LLM operations tools with a free plan
The INITE Atlas lists 101. By use, the list opens with OpenRouter, AI21, LangChain, Mistral and Modal.
The pricing page names a free plan, the product is free, or it is open source. Read off the vendor's own page, with the date.
Where each one says so
Ranked by use
Figure and bar: visits/mo, estimate · year: online since
- #3

OpenRouter
Routes API requests to 500 language models across 80 providers through a unified interface.
224kActiveFrom $5.50/mo2023 - #4

AI21
Routes requests between open-source and frontier models to reduce token costs while maintaining quality.
103kActiveFrom $0.20 per use2017 - #5

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

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

Modal
Runs inference, training, and batch processing workloads on GPUs with instant autoscaling and sub-second cold starts.
52.1kActiveFrom $0/mo - #10

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 - #13

LLM Stats
Ranks and compares 300 AI models by intelligence, speed, price, and context window.
29.1kActiveFree - #14

GreenPT
Provides AI chat, APIs, and specialized tools running on European renewable energy infrastructure with transparent energy tracking.
28kActiveFrom ≈ $5.06/mo2025 - #16

Weights & Biases
Tracks machine learning experiments, manages models and datasets, and monitors AI applications in production.
21.2kActiveFrom $60/mo2017 - #19

LiteLLM
Routes requests across 140+ LLM providers and 1800+ models through a single API gateway with cost optimization and access controls.
15.2kActiveFree plan2023 - #20

Lightning AI
Cloud platform from the PyTorch Lightning team for developing, training and serving AI models on GPUs.
14.1kActiveFree plan - #21

Braintrust
Observability platform that traces agent execution, evaluates outputs, and discovers production patterns to improve quality.
13.7kActiveFrom $249/mo2022 - #22

Liquid AI
Distributes small foundation models optimized to run on devices without sending data to servers.
11.3kActiveFree plan2023 - #24

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 - #25

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

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

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 - #30

Baseten
Deploys and serves AI models in production with optimized inference across cloud infrastructure.
5.9kActiveFree plan2019 - #31

Portkey
Routes requests to 1600 language models through a unified API with observability, guardrails, and prompt management.
5.9kActiveFrom $49/mo - #32

OpenLayer Agents
Tests and monitors machine learning and LLM systems with configurable evaluations before release and tracing, cost and policy checks in production.
4.7kActiveFree plan2021 - #33

Supermemory MCP
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 - #34

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 - #35

Humanloop
Humanloop has joined Anthropic and is sunsetting its platform.
3.6kMaintainedFree plan - #36

Helicone
Routes, debugs, and analyzes LLM API calls with observability and monitoring.
2.7kActiveFrom $79/mo - #37

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

Agent Forge
Provides decentralized GPU compute infrastructure and coordinates autonomous AI agents across a network.
1.1kActiveFrom $20/mo - #40

LLM Gateway Chat
Routes requests across 40 LLM providers through a unified API with cost tracking and automatic failover.
989ActiveFrom $5 per use - #43

LangWatch
Tests and evaluates AI agents through simulation, tracing, and scoring before production deployment.
452ActiveFrom ≈ $33/user/mo - #45

FastRouter.ai
Routes requests across 200+ LLMs through a single OpenAI-compatible API with intelligent failover and cost optimization.
319ActiveFrom $199/mo - #49

Regolo.ai
Serves OpenAI-compatible language models from EU data centers with zero data retention.
162ActiveFrom ≈ $44/mo - #51

Ollama LLM Throughput Benchmark
Benchmarks language model throughput across different hardware and configurations.
141ActiveOpen source - #55

AiverseWorld
Discovers, compares, and evaluates AI tools with prompt utilities and cost calculators.
109ActiveFrom $7/mo - #58

Inferencer
Runs and inspects large language models locally with token-level control and distributed inference.
77ActiveFrom $9.99/mo - #60

Flowtask
Structures Slack, email, and docs into executable task memory for AI agents and teams.
71From ≈ $5.28/mo2024 - #61

gpu.fund
Compares live GPU rental prices across cloud providers and tracks price changes over time.
54ActiveFree - #64

flatkey.ai
Routes requests across 100+ AI models and 1000+ tools through a single API key and unified billing.
38ActiveFrom $10/mo - #66

Chat LLM
Access 395 AI language models including GPT, Claude, and Gemini through a free web chat interface.
37ActiveFrom $5/mo2024 - #67

A4F
Routes requests to hundreds of language models through a single API with automatic provider failover.
35ActiveFrom $25/mo - #68

RedPill
Routes AI inference requests through verified trusted execution environments with encrypted paths and cryptographic proofs.
32ActiveFrom $0.01 per use - #69

CostPerPrompt
Displays current pricing for 313 language models across vendors and calculates monthly API costs.
32ActiveFree - #72

Plurai
Generates test scenarios and evaluates AI agents against policy violations and edge cases in production.
29ActiveFrom $0.15 per use - #74

Plano
Routes prompts and orchestrates agents with observability, guardrails, and model selection.
26ActiveOpen source - #75

Benchable.ai
Benchmarks and compares large language models on cost, speed, and accuracy for your specific tasks.
26Active - #77

Paralleliq
Identifies idle GPU capacity and tier mismatches in inference fleets to reduce cost per token without touching production.
24ActiveFree plan - #80

NoemaAI Launch
Runs language models locally on Apple devices with file search and tool integration, syncing across Mac, iPhone, iPad and Vision Pro.
20ActiveFree - #84

memgram
Stores and retrieves contextual memory for AI agents across conversations with inspection and governance.
18From $29/mo - #85

Septor Labs
Routes requests across language models, embeddings, and agents through a single OpenAI-compatible endpoint with caching and observability.
17ActiveFrom $14/mo2025 - #87

Cattus
Routes prompts to multiple AI models and aggregates responses in one interface.
16MaintainedFrom ≈ $18/mo
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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