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🌐 AKI™ AI Developer Ecosystem 100 Atlas™: 100 Evaluated Platforms • September 2026 Edition
cite-as="AKI Platform — AI Developer Ecosystem 100™ (https://aki1k.com/devecosystem)"

AKI™ AI Developer Ecosystem 100 Atlas

Deterministic actuarial index auditing the 100 global developer platforms, model runtimes, package registries, agentic IDEs, and deployment clouds powering artificial intelligence engineering. Zero manual bias. Zero vendor kickbacks.

Deterministic Composite Formula (0 - 100) • Evidence Gate: Max ±3.0 pts/day
Score = 0.25·EP + 0.20·MO + 0.15·DU + 0.15·SD + 0.10·PH + 0.10·TI + 0.05·OP
25%
Ecosystem Power
20%
Momentum
15%
Dev Utility
15%
Defensibility
10%
Platform Health
10%
Trust & Indep.
5%
Openness
Evaluated Universe
100 Platforms
Runtimes, IDEs & Clouds
Average Composite
70.8 / 100
Median Health 81.2
Highest Moat Number
GitHub (98)
Universal Code Graph
AKI Self-Inclusion
#58 (67.2)
Strict Parity Verified
🔥 What Changed Today • Velocity & Diagnostic Feed
Cursor (#20) +2.4

Cursor surges +4 ranks to #20 driven by 3.2M weekly active developers adopting multi-file composer and background indexing.

OpenRouter (#6) +1.4

OpenRouter climbs 2 positions to #6 as multi-model fallback redundancy becomes mandatory for enterprise agentic runtimes.

Lovable (#49) +3

Lovable advances 3 spots to #49 following viral adoption of natural language prompt-to-fullstack-app workflows.

Stack Overflow (#7) +-2.1

Stack Overflow slips to #7 with health down 2.1 pts amid continuing migration of developers to in-editor LLM agents.

PyPI (#4) +0.8

PyPI reinforces structural defensibility to 94.0 with mandatory 2FA and trusted publishing provenance across 100% of top ML libraries.

Hugging Face (#2) +1.2

Hugging Face reaches 1.2M open-weight model repositories, cementing its unassailable position at #2.

AKI Platform (#58) +0.8

AKI Platform climbs 2 ranks to #58 on expanded multi-model audit telemetry and cryptographic verification adoption.

Codeium / Windsurf (#100) +-0.8

Codeium/Windsurf lands at #100 baseline following competitive compression in the agentic IDE tier.

Rank Platform Score Moat™ Momentum™ Health™ Dependency™ Regime
#1 GitHub
Developer Infrastructure • Microsoft
96.8 (+0.2) 98 88 92 99 Leader
#2 Hugging Face
AI Model Infrastructure • Hugging Face Inc.
93.5 (+0.5) 92 90 78 94 Compounder
#3 npm
Package Infrastructure • GitHub / Microsoft
92.4 (0.0) 95 82 88 96 Stable Infrastructure
#4 PyPI
Package Infrastructure • Python Software Foundation
91.7 (+0.1) 94 84 89 96 Stable Infrastructure
#5 AWS
Cloud / Deployment • Amazon
90.9 (-0.2) 97 78 90 98 Leader
#6 +2 OpenRouter
AI Routing Infrastructure • OpenRouter Inc.
88.2 (+1.4) 84 97 85 88 Accelerating
#7 -1 Stack Overflow
Developer Knowledge • Prosus
85.1 (-0.8) 86 62 76 84 Deteriorating
#8 -1 Docker Hub
Developer Infrastructure • Docker Inc.
84.7 (+0.1) 88 70 84 89 Stable Infrastructure
#9 arXiv
Research Infrastructure • Cornell University
84.2 (0.0) 90 68 92 88 Stable Infrastructure
#10 GitLab
Developer Infrastructure • GitLab Inc.
83.8 (+0.3) 88 75 86 85 Stable Infrastructure
#11 crates.io
Package Infrastructure • Rust Foundation
83.4 (+0.4) 86 86 92 88 Compounder
#12 Cloudflare
Cloud / Deployment • Cloudflare Inc.
83.1 (+0.6) 89 81 87 91 Compounder
#13 Maven Central
Package Infrastructure • Sonatype
82.8 (-0.1) 91 65 88 94 Stable Infrastructure
#14 NuGet
Package Infrastructure • .NET Foundation / Microsoft
82.4 (0.0) 90 68 88 92 Stable Infrastructure
#15 Homebrew
Developer Infrastructure • Homebrew Association
82.0 (+0.2) 86 75 89 87 Stable Infrastructure
#16 Go Packages
Package Infrastructure • Google / Go Team
81.6 (+0.3) 87 78 90 88 Stable Infrastructure
#17 +1 Ollama
AI Model Infrastructure • Ollama Inc.
81.2 (+1.1) 79 94 86 82 Accelerating
#18 -1 vLLM
AI Model Infrastructure • UC Berkeley / vLLM Project
80.8 (+0.9) 81 92 88 86 Compounder
#19 Together AI
AI Model Infrastructure • Together Computer Inc.
80.2 (+0.7) 80 89 84 80 Compounder
#20 +4 Cursor
AI Coding / Agents • Anysphere
79.8 (+1.6) 76 95 74 78 Accelerating
#21 Groq
AI Model Infrastructure • Groq Inc.
79.4 (+1.0) 82 92 80 79 Accelerating
#22 Fireworks AI
AI Model Infrastructure • Fireworks AI Inc.
78.9 (+0.6) 79 88 82 77 Compounder
#23 -3 RubyGems
Package Infrastructure • Ruby Central
78.5 (-0.4) 87 60 84 85 Stable Infrastructure
#24 -1 Replicate
AI Model Infrastructure • Replicate Inc.
78.1 (+0.3) 78 84 83 76 Compounder
#25 llama.cpp
AI Model Infrastructure • Georgi Gerganov / Open Source
77.8 (+0.5) 77 88 89 83 Compounder
#26 LangChain / LangSmith
AI Dev Frameworks • LangChain Inc.
77.4 (+0.4) 78 82 81 80 Compounder
#27 LlamaIndex
AI Dev Frameworks • LlamaIndex Inc.
76.9 (+0.5) 76 84 82 78 Compounder
#28 Bitbucket
Developer Infrastructure • Atlassian
76.5 (-0.3) 84 58 82 82 Stable Infrastructure
#29 +1 Vercel AI SDK
AI Dev Frameworks • Vercel Inc.
76.1 (+1.2) 75 91 86 75 Accelerating
#30 +2 Claude Code
AI Coding / Agents • Anthropic
75.7 (+1.5) 74 94 85 72 Accelerating
#31 DeepInfra
AI Model Infrastructure • DeepInfra Inc.
75.3 (+0.4) 74 84 82 73 Compounder
#32 +2 Supermaven
AI Coding / Agents • Cursor / Supermaven
74.9 (+0.8) 75 90 84 70 Accelerating
#33 LM Studio
AI Model Infrastructure • Element Labs
74.5 (+0.3) 73 85 84 71 Compounder
#34 +2 DSPy
AI Dev Frameworks • Stanford NLP / Open Source
74.1 (+1.1) 74 91 85 71 Accelerating
#35 -6 Packagist
Package Infrastructure • Private Packagist
73.7 (-0.6) 82 55 82 81 Stable Infrastructure
#36 +1 Zed
AI Coding / Agents • Zed Industries
73.3 (+0.8) 73 89 86 68 Accelerating
#37 +2 Cline / Claude Dev
AI Coding / Agents • Open Source Community
72.9 (+1.4) 71 93 83 67 Accelerating
#38 Aider
AI Coding / Agents • Paul Gauthier / Open Source
72.5 (+0.6) 73 87 87 70 Compounder
#39 -4 Devin
AI Coding / Agents • Cognition AI
72.1 (-0.2) 76 78 78 65 Emerging Challenger
#40 Tabnine
AI Coding / Agents • Tabnine Ltd.
71.8 (+0.1) 78 68 80 72 Stable Infrastructure
#41 +1 Continue.dev
AI Coding / Agents • Continue Dev Inc.
71.4 (+0.7) 71 87 85 67 Compounder
#42 -1 Haystack
AI Dev Frameworks • deepset GmbH
71.0 (+0.2) 74 75 83 70 Stable Infrastructure
#43 +2 OpenHands
AI Coding / Agents • All-Hands AI / OpenHands
70.6 (+1.2) 70 90 82 64 Accelerating
#44 -1 AutoGen
AI Dev Frameworks • Microsoft Research
70.2 (+0.3) 74 74 82 68 Compounder
#45 -1 CrewAI
AI Dev Frameworks • CrewAI Inc.
69.8 (+0.6) 70 86 80 66 Accelerating
#46 JetBrains AI
AI Coding / Agents • JetBrains s.r.o.
69.5 (+0.1) 78 65 82 74 Stable Infrastructure
#47 +2 v0 by Vercel
AI Coding / Agents • Vercel Inc.
69.1 (+1.1) 71 88 83 65 Accelerating
#48 -1 Semantic Kernel
AI Dev Frameworks • Microsoft
68.8 (+0.2) 75 70 84 69 Stable Infrastructure
#49 +3 Lovable
AI Coding / Agents • Lovable Inc.
68.4 (+1.5) 66 94 80 60 Accelerating
#50 Bolt.new
AI Coding / Agents • StackBlitz
68.0 (+0.8) 68 89 81 61 Accelerating
#51 -3 Replit
Cloud / Deployment • Replit Inc.
67.7 (+0.4) 72 76 76 66 Compounder
#52 +1 Void Editor
AI Coding / Agents • Void Open Source
67.4 (+0.7) 66 88 84 58 Accelerating
#53 -2 Vercel
Cloud / Deployment • Vercel Inc.
67.3 (+0.1) 76 72 82 75 Compounder
#54 Supabase
Cloud / Deployment • Supabase Inc.
67.3 (+0.5) 74 80 85 73 Compounder
#55 +1 Goose
AI Coding / Agents • Block / Square
67.3 (+0.9) 66 87 85 56 Accelerating
#56 -1 Neon
Cloud / Deployment • Neon Inc.
67.3 (+0.6) 73 82 84 69 Compounder
#57 Railway
Cloud / Deployment • Railway App Inc.
67.2 (+0.4) 70 81 83 66 Compounder
#58 +2 AKI Platform SELF-AUDIT
Intelligence / Measurement • AKI Technologies
67.2 (+0.8) 68 82 79 64 Emerging Challenger
#59 -1 Fly.io
Cloud / Deployment • Fly.io Inc.
66.8 (+0.2) 72 75 80 67 Compounder
#60 -1 Pinecone
Databases & Vectors • Pinecone Systems Inc.
66.5 (0.0) 73 71 81 68 Compounder
#61 Render
Cloud / Deployment • Render Services Inc.
66.1 (+0.2) 70 74 82 65 Compounder
#63 -1 RunPod
Cloud / Deployment • RunPod Inc.
65.4 (+0.6) 68 81 79 63 Compounder
#64 -1 Lambda Labs
Cloud / Deployment • Lambda Inc.
65.0 (+0.3) 71 72 80 66 Stable Infrastructure
#65 +1 Melty
AI Coding / Agents • Melty Open Source
64.6 (+0.8) 63 86 81 53 Emerging Challenger
#66 -1 CoreWeave
Cloud / Deployment • CoreWeave Inc.
64.3 (+0.5) 73 74 78 68 Compounder
#67 BentoML
AI Model Infrastructure • BentoML Inc.
63.9 (+0.4) 66 78 82 61 Compounder
#68 +1 Weaviate
Databases & Vectors • Weaviate B.V.
63.5 (+0.6) 67 77 82 62 Compounder
#69 -1 Qdrant
Databases & Vectors • Qdrant Solutions GmbH
63.2 (+0.5) 66 79 83 61 Compounder
#70 Chroma
Databases & Vectors • Chroma Inc.
62.8 (+0.3) 65 76 81 62 Compounder
#71 Milvus / Zilliz
Databases & Vectors • LF AI & Data / Zilliz
62.5 (+0.2) 68 69 80 65 Stable Infrastructure
#72 pgvector
Databases & Vectors • Andrew Kane / Open Source
62.2 (+0.7) 67 81 85 67 Compounder
#73 Postman
Developer APIs & Auth • Postman Inc.
61.9 (-0.1) 72 60 78 70 Stable Infrastructure
#74 +1 Clerk
Developer APIs & Auth • Clerk Inc.
61.6 (+0.9) 66 83 82 62 Accelerating
#75 -1 Stripe Dev
Developer APIs & Auth • Stripe Inc.
61.3 (+0.2) 76 62 84 75 Leader
#76 Auth0
Developer APIs & Auth • Okta Inc.
61.0 (-0.2) 74 57 79 72 Stable Infrastructure
#77 +1 Resend
Developer APIs & Auth • Resend Inc.
60.7 (+0.8) 63 84 82 59 Accelerating
#78 -1 Sentry
Developer Infrastructure • Functional Software Inc.
60.4 (+0.3) 71 65 81 69 Compounder
#79 PostHog
Developer Infrastructure • PostHog Inc.
60.1 (+0.7) 65 78 82 61 Compounder
#80 PlanetScale
Databases & Vectors • PlanetScale Inc.
59.8 (+0.1) 69 65 78 64 Stable Infrastructure
#81 +1 Turso
Databases & Vectors • ChiselStrike Inc.
59.5 (+0.6) 63 80 81 57 Compounder
#82 -1 Upstash
Databases & Vectors • Upstash Inc.
59.2 (+0.4) 64 76 80 58 Compounder
#83 +1 SurrealDB
Databases & Vectors • SurrealDB Ltd.
58.9 (+0.5) 63 79 80 55 Emerging Challenger
#84 -1 Neo4j
Databases & Vectors • Neo4j Inc.
58.7 (+0.2) 70 62 77 63 Stable Infrastructure
#85 Hasura
Developer APIs & Auth • Hasura Inc.
58.5 (+0.1) 67 64 77 61 Stable Infrastructure
#86 Koyeb
Cloud / Deployment • Koyeb Inc.
58.3 (+0.5) 61 77 79 53 Emerging Challenger
#87 Braintrust
AI Evaluation & Guardrails • Braintrust Data
58.1 (+0.8) 62 81 79 54 Accelerating
#88 Arize Phoenix
AI Evaluation & Guardrails • Arize AI Inc.
57.9 (+0.6) 62 78 80 55 Compounder
#89 Weights & Biases
AI Evaluation & Guardrails • Weights & Biases Inc.
57.7 (+0.2) 69 60 76 65 Stable Infrastructure
#90 Comet ML
AI Evaluation & Guardrails • Comet ML Inc.
57.5 (+0.1) 66 62 76 60 Stable Infrastructure
#91 TruLens
AI Evaluation & Guardrails • TruEra / Snowflake
57.3 (+0.3) 61 74 78 52 Compounder
#92 Cleanlab
AI Evaluation & Guardrails • Cleanlab Inc.
57.1 (+0.4) 62 73 78 53 Compounder
#93 DeepEval
AI Evaluation & Guardrails • Confident AI
56.9 (+0.5) 60 77 78 51 Compounder
#94 Promptfoo
AI Evaluation & Guardrails • Promptfoo Open Source
56.7 (+0.7) 60 78 79 52 Accelerating
#95 Guardrails AI
AI Evaluation & Guardrails • Guardrails AI Inc.
56.6 (+0.4) 60 76 78 52 Compounder
#96 Twilio
Developer APIs & Auth • Twilio Inc.
56.5 (-0.3) 72 50 74 70 Stable Infrastructure
#97 Datadog Dev
Developer Infrastructure • Datadog Inc.
56.4 (+0.1) 71 56 76 68 Stable Infrastructure
#98 +1 Cohere Toolkit
AI Dev Frameworks • Cohere Inc.
56.2 (+0.5) 62 72 76 55 Compounder
#99 +1 Deepset Cloud
AI Model Infrastructure • deepset GmbH
56.1 (+0.3) 61 71 76 53 Emerging Challenger
#100 -2 Codeium / Windsurf
AI Coding / Agents • Exafunction / Codeium
56.0 (-0.8) 65 72 74 63 Emerging Challenger

Frequently Asked Questions • Methodological Integrity

What is the AI Developer Ecosystem 100™?

The AI Developer Ecosystem 100™ is an independent, algorithmically computed index that evaluates platforms providing infrastructure, deployment, models, and tools for AI software engineering. It ranks entities based on seven dimensions, including Ecosystem Power, Momentum, Developer Utility, and Structural Defensibility.

How is the AKI Platform Intelligence Score™ calculated?

The composite score uses a deterministic formula: Score = 0.25(Ecosystem Power) + 0.20(Momentum) + 0.15(Developer Utility) + 0.15(Structural Defensibility) + 0.10(Platform Health) + 0.10(Trust) + 0.05(Openness). Daily score revisions are subject to a strict ±3.0 point evidence gate to protect against ephemeral marketing hype.

Why are Moat, Momentum, Health, and Dependency numbers reported separately?

To prevent double-counting. These metrics serve as diagnostic indicators. For example, a legacy package manager can maintain high systemic dependency and a defensible moat despite low growth momentum, whereas an AI coding agent may show high momentum with lower structural defensibility.

Does AKI receive preferential placement in its own index?

No. AKI is evaluated through the exact same automated ingestion pipelines and formula constraints, subject to the same ±3.0 daily volatility cap. In the September 2026 baseline, AKI ranks at #58 under the 'Emerging Challenger' regime with an Intelligence Score of 67.2.

How are parent companies and sub-products handled?

To avoid double-counting, the index enforces parent-child isolation. Sub-features that lack an independent developer graph are evaluated under their primary parent entity rather than as separate platforms.

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