LLM operations tools with an API
The INITE Atlas lists 120. By use, the list opens with OpenRouter, AI21, Mistral, Modal and Truefoundry.
The homepage shows an API or an SDK: it can be called from code.
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 - #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 - #11

Replicate
Runs and fine-tunes machine learning models through an API with a single line of code.
37kActiveFrom $0.00 per use - #12

Together AI
Runs open-source language models with serverless inference, batch processing, and GPU clusters.
32.7kActive2022 - #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 - #17

GMI Cloud
Runs AI model inference and agents on serverless or dedicated GPU infrastructure with automatic scaling.
19.7kActiveFrom $2 per use - #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 - #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 - #28

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

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 - #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 - #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 - #41

Aleph Alpha
Develops specialized sovereign large language models for business-critical applications with customization and optimization services.
820Active2019 - #42

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

Cyfuture AI
Provides GPU infrastructure, model inference, fine-tuning, and AI applications including chatbots, voice agents, and RAG systems.
397ActiveFrom $0.60 per use2001 - #45

FastRouter.ai
Routes requests across 200+ LLMs through a single OpenAI-compatible API with intelligent failover and cost optimization.
319ActiveFrom $199/mo - #46

OminiGate
Routes requests to text, image, and video models from multiple providers through a single API endpoint.
298ActiveFrom $0.01 per use2025 - #47

wafer
Optimizes language model inference serving for lower latency and higher throughput.
224Active - #48

MegaLLM
Routes requests across 70 language models, automatically selecting the cheapest and fastest provider.
167Active - #49

Regolo.ai
Serves OpenAI-compatible language models from EU data centers with zero data retention.
162ActiveFrom ≈ $44/mo - #53

EvoX Genesis
GPU-accelerated runtime for self-evolving agents, models, and workflows with evolutionary algorithms.
132Active - #56

AI Stats
Routes requests across AI model providers through a unified OpenAI-compatible API gateway.
97ActiveFrom $1 per use - #57

GPU FinderMCP · open
Compares on-demand and spot cloud GPU prices, egress fees and stock levels across 31 providers for hourly-refreshed searches.
83Active - #63

EmpirioLabs AIMCP · sign-in
Hosts open-source models on its own GPUs and serves proprietary model endpoints through a chat and API interface.
46ActiveFrom $19.90/mo2025 - #64

flatkey.ai
Routes requests across 100+ AI models and 1000+ tools through a single API key and unified billing.
38ActiveFrom $10/mo - #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 - #70

Sunbird AIMCP · sign-in
Open-source conversational language model and speech API for African languages, plus satellite site-finding for solar mini-grids.
32Active2019 - #71

Nerra
Builds a shared memory layer from your company tools and serves it to AI agents over MCP.
31Active2024 - #74

Plano
Routes prompts and orchestrates agents with observability, guardrails, and model selection.
26ActiveOpen source - #76

ApexApi
Routes requests to 130 AI models through a single API key and OpenAI-compatible endpoint.
24ActiveFrom $10 per use - #78

Phoenix Grove Systems™
Provides access to open-source language models with privacy-first architecture and persistent memory across conversations.
22Active - #79

CoralBricks
Serves open-source language models through an OpenAI-compatible API optimized for coding and research agents.
22Active - #82

TrustedRouter
Routes requests across AI model providers through one OpenAI-compatible API with verifiable privacy and no prompt logging.
19ActiveFrom $5.50 per use - #83

FloTorch
Routes requests across multiple LLMs and manages RAG pipelines with observability and caching for enterprise deployments.
18Maintained - #84

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