LLM operations250 tools
Ranked by who uses them among those still maintained. Each was re-read within the week.
Best LLMOps tools in 2026
How they are ranked: by real use (estimated monthly visits; installs and stars where visits are not read), among tools still maintained. Price and free plan come from each tool's own pricing page, activity from its releases and site. Nothing here is paid for.
Updated Nov 1, 2026
| # | Tool | What it does | Price | Free plan | Activity | Use |
|---|---|---|---|---|---|---|
| 1 | Develops GPT language models plus image and video models, offered through the ChatGPT app and a paid developer API. | ≈ 40.8M visits/mo | ||||
| 2 | Designs GPUs, data-center accelerators and networking hardware, plus CUDA and software stacks for training and running AI models, graphics and gaming. | From ≈ $399 once | Active | ≈ 12.6M visits/mo | ||
| 3 | Routes API requests to 500 language models across 80 providers through a unified interface. | Free plan | Yes | Active | ≈ 224k visits/mo | |
| 4 | Runs open-source language models locally or in cloud, with API access for coding agents. | From $20/mo | Active | ≈ 193k visits/mo | ||
| 5 | Routes requests between open-source and frontier models to reduce token costs while maintaining quality. | From $0.20 per use | Active | ≈ 103k visits/mo | ||
| 6 | Provides the open-source LangChain and LangGraph frameworks for building LLM applications and agents, plus LangSmith for tracing, evaluating and deploying them. | From $39/user/mo | Yes | Active | ≈ 92.2k visits/mo | |
| 7 | Ranks large language models on a public leaderboard built from crowdsourced blind side-by-side comparisons of their answers. | Active | ≈ 78.3k visits/mo | |||
| 8 | Provides frontier language models, agents, and infrastructure for building custom AI systems. | From $14.99/mo | Yes | Active | ≈ 63.6k visits/mo | |
| 9 | Provides Tinker, an API for fine-tuning open-weight language models with LoRA while the lab runs the distributed training infrastructure. | From $0.33 per use | Active | ≈ 59.5k visits/mo | ||
| 10 | Runs inference, training, and batch processing workloads on GPUs with instant autoscaling and sub-second cold starts. | From $250/mo | Active | ≈ 52.1k visits/mo |
Describe what you need
betaA sentence or two about the job. We read it into the catalogue's own words, then ask about every tool that fits them.
Ranked by use
Figure and bar: visits/mo, estimate · year: online since
- #1

OpenAI
Develops GPT language models plus image and video models, offered through the ChatGPT app and a paid developer API.
40.8M2015 - #2

NVIDIAMCP · sign-in
Designs GPUs, data-center accelerators and networking hardware, plus CUDA and software stacks for training and running AI models, graphics and gaming.
12.6MActiveFrom ≈ $399 once1993 - #3

OpenRouterMCP · sign-in
Routes API requests to 500 language models across 80 providers through a unified interface.
224kActiveFree plan2023 - #4

Ollama
Runs open-source language models locally or in cloud, with API access for coding agents.
193kActiveFrom $20/mo2023 - #5

AI21
Routes requests between open-source and frontier models to reduce token costs while maintaining quality.
103kActiveFrom $0.20 per use2017 - #6

LangChain
Provides the open-source LangChain and LangGraph frameworks for building LLM applications and agents, plus LangSmith for tracing, evaluating and deploying them.
92.2kActiveFrom $39/user/mo2023 - #7

Arena AI
Ranks large language models on a public leaderboard built from crowdsourced blind side-by-side comparisons of their answers.
78.3kActive2023 - #8

Mistral
Provides frontier language models, agents, and infrastructure for building custom AI systems.
63.6kActiveFrom $14.99/mo2023 - #9

Thinking Machines Lab
Provides Tinker, an API for fine-tuning open-weight language models with LoRA while the lab runs the distributed training infrastructure.
59.5kActiveFrom $0.33 per use2025 - #10

Modal
Runs inference, training, and batch processing workloads on GPUs with instant autoscaling and sub-second cold starts.
52.1kActiveFrom $250/mo - #11

Truefoundry
Routes requests to language models and agents with observability, access controls, and deployment across cloud or on-premises infrastructure.
46.2kActiveFrom $25/user/mo - #12

ReplicateMCP · sign-in
Runs and fine-tunes machine learning models through an API with a single line of code.
37kActiveFrom $0.00 per use - #13

Together AI
Runs open-source language models with serverless inference, batch processing, and GPU clusters.
32.7kActive2022 - #14

LLM StatsMCP · sign-in
Ranks and compares 300 AI models by intelligence, speed, price, and context window.
29.1kActive - #15

GreenPT
Provides AI chat, APIs, and specialized tools running on European renewable energy infrastructure with transparent energy tracking.
28kActiveFrom $5/mo2025 - #16

Arize
Observes agent behavior, evaluates performance with evals, and suggests improvements through automated debugging.
27.2kActiveFrom $50/mo - #17

Weights & Biases
Tracks machine learning experiments, manages models and datasets, and monitors AI applications in production.
21.2kActiveFree plan2017 - #18

GMI CloudMCP · sign-in
Runs AI model inference and agents on serverless or dedicated GPU infrastructure with automatic scaling.
19.7kActiveFrom $2.60 per use - #19

micro1
Supplies expert human training data, evaluations and reinforcement learning environments for labs training frontier AI models and agents.
15.4kActiveContact sales - #20

LiteLLM
Routes requests across 140+ LLM providers and 1800+ models through a single API gateway with cost optimization and access controls.
15.2kActiveOpen source2023 - #21

Lightning AI
Cloud platform from the PyTorch Lightning team for developing, training and serving AI models on GPUs.
14.1kActiveFrom $10/mo - #22

Braintrust
Observability platform that traces agent execution, evaluates outputs, and discovers production patterns to improve quality.
13.7kActiveFrom $249/mo2022 - #23

Liquid AI
Distributes small foundation models optimized to run on devices without sending data to servers.
11.3kActiveFrom $0.02 per use2023 - #24

Galileo
Captures groundtruth data, builds and auto-tunes evaluations, and distills them into production guardrails for AI agents and RAG systems.
9.8kActive - #25

Fireworks AI
Hosts open-weight language and image models for fast inference via API, with fine-tuning and dedicated GPU deployments.
8.7kActiveFrom $0.01 per use - #26

LangfuseMCP · open
Traces, evaluates, and monitors language model applications in production with observability and prompt management.
7.5kActiveFrom $29/mo - #27

Uniphore
Enterprise platform that prepares business data, fine-tunes domain-specific language models and runs agents that execute workflows across operations and customer service.
6.8kActive2008 - #28

HoneycombMCP · sign-in
Stores and queries distributed traces, logs and metrics in real time to debug production services, including LLM and agent calls.
6.5kActiveFrom $150/mo2016 - #29

Barndoor AI
Routes AI model and agent requests through access controls, data-loss prevention and audit logging before they reach the model.
6.5kActiveContact sales - #30

EdgeChatMCP · open
Runs one language model on your Mac for offline chat, slide decks, medical and legal lookups, and permission-gated web search.
6.1kActive - #31

Baseten
Deploys and serves AI models in production with optimized inference across cloud infrastructure.
5.9kActiveFree plan2019 - #32

Portkey
Routes requests to 1600 language models through a unified API with observability, guardrails, and prompt management.
5.9kActiveFrom $49/mo - #33

OpenLayer AgentsMCP · sign-in
Tests and monitors machine learning and LLM systems with configurable evaluations before release and tracing, cost and policy checks in production.
4.7kActiveFree plan2021 - #34

Supermemory MCPMCP · sign-in
Stores and retrieves long-term memory for AI agents through an API, indexing conversations and files and injecting relevant context into prompts.
4.6kActiveFrom $19/mo - #35

Maxim AI
Simulates, evaluates and monitors AI agents and LLM apps, with test datasets, automated and human evaluators, production tracing and an open-source gateway.
4.2kActiveFree plan - #36

Humanloop
Humanloop has joined Anthropic and is sunsetting its platform.
3.6kMaintainedFree plan - #37

Helicone
Routes, debugs, and analyzes LLM API calls with observability and monitoring.
2.7kActiveFrom $79/mo - #38

WhatLLM.org
Ranks and compares language models by quality benchmarks, pricing, and speed across providers.
2.5kActiveFree - #39

Patronus
Generates simulated digital environments and benchmarks for training and evaluating AI agents.
1.7kActiveContact sales - #40

Agent Forge
Provides decentralized GPU compute infrastructure and coordinates autonomous AI agents across a network.
1.1kActiveFrom $20/mo - #41

LLM Gateway ChatMCP · sign-in
Routes requests across 40 LLM providers through a unified API with cost tracking and automatic failover.
989ActiveFree plan - #42

Aleph Alpha
Develops specialized sovereign large language models for business-critical applications with customization and optimization services.
820Active2019 - #43

OmniRoute
Routes requests across 352 model providers through a single OpenAI-compatible endpoint, falling back automatically when a provider is unavailable or out of quota.
641Active - #44

All Innovativ
Generates web tools, QR codes, hosted pages, and runs language model applications in a browser.
559ActiveFrom $9.99/mo2023 - #45

LangWatch
Tests and evaluates AI agents through simulation, tracing, and scoring before production deployment.
452ActiveFrom ≈ $32/user/mo - #46

Cyfuture AI
Provides GPU infrastructure, model inference, fine-tuning, and AI applications including chatbots, voice agents, and RAG systems.
397ActiveFrom $0.60 per use2001 - #47

FastRouter.ai
Routes requests across 200+ LLMs through a single OpenAI-compatible API with intelligent failover and cost optimization.
319ActiveFrom $199/mo - #48

OminiGate
Routes requests to text, image, and video models from multiple providers through a single API endpoint.
298ActiveFrom $0.01 per use2025
250Every tool here, by name
- A4F
- Aeon AI Risk Management
- AfterImage
- Agent Field Kit
- Agent Forge
- AgentKernel
- AgentPrizm
- Agumbe LLM Gateway (and Console)
- AI Cost Gate
- AI Duel
- AI Latency Tracker
- AI Lattice
- AI Site Scorer
- AI Stats
- AI21
- AiverseWorld
- AIWave
- Aleph Alpha
- All Innovativ
- AmpleRun
- ApexApi
- Arena AI
- Arize
- ArkRoute
- ARL Protocol
- ASE(Auditome Sovereign Engine)
- ASR Memory
- ATOM
- Aurora Gateway
- Axion AI
- Barndoor AI
- Base Compute
- Baseten
- Benchable.ai
- BenchLeader
- BestLLMfor
- Bike4Mind
- Bodhi App
- bourdon
- Braintrust
- Cattus
- Chat LLM
- co/core
- Comperra
- Compute Screener
- Concurred AI
- Constellation
- CoralBricks
- Corbenic AI
- Corey James
- cortecs
- CostPerPrompt
- CueMap
- Cyfuture AI
- Decentralized AI Protocol/Launchpad
- Decionis
- Deep Variance
- Divinci AI
- Dryade
- EdgeChat
- EmpirioLabs AI
- EvoX Genesis
- Faro Index
- FastGPU
- FastRouter.ai
- Feegate
- Fileaify
- Fireworks AI
- flatkey.ai
- Flopex
- FloTorch
- Flowgen
- Flowtask
- ForgeOpus
- Fortaify
- Galileo
- GateCtr
- GMI Cloud
- gptbased
- GPU Cloud
- GPU Finder
- GPU 算力雷达
- gpu.fund
- GPUQuant
- GreenPT
- Gridlight
- Groundr
- Harashsuq
- Helicone
- Honeycomb
- Horus Tech Ltd
- Humanloop
- Hyperion
- Inferbase
- Inferencer
- Inferock
- Infinium
- jitllm
- KernelAI
- KeywordFish Radar
- KoalaFix
- KostAI
- Kourier
- LangChain
- Langfuse
- LangWatch
- Lekh AI
- LEO Soul by Kadropic Labs
- Leviathan Systems
- LiberaGPT
- Libra
- Lightning AI
- Linkrra
- Liquid AI
- LiteLLM
- Living Memory MCP
- LLM Broker
- LLM Gateway Chat
- LLM Price Calculator
- LLM Stats
- LM0
- Local AI Picks
- Loreguard
- Mage Lab
- MarsNMe
- MaxAPI
- Maxim AI
- MegaLLM
- memgram
- Memory Bridge
- micro1
- Mistral
- mlx-serve
- Mnexium
- Modal
- Model Price Watch
- Nadir
- Narev
- NeoSmith AI
- Nerra
- Neurogrid Community Cloud
- NezhaGate
- Nodegrove
- NoemaAI Launch
- NVIDIA
- Observyze
- Ocean
- Ocean Network
- OceanToken
- Ollama
- Ollama LLM Throughput Benchmark
- OminiGate
- OmniDev
- OmniRoute
- OmniRouter
- OneProvider
- Open GhostShell
- OpenAI
- OpenInfer
- OpenLayer Agents
- OpenMayhem
- OpenRouter
- Orchestration AI
- ORKCOM
- OutilsIA Local Cockpit
- Outlier
- Oxad.ai
- PandaProbe
- Paralleliq
- Patronus
- Paxs
- Phoenix Grove Systems™
- Pinstripes
- Plano
- Plurai
- Portkey
- Prompt Smartly AI
- Promptyx
- PunditBench
- RagMetrics
- Raintree Technology
- Rainwater Labs
- Rapha Protocol
- readygpu
- RedPill
- Regolo.ai
- RelayModels
- ReOpenly
- Replicate
- Retrace
- RootBrief
- ROUTOR
- RPCS-1 Agent Tuner
- Rubbletag
- RunInfra
- Ryuksaidso MVP
- SayGM
- Scalattice
- ScaledThought
- Scorecard
- SentinelGateway
- ServerSearcher
- ServGhost
- SKV Network
- Softprobe
- Splyntra
- StudioTV — Interactive Learning
- Suhas Bhairav
- Sunbird AI
- supercomputer
- Supermemory MCP
- Symbioza
- SynpixCloud
- Tensorant
- The Aggregate
- The Burritt Center
- The Multivac
- TheAIMeters
- Thinking Machines Lab
- Titen
- Together AI
- Tokely
- TokenZero
- Truefoundry
- TrustedRouter
- Tura
- Uniphore
- varCHAR
- VeritasLinks
- VideoRouter
- vpsudo
- VRAM Shield
- VRAMGlass
- wafer
- Warmth Engine Observatory
- Weights & Biases
- What LLM Can I Run
- WhatLLM.org
- WhichLLM
- Whisper
- WorldGate API
- XORD
- Your Own AI
- zenture
- zizka.ai
- ZOLIX Lite
- Zurelay
- Аренда GPU-серверов и видеокарт
- 株式会社イネブラ
- 面小帮
Download this shelf as CSVCC BY 4.0: reuse it freely with a link to INITE Atlas.What is rising and what changed
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.
How we read every tool → · By INITE Atlas Desk
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