d agoSeptember 13, 2026100+2too few30k
OpenAI Agents SDKopenai/openai-agents-pythonMaintainedOrchestrators100/1001d agoSeptember 12, 2026100+286h29k
9routerdecolua/9routerMaintainedCLI agents100/1002d agoSeptember 10, 2026100+53too few29k
kestrakestra-io/kestraMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+2418h28k
claude-hudjarrodwatts/claude-hudMaintainedCLI agents100/1000d agoSeptember 12, 2026100+25too few28k
planning-with-filesOthmanAdi/planning-with-filesMaintainedCLI agents100/1003d agoSeptember 9, 2026100+53h27k
claude-skillsalirezarezvani/claude-skillsMaintainedCLI agents100/10013d agoAugust 30, 2026100+42d26k
doltdolthub/doltMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+11too few24k
hindsightvectorize-io/hindsightMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+10too few24k
NemoClawNVIDIA/NemoClawMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+16too few22k
Google ADKgoogle/adk-pythonMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+3111h22k
CodexBarsteipete/CodexBarMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+283h21k
agency-agents-zhjnMetaCode/agency-agents-zhMaintainedOrchestrators100/1003d agoSeptember 10, 2026100+715d21k
Sunakortix-ai/sunaMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+5too few20k
hummingbothummingbot/hummingbotMaintainedOrchestrators100/1002d agoSeptember 10, 2026100+10too few20k
Pydantic AIpydantic/pydantic-aiMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+18too few20k
ElizaOSelizaOS/elizaMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+63h19k
keploykeploy/keployMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+15too few18k
hermes-webuinesquena/hermes-webuiMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+115h18k
rowboatrowboatlabs/rowboatMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+5too few18k
SkillSpectorNVIDIA/SkillSpectorMaintainedSpec frameworks100/1000d agoSeptember 12, 2026100+241h17k
claude-seoAgriciDaniel/claude-seoMaintainedSpec frameworks100/1001d agoSeptember 11, 2026100+194d17k
DeepCodeHKUDS/DeepCodeMaintainedOrchestrators100/1003d agoSeptember 9, 2026100+710h17k
Auto-claude-code-research-in-sleepwanshuiyin/Auto-claude-code-research-in-sleepMaintainedSpec frameworks100/1002d agoSeptember 11, 2026100+124h16k
ag-uiag-ui-protocol/ag-uiMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+15too few16k
claudianYishenTu/claudianMaintainedIDE extensions100/1000d agoSeptember 13, 2026100+8too few15k
claude-obsidianAgriciDaniel/claude-obsidianMaintainedSpec frameworks100/1002d agoSeptember 10, 2026701118d15k
opencodexlidge-jun/opencodexMaintainedCLI agents100/1000d agoSeptember 13, 2026100+2<1h14k
cc-hahaNanmiCoder/cc-hahaMaintainedSpec frameworks100/1001d agoSeptember 11, 2026100+63d14k
LiveKit Agentslivekit/agentsMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+48too few14k
E2Be2b-dev/E2BMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+1135h14k
claudecodeuisiteboon/claudecodeuiMaintainedCLI agents100/1002d agoSeptember 10, 20269228too few14k
Microsoft Agent Frameworkmicrosoft/agent-frameworkMaintainedOrchestrators100/1001d agoSeptember 11, 2026100+29too few13k
txtaineuml/txtaiMaintainedOrchestrators100/1001d agoSeptember 11, 2026100+1610h13k
ccstatuslinesirmalloc/ccstatuslineMaintainedCLI agents100/1005d agoSeptember 7, 20267025too few13k
claude-code-system-promptsPiebald-AI/claude-code-system-promptsMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+238h13k
agent-orchestratorUntrivial-ai/agent-orchestratorMaintainedIDE extensions100/1000d agoSeptember 13, 2026100+3026h12k
cocoindexcocoindex-io/cocoindexMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+143h12k
fireworks-tech-graphyizhiyanhua-ai/fireworks-tech-graphMaintainedOrchestrators100/1007d agoSeptember 5, 2026194too few11k
hermes-studioEKKOLearnAI/hermes-studioMaintainedOrchestrators100/1000d agoSeptember 13, 2026100+128h11k
kedrokedro-org/kedroMaintainedOrchestrators100/1001d agoSeptember 11, 2026722439h11k
codeburngetagentseal/codeburnMaintainedIDE extensions100/1000d agoSeptember 13, 2026100+421h11k
ARTOpenPipe/ARTMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+5too few11k
claude-code-tipsykdojo/claude-code-tipsMaintainedCLI agents100/1009d agoSeptember 2, 202674538h10k
mobilerundroidrun/mobilerunMaintainedOrchestrators100/1002d agoAugust 14, 2026100+5too few9.1k
omnigentomnigent-ai/omnigentMaintainedOrchestrators100/1000d agoAugust 13, 2026100+28too few8.8k
xiaobeiTeamWiseFlow/xiaobeiMaintainedOrchestrators100/1009d agoJuly 26, 2026100+445h8.4k
claude-squadsmtg-ai/claude-squadMaintainedCLI agents100/1003d agoJuly 30, 20261074d8.2k
html-anythingnexu-io/html-anythingMaintainedSpec frameworks100/1005d agoJuly 28, 20263719too few8.1k
Agent Squad2FastLabs/agent-squadMaintainedOrchestrators100/1001d agoSeptember 11, 2026905too few7.8k
Strands Agentsstrands-agents/harness-sdkMaintainedOrchestrators100/1001d agoSeptember 11, 2026100+25<1h7.2k
Genkitgenkit-ai/genkitMaintainedOrchestrators100/1000d agoSeptember 12, 2026100+11too few6.4k
AG2ag2ai/ag2MaintainedOrchestrators100/1000d agoSeptember 12, 2026100+18too few4.9k
BeeAI Frameworki-am-bee/beeai-frameworkMaintainedOrchestrators100/1004d agoSeptember 8, 20267128too few3.4k
Burrapache/burrMaintainedOrchestrators100/1000d agoSeptember 12, 202663181h2.5k
agent-lightningmicrosoft/agent-lightningMaintainedOrchestrators99/10011d agoSeptember 2, 2026429too few18k
spring-ai-alibabaalibaba/spring-ai-alibabaMaintainedOrchestrators99/10018d agoAugust 25, 20266838too few11k
Superpowersobra/superpowersMaintainedSpec frameworks98/1001d agoSeptember 12, 2026100+6too few286k
Claude Flowruvnet/rufloMaintainedOrchestrators98/1000d agoSeptember 13, 2026100+4too few72k
OmniRoutediegosouzapw/OmniRouteMaintainedRuntime & harness98/1001d agoSeptember 12, 2026100+5too few65k
CLIProxyAPIrouter-for-me/CLIProxyAPIMaintainedRuntime & harness98/1000d agoSeptember 12, 2026100+7too few52k
chatboxchatboxai/chatboxMaintainedOrchestrators98/1002d agoSeptember 10, 2026100+7too few42k
happyslopus/happyMaintainedCLI agents98/1000d agoSeptember 12, 2026100+3too few24k
pentagivxcontrol/pentagiMaintainedOrchestrators98/1003d agoSeptember 10, 2026100+5too few24k
img2threejsimg2threejs/img2threejsMaintainedOrchestrators98/1005d agoSeptember 7, 2026100+3too few16k
ego-litecitrolabs/ego-liteMaintainedSpec frameworks98/1001d agoSeptember 11, 2026100+5too few16k
holaOSholaboss-ai/holaOSMaintainedRuntime & harness98/10022d agoAugust 21, 2026100+6too few11k
nocobasenocobase/nocobaseMaintainedOrchestrators95/1000d agoSeptember 12, 2026100+12too few24k
AIMLInterviewsalirezadir/AIMLInterviewsMaintainedOrchestrators95/10012d agoJuly 30, 2026122too few8.7k
Swarmskyegomez/swarmsMaintainedOrchestrators95/1000d agoSeptember 13, 2026100+9too few7.2k
Front-End-Checklistthedaviddias/Front-End-ChecklistMaintainedOrchestrators94/10030d agoAugust 14, 2026811h74k
system_prompts_leaksasgeirtj/system_prompts_leaksMaintainedOrchestrators94/1003d agoSeptember 9, 2026100+26d66k
agenticSeekFosowl/agenticSeekMaintainedOrchestrators94/1000d agoSeptember 12, 202639614d27k
learn-claude-codeshareAI-lab/learn-claude-codeMaintainedOrchestrators93/10017d agoAugust 26, 2026100+14too few77k
Claude Codeanthropics/claude-codeMaintainedCLI agents92/1000d agoSeptember 13, 2026100+4too few145k
claude-plugins-officialanthropics/claude-plugins-officialMaintainedSpec frameworks92/1000d agoSeptember 12, 2026100+3too few36k
n8n-mcpczlonkowski/n8n-mcpMaintainedRuntime & harness92/1000d agoSeptember 12, 2026100+59d23k
Agent Zeroagent0ai/agent-zeroMaintainedOrchestrators92/1000d agoSeptember 12, 2026100+2too few19k
waoowaoowaooAI/waoowaooMaintainedOrchestrators92/1007d agoSeptember 5, 202662too few14k
pyodyzhao062/pyodMaintainedOrchestrators92/1002d agoSeptember 8, 202642720d10.0k
DiveOpenAgentPlatform/DiveMaintainedOrchestrators91/10044d agoJuly 31, 202663too few1.8k
Agent-Ssimular-ai/Agent-SMaintainedOrchestrators90/1007d agoSeptember 5, 202643too few12k
Understand-AnythingEgonex-AI/Understand-AnythingMaintainedCLI agents87/1001d agoSeptember 12, 2026100+114d82k
Claude-Code-Usage-MonitorMaciek-roboblog/Claude-Code-Usage-MonitorMaintainedCLI agents87/10034d agoJuly 5, 2026341too few8.6k
sphereunicity-sphere/sphereMaintainedOrchestrators86/1000d agoSeptember 3, 2026100+2too few9.7k
ralph-claude-codefrankbria/ralph-claude-codeMaintainedCLI agents86/10045d agoJuly 18, 202631531h9.6k
firecrawlfirecrawl/firecrawlMaintainedOrchestrators85/1000d agoSeptember 13, 2026100+16too few180k
chromachroma-core/chromaMaintainedOrchestrators85/1000d agoSeptember 12, 2026100+9too few29k
Anthropic-Cybersecurity-Skillsmukul975/Anthropic-Cybersecurity-SkillsMaintainedCLI agents83/10013d agoAugust 31, 20268412too few33k
claude-skillsJeffallan/claude-skillsMaintainedCLI agents83/10036d agoAugust 7, 2026166too few11k
edictcft0808/edictMaintainedOrchestrators82/1006d agoSeptember 7, 202600too few17k
Julepjulep-ai/julepMaintainedOrchestrators80/10038d agoAugust 6, 2026100+2too few6.6k
OpenManusFoundationAgents/OpenManusMaintainedOrchestrators79/10021d agoAugust 22, 202693too few58k
BettaFish666ghj/BettaFishMaintainedOrchestrators79/1008d agoSeptember 4, 202633437d42k
500-AI-Agents-Projectsashishpatel26/500-AI-Agents-ProjectsMaintainedOrchestrators77/10048d agoJuly 27, 2026115too few38k
ChatDevOpenBMB/ChatDevMaintainedOrchestrators76/10050d agoJuly 24, 2026535d34k
Lettaletta-ai/lettaMaintainedOrchestrators76/1002d agoSeptember 10, 20261027d25k
MiroThinkerMiroMindAI/MiroThinkerMaintainedOrchestrators76/10028d agoJuly 6, 2026007d8.4k
nanobrowsernanobrowser/nanobrowserMaintainedOrchestrators75/10026d agoAugust 18, 202611too few14k
OWLcamel-ai/owlMaintainedOrchestrators74/10016d agoAugust 27, 202671too few20k
claude-contextzilliztech/claude-contextMaintainedIDE extensions74/1002mo agoJuly 14, 202642too few13k
Superagentsuperagent-ai/superagentMaintainedOrchestrators74/10018d agoAugust 25, 20268112d6.7k
PocketFlowThe-Pocket/PocketFlowMaintainedOrchestrators73/10048d agoJuly 26, 20261124h11k
vibe-kanbanBloopAI/vibe-kanbanMaintainedCLI agents72/1000d agoSeptember 12, 202600too few28k
MemoriMemoriLabs/MemoriMaintainedOrchestrators71/1009d agoSeptember 3, 202694too few17k
daytonadaytonaio/daytonaMaintainedOrchestrators67/10050d agoJuly 24, 20265016too few72k
VaneItzCrazyKns/VaneMaintainedOrchestrators67/10011d agoSeptember 1, 202611too few37k
FlockOnelevenvy/flockSlowingOrchestrators64/1002mo agoJuly 7, 20266137h1.1k
parlantemcie-co/parlantSlowingOrchestrators57/1002mo agoJuly 12, 202672too few18k
AI-Research-SKILLsOrchestra-Research/AI-Research-SKILLsSlowingSpec frameworks51/1003mo agoJune 16, 20267410d13k
HumanLayerhumanlayer/humanlayerSlowingOrchestrators48/1003mo agoJune 19, 202611too few12k
UpsonicUpsonic/UpsonicSlowingOrchestrators47/1003mo agoJune 18, 202641too few8.0k
OpenMythoskyegomez/OpenMythosSlowingOrchestrators45/1004mo agoMay 23, 202600too few15k
moltworkercloudflare/moltworkerSlowingOrchestrators45/1004mo agoMay 9, 202600too few10.0k
openbrowserntegrals/openbrowserSlowingOrchestrators45/1005mo agoApril 2, 202600too few9.5k
ChatTTS2noise/ChatTTSSlowingOrchestrators42/1005mo agoApril 10, 202600too few40k
AgentKitinngest/agent-kitSlowingOrchestrators41/1005mo agoApril 29, 2026005h928
Swarmopenai/swarmSlowingOrchestrators37/1005mo agoApril 15, 202600too few22k
AutoGenmicrosoft/autogenSlowingOrchestrators35/1005mo agoApril 15, 202600too few61k
BabyAGIyoheinakajima/babyagiDeadOrchestrators16/1008mo agoJanuary 31, 202600too few22k
Infinite Agentic Loopdisler/infinite-agentic-loopDeadSpec frameworks16/1006mo agoMarch 9, 202600too few615
Claude-Code-Game-StudiosDonchitos/Claude-Code-Game-StudiosDeadSpec frameworks15/1004mo agoMay 21, 20260046d25k
MetaGPTFoundationAgents/MetaGPTDeadOrchestrators6/1008mo agoJanuary 21, 202600too few70k
mcp-agentlastmile-ai/mcp-agentDeadOrchestrators6/1008mo agoJanuary 25, 202600too few8.5k
opcodewinfunc/opcodeDeadIDE extensions4/10011mo agoOctober 16, 202500too few22k
get-shit-donegsd-build/get-shit-doneArchivedSpec frameworks0/1003mo agoMay 31, 202600too few65k
AgentGPTreworkd/AgentGPTArchivedOrchestrators0/10017mo agoApril 29, 202500too few36k
Agentictransitive-bullshit/agenticArchivedOrchestrators0/1007mo agoFebruary 11, 202600too few18k
SuperAGITransformerOptimus/SuperAGIDeadOrchestrators0/10020mo agoJanuary 22, 202500too few18k

A high star count beside a low score is a project people are still finding and nobody is still maintaining.

Every column, on every axis

what each one publishes about itself, read off its own repository on September 18, 2026
Claude Code orchestrators, on what each project publishes about itself
AxisLangChainCrewAIAutoGenGitHub Spec KitBMAD-METHOD
What it is, in its own wordsA framework for building agents and LLM applications"The agent engineering platform. LangChain is a framework for building agents and LLM-powered applications. It helps you chain together interoperable components and third-party integrations."read September 18, 2026A multi-agent automation framework"Fast and flexible multi-agent automation framework. CrewAI is an open-source Python framework with high-level abstractions and low-level APIs for building production-ready multi-agent workflows."read September 18, 2026A framework for multi-agent AI applications"AutoGen is a framework for creating multi-agent AI applications that can act autonomously or work alongside humans."read September 18, 2026An open source toolkit that gives AI coding agents structured processes, reusable templates, and documented outcomesThe README was rewritten after this row was read on 13 September 2026. It now opens "Spec Kit is an open source toolkit that gives AI coding agents structured processes, reusable templates, and documented outcomes." The repository heading reads "Spec Kit. Build with a spec, fix a bug, or assess an idea, with your coding agent." The earlier line "define what to build before building it" is gone from the page.read September 18, 2026An agile method for AI-driven development"Agile Ai Driven Development. Turn an idea or change request into working software without giving up the thinking. Ai Driven Development (AiDD) covers the whole effort, not only the code: what to build, how it holds together, and how it changes as you learn."read September 18, 2026
What its README says about its own maintenancewhether the project's front page tells a reader that it is still being developed, has stopped, or has a successor. As distinct from what its commit graph impliesNot publishedThe README carries no statement about the project's maintenance status, no deprecation notice and no successor. What it does carry is routing advice within its own ecosystem. "just getting started? check out deep agents" and, for orchestration, LangGraph. Read on the repository's own front page on 14 August 2026.read September 18, 2026Not publishedNo maintenance statement, deprecation notice or successor anywhere on the README. The closest thing to a health signal it publishes is adoption. "with over 100,000 developers certified through our community courses". Which is a different claim. Read on the repository's own front page on 14 August 2026.read September 18, 2026Maintenance mode, with a named successor"⚠️ Maintenance mode. AutoGen is now in maintenance mode. It will not receive new features or enhancements and is community managed going forward. New users should start with Microsoft Agent Framework. Existing users are encouraged to migrate using the AutoGen → Microsoft Agent Framework migration guide." The only one of the five that publishes its own status at all.read September 18, 2026Not publishedNo maintenance statement, deprecation notice or successor. The README does carry an "Experimental goals" section describing what its authors are researching, which is a statement about direction rather than about whether the project is being maintained. Read on the repository's own front page on 14 August 2026.read September 18, 2026Not publishedNo maintenance statement, deprecation notice or successor on the README. It does document prerelease builds and non-interactive setup in a separate installation guide, which speaks to release process rather than to project health. Read on the repository's own front page on 14 August 2026.read September 18, 2026
How you install ituv add langchainThe quickstart is three lines: install, `init_chat_model`, invoke. A JS/TS equivalent, langchain.js, is published separately.read September 18, 2026uv tool install crewai"Q: How do I install CrewAI? A: Install the CrewAI CLI with UV: uv tool install crewai." The README then says to "create a project with `crewai create crew <project_name>`, run `crewai install`, and start it with `crewai run`." The `crewai[tools]` extra the README used to name is gone from it entirely.read September 18, 2026pip install autogen-agentchat"AutoGen requires Python 3.10 or later." Installed as `autogen-agentchat` plus an extension package for the model client; `autogenstudio` is published separately as a no-code GUI.read September 18, 2026uv tool install specify-cliInstalled from a pinned release tag. "Replace vX.Y.Z with the latest release tag from Releases. Keep the leading v (for example, v0.12.11, not 0.12.11)". Or from PyPI. The only one of the five whose install instructions pin a version.read September 18, 2026npx skills add bmad-code-org/BMAD-METHODThe README documents the Skills CLI route for adding BMAD-METHOD to a supported AI coding tool; setup and help then run through the bmad skill.read September 18, 2026
LicenceMITShown in the repository's own file navigation alongside its code of conduct, contributing guide and security policy.read September 18, 2026MIT"CrewAI is released under the MIT License." Stated in the README as well as in the repository's file navigation.read September 18, 2026MIT, plus CC-BY-4.0The repository's file navigation lists two: a CC-BY-4.0 licence and an MIT licence, with a separate LICENSE-CODE file. The only dual-licensed project of the five.read September 18, 2026MITShown in the repository's own file navigation alongside its code of conduct, contributing guide and security policy.read September 18, 2026MITThe README identifies the project as MIT-licensed and states: "BMad and BMAD-METHOD are trademarks of BMad Code, LLC."read September 18, 2026
Who publishes itlangchain-aiA company-owned repository, which is the arrangement four of these five share and the one that most affects what happens to the project if the company's priorities move.read September 18, 2026crewAIIncCompany-owned, with a commercial suite published from the same README. So the framework and the product it feeds are maintained by the same organisation.read September 18, 2026microsoftPublished from Microsoft's own organisation, which is also what makes its maintenance notice load-bearing: the successor it names is another Microsoft product.read September 18, 2026githubPublished from GitHub's own organisation. Of the five this is the one whose survival depends least on a single company's product line and most on a platform team's continued interest.read September 18, 2026bmad-code-orgAn organisation created for the project rather than a company with a product line around it, which is a different failure mode from the other four: the risk is maintainer attention, not a strategy change.read September 18, 2026
What it sells alongsideLangSmith, and a deployment platform"LangSmith - agent evals, observability, and debugging for LLM apps" and "LangSmith Deployment - deploy and scale agents with a purpose-built platform". The framework is MIT; the paid surface sits beside it rather than inside it.read September 18, 2026CrewAI AMP Suite"For organizations that need a commercial control plane around CrewAI, CrewAI AMP Suite adds managed deployment, observability, governance, security, and enterprise support." One part, the Crew Control Plane, is offered free to try.read September 18, 2026Not publishedThe README publishes no paid tier, hosted plan or commercial suite for AutoGen itself. What it names instead is a successor framework rather than a product sold alongside this one. Read on the repository's own front page on 14 August 2026.read September 18, 2026Not publishedNo paid tier, hosted plan or commercial suite is published on the README. Read on the repository's own front page on 14 August 2026.read September 18, 2026Nothing, stated explicitly"BMad is free and open source, with no paywalled workflows or gated community." The only one of the five to publish the absence rather than leave a reader to infer it.read September 18, 2026
Why you would pick itEach project’s own case, in its own words.You want the largest integration surface in this market and you expect the underlying models to keep changing under you. LangChain's own framing is exactly that. It helps you "chain together interoperable components and third-party integrations to simplify AI application development - all while future-proofing decisions as the underlying technology evolves". And it is the only one of the five that publishes a whole ecosystem around the core: Deep Agents for common patterns, LangGraph for low-level orchestration, LangSmith for evals and observability, and a JS/TS library.The shape of your problem is a team of specialists rather than a chain of calls, and you want one framework that does both autonomy and control without a second dependency. CrewAI splits those explicitly. "CrewAI Crews: optimize for autonomy and collaborative intelligence with role-based AI agents" and "CrewAI Flows: build event-driven automations that combine precise workflow control, single LLM calls, and native support for Crews". It is also the only one of the five that states it is standalone: "CrewAI is a standalone Python framework with its own primitives for agents, tasks, crews."You already have AutoGen in production and you are deciding whether to move. Then read its own README first, because it answers the question for you: it is in maintenance mode, it "will not receive new features or enhancements", and Microsoft names the successor. "new users should start with Microsoft Agent Framework", with a published migration guide. A framework that tells you plainly it has stopped is more useful to a maintainer than one that has quietly stopped and says nothing, and that candour is a real reason to trust the code you already depend on while you migrate off it.The thing going wrong is that the agent builds the wrong thing, not that it builds it badly. And you want a process rather than a runtime. Spec Kit is the only one of the five that is agent-agnostic by design, "an open source toolkit for building high-quality software with any AI coding agent", and the only one whose premise is inverting the artifact: "specifications become executable, directly generating working implementations rather than just guiding them". It also runs beside whatever framework you already have, because it produces specs rather than processes.You want the planning depth to scale with the change rather than being fixed by the tool, and you want it free of a commercial hook. BMAD is the only one of the five to state that outright. "BMad is free and open source, with no paywalled workflows or gated community". And the only one whose stated design is that "the process sizes itself to the work: Small changes go straight to build. Complex work gets the depth it needs". It is also the only one that will carry its artifacts into a workflow you already have rather than asking you to adopt the whole thing.

Why the ranking moves

Every list of these you can find today was written once and never re-measured, which is the whole problem, because the star counts kept rising after the commits stopped.

The ranking above is not an opinion about which orchestrator is best designed. It is a reading of which ones somebody is still working on, taken last night, with the signals behind each row one press away on the board.

Questions

5 asked about this comparison
What is a Claude Code orchestrator?
A layer that decides what the coding agent does next, rather than doing the coding itself. In practice two different things get called that. One is an agent runtime. LangChain, CrewAI, AutoGen. Which you import and which runs agents against a model. The other is a process framework. Spec Kit, BMAD-METHOD. Which produces specifications and decisions and then hands them to whatever coding agent you already use; Spec Kit is explicit that it works "with any AI coding agent", and BMAD expects you to "open your project in your AI coding tool" and invoke its agents there. This page ranks both, because both are things people install on top of Claude Code, and both stop being maintained the same way.
Which orchestrators have stopped shipping?
Several, and the ranking below names them with the date each was last measured rather than describing them in prose that ages. The one that says so itself is AutoGen: "AutoGen is now in maintenance mode. It will not receive new features or enhancements and is community managed going forward." That candour is rare. Of the five frameworks in the table above, it is the only one whose README makes any statement at all about its own maintenance. The rest are scored from the GitHub API: commit recency, release cadence, issue response time and maintainer count, rescored every night.
Why rank by freshness instead of by stars?
Because stars measure the past and freshness measures the present. A project that collected forty thousand stars in a good year keeps them after the last maintainer walks away, and every roundup that ranks by stars will keep recommending it. The failure this creates is specific and expensive: you adopt something on a signal that cannot fall, and discover eighteen months later that your issues are unanswered. Commit recency, release cadence and issue response time all fall the moment a project stops, which is the property a health signal needs.
Should I use a runtime or a process framework with Claude Code?
Match it to what is actually failing. If the agent produces code that does not do what you meant, the problem is upstream of the runtime and a process framework is the answer. Spec Kit if you want the spec to be the executable artifact and to stay agent-agnostic, BMAD if you want the depth of planning to scale with the size of the change and to keep the decisions explicit as context. If instead you are building a product where several agents coordinate at runtime, you want a runtime: CrewAI for role-based crews and event-driven flows, LangChain for the largest integration surface. Adopting a runtime to fix a specification problem is how teams end up with both and neither working.
Are these free to use?
All five are MIT-licensed, and what differs is what sits beside them. LangChain sells LangSmith and a deployment platform; CrewAI sells the AMP Suite as "a commercial control plane". Spec Kit and AutoGen publish no paid tier on their READMEs. BMAD publishes the absence directly: "BMad is free and open source, with no paywalled workflows or gated community".

Where every cell was read

derived from the cells themselves, never listed by hand
SourceReadWhy
LangChainSeptember 18, 2026What it is, in its own words, What its README says about its own maintenance, How you install it, Licence, Who publishes it, What it sells alongside. github.com/langchain-ai/langchain
CrewAISeptember 18, 2026What it is, in its own words, What its README says about its own maintenance, How you install it, Licence, Who publishes it, What it sells alongside. github.com/crewAIInc/crewAI
AutoGenSeptember 18, 2026What it is, in its own words, What its README says about its own maintenance, How you install it, Licence, Who publishes it, What it sells alongside. github.com/microsoft/autogen
GitHub Spec KitSeptember 18, 2026What it is, in its own words, What its README says about its own maintenance, How you install it, Licence, Who publishes it, What it sells alongside. github.com/github/spec-kit
BMAD-METHODSeptember 18, 2026What it is, in its own words, What its README says about its own maintenance, How you install it, Licence, Who publishes it, What it sells alongside. github.com/bmad-code-org/BMAD-METHOD

A hand-listed source block drifts from the table the first time a cell’s URL changes, and then the page is citing a page it did not read.