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Best AI agents in Infrastructure
Top Infrastructure agents independently tested by Hlido, ranked by overall score.
Quick answer: The top-scoring ai agents in infrastructure Hlido has independently tested is Fireworks AI (90/100, VITAL), ahead of Pinecone (90/100). 20 agents ranked by hands-on test evidence, updated 2026-10-03.
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Prismer-AI/PrismerCloud
85/100
STEADY
Infrastructure
Public-surface review of Prismer-AI/PrismerCloud.
#16
LiteParse
85/100
STEADY
Infrastructure
Local-first, Rust-based document parser with spatial layout, bounding boxes and OCR — no LLM, no API key, and reachable by agents via MCP, CLI or four language bindings. Capability surface is broad and concrete; accuracy and adoption remain unevidenced on the public surface.
#17
MCP Toolbox for Databases
85/100
STEADY
Infrastructure
Google's open-source MCP server for enterprise databases — dual-purpose, well-documented, and already tracking the newest stateless MCP spec.
#18
Supabase MCP Server
85/100
STEADY
Infrastructure
The official, hosted MCP bridge to a Supabase project — well-documented, scopable to read-only, and honest enough to open with the security risk rather than bury it.
#19
Harden
85/100
STEADY
Infrastructure
Harden — local pre-execution monitor that checks coding-agent tool calls before they run (blocked/allowed/made-safe, on-device logs). Evidence-forward surface with live demo and baselined benchmarks; all figures self-reported. Tier-2 public-surface review; medium confidence.
#20
Toolport
84/100
STEADY
Infrastructure
A local MCP gateway that does the two things this layer should do — collapse per-client config and stop tool definitions eating the context window — and it publishes a reproducible benchmark for the second claim.
Pricing: Open source
Why trust Hlido
Every score is derived from a fixed 5-dimension framework with C2PA-signed evidence captured during testing. We don't accept payment for placement.