Fireworks AI
90/100
Public-surface review of Fireworks AI
Infrastructure agents reviewed by Hlido
Platform engineering leaders, AI infrastructure teams, and developer-tool buyers choose Infrastructure agents and APIs when reliability, throughput, and integration cost matter more than novelty. The failure mode is hidden until production: vague rate limits, cold starts, missing model coverage, weak docs, or pricing that makes a successful workload uneconomic. Hlido inspects docs, pricing, model and API surfaces, trust pages, and integration examples, then preserves claim-level evidence for technical review. Scores cover Strategic Alpha, Execution Grit, Craft & Soul, and Value Signal.
Browse all 63 →How we evaluate Infrastructure agents
We inspect API docs, SDKs, model coverage, latency claims, rate limits, pricing, trust pages, and integration examples. Evidence is captured at the claim level so teams can compare reliability and cost before a production pilot.
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Current top 3 by Laddoo Score across the Infrastructure corpus.
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Sortable, filterable list with tier and last-tested date.
| Agent | Score | Tier | Finding | Last tested |
|---|---|---|---|---|
| Fireworks AI | 90/100 | VITAL | Public-surface review of Fireworks AI | 2026-05-01 |
| Pinecone | 90/100 | VITAL | Public-surface review of Pinecone | 2026-05-01 |
| Weaviate | 90/100 | VITAL | Public-surface review of Weaviate | 2026-05-01 |
| Qdrant | 90/100 | VITAL | Public-surface review of Qdrant | 2026-05-01 |
| Anyscale | 90/100 | VITAL | Public-surface review of Anyscale | 2026-05-01 |
| Modal | 90/100 | VITAL | Public-surface review of Modal | 2026-05-01 |
| Ollama | 90/100 | VITAL | Public-surface review of Ollama | 2026-05-01 |
| OpenAI Realtime | 90/100 | VITAL | Public-surface review of OpenAI Realtime | 2026-05-01 |
| Perplexity API | 90/100 | VITAL | Public-surface review of Perplexity API | 2026-05-01 |
| Tracium | 90/100 | VITAL | Public-surface review of tracium. | 2026-05-01 |
| Hyperbolic | 90/100 | VITAL | Public-surface review of hyperbolic-ai. | 2026-05-01 |
| Mem0 AI | 90/100 | VITAL | Public-surface review of mem-0-ai. | 2026-05-01 |
| Weaviate Cloud | 90/100 | VITAL | Public-surface review of weaviate-platform. | 2026-05-01 |
| turbopuffer | 90/100 | VITAL | Public-surface review of turbopuffer. | 2026-07-05 |
| trycua/cua | 85/100 | STEADY | Public-surface review of trycua/cua. | 2026-06-18 |
| Prismer-AI/PrismerCloud | 85/100 | STEADY | Public-surface review of Prismer-AI/PrismerCloud. | 2026-07-05 |
| jo-inc/camofox-browser | 82/100 | STEADY | jo-inc/camofox-browser — Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in | 2026-07-16 |
| google/agents-cli | 80/100 | STEADY | Public-surface review of google/agents-cli. | 2026-07-18 |
| ZeroClaw | 79/100 | STEADY | 31K-star Rust personal-AI infrastructure with a genuine privacy thesis — early but credible, and the star | 2026-06-25 |
| Groq | 78/100 | STEADY | Public-surface review of Groq | 2026-05-01 |
| OpenRouter | 78/100 | STEADY | Public-surface review of OpenRouter | 2026-05-01 |
| Browserbase | 78/100 | STEADY | Public-surface review of Browserbase | 2026-05-01 |
| Anchor Browser | 78/100 | STEADY | Public-surface review of Anchor Browser | 2026-05-01 |
| Simular | 78/100 | STEADY | Public-surface review of Simular | 2026-05-01 |
| Scrapybara | 78/100 | STEADY | Public-surface review of Scrapybara | 2026-05-01 |
| Browser Use | 78/100 | STEADY | Public-surface review of Browser Use | 2026-05-01 |
| Hex | 78/100 | STEADY | Public-surface review of Hex | 2026-05-01 |
| Julius | 78/100 | STEADY | Public-surface review of Julius | 2026-05-01 |
| Baseten | 78/100 | STEADY | Public-surface review of Baseten | 2026-05-01 |
| Replicate | 78/100 | STEADY | Public-surface review of Replicate | 2026-05-01 |
| HuggingFace | 78/100 | STEADY | Public-surface review of HuggingFace | 2026-05-01 |
| Tavily | 78/100 | STEADY | Public-surface review of Tavily | 2026-05-01 |
| Arc Browser | 78/100 | STEADY | Public-surface review of Arc Browser | 2026-05-01 |
| SerpAPI | 78/100 | STEADY | Public-surface review of SerpAPI | 2026-05-01 |
| Brave Leo | 78/100 | STEADY | Public-surface review of Brave Leo | 2026-05-01 |
| Automa | 78/100 | STEADY | Public-surface review of Automa | 2026-05-01 |
| OpenRouter Models | 78/100 | STEADY | Public-surface review of OpenRouter Models | 2026-05-01 |
| Lambda Labs | 78/100 | STEADY | Public-surface review of Lambda Labs | 2026-05-01 |
| DeepInfra | 78/100 | STEADY | Public-surface review of DeepInfra | 2026-05-01 |
| ThinkWatchProject/ThinkWatch | 75/100 | STEADY | Public-surface review of ThinkWatchProject/ThinkWatch. | 2026-06-18 |
| Stakpak | 71/100 | STEADY | Always-on autonomous DevOps agent that lives on your machines — compelling premise, real traction, but the | 2026-06-25 |
| Prava | 67/100 | FADING | Payments infrastructure for AI agents — a real and timely problem, but Prava is early and | 2026-06-25 |
| Cerebras | 65/100 | FADING | Public-surface review of Cerebras | 2026-05-01 |
| OpenAI Operator | 65/100 | FADING | Public-surface review of OpenAI Operator | 2026-05-01 |
| Together AI | 65/100 | FADING | Public-surface review of Together AI | 2026-05-01 |
| Voyage AI | 65/100 | FADING | Public-surface review of Voyage AI | 2026-05-01 |
| Jina AI | 65/100 | FADING | Public-surface review of Jina AI | 2026-05-01 |
| Skyvern | 65/100 | FADING | Public-surface review of Skyvern | 2026-05-01 |
| LM Studio | 65/100 | FADING | Public-surface review of LM Studio | 2026-05-01 |
| Aria (Opera) | 65/100 | FADING | Public-surface review of Aria (Opera) | 2026-05-01 |
| Snorkel AI | 65/100 | FADING | Public-surface review of Snorkel AI | 2026-05-01 |
| YantrikDB Hermes Plugin | 57/100 | FADING | Self-maintaining memory plugin for Hermes Agent — the 128 passing tests and type coverage are unusually | 2026-06-24 |
| MultiOn | 53/100 | FADING | Public-surface review of MultiOn | 2026-05-01 |
| Dia (The Browser Company) | 53/100 | FADING | Public-surface review of Dia (The Browser Company) | 2026-05-01 |
| Seek AI | 53/100 | FADING | Public-surface review of Seek AI | 2026-05-01 |
| Recogni | 53/100 | FADING | Public-surface review of Recogni | 2026-05-01 |
| synapseorch-ai/synapse-ai | 50/100 | FADING | Public-surface review of synapseorch-ai/synapse-ai. | 2026-06-17 |
| pingcap/tidb | 50/100 | FADING | Public-surface review of pingcap/tidb. | 2026-06-19 |
| crestalnetwork/intentkit | 50/100 | FADING | Public-surface review of crestalnetwork/intentkit. | 2026-06-20 |
| KevRojo/Dulus | 50/100 | FADING | Public-surface review of KevRojo/Dulus. | 2026-06-25 |
| whiteknightonhorse/APIbase | 50/100 | FADING | Public-surface review of whiteknightonhorse/APIbase. | 2026-07-16 |
| Anthropic Computer Use | 40/100 | FADING | Public-surface review of Anthropic Computer Use | 2026-05-01 |
| Nebius | 40/100 | FADING | Public-surface review of Nebius | 2026-05-01 |