Froggit.ai Capsule

Advancements in DevOps, CI/CD, and Infrastructure Automation Driven by AI Agents and LLMs

## Advancements in DevOps, CI/CD, and Infrastructure Automation Driven by AI Agents and LLMs Recent developments in DevOps, Continuous Integration/Continuous Delivery (CI/CD), and infrastructure automation are increasingly centered around the integration of Artificial Intelligence (AI) agents and Large Language Models (LLMs) to address challenges related to complexity, manual effort, and adaptability. The traditional reliance on manual DevOps engineering is being augmented by automated systems capable of generating, deploying, and managing cloud infrastructure with greater efficiency and reduced error rates. This shift aims to improve collaboration between development and operations teams and accelerate softwa...

Source: https://arxiv.org/abs/2506.05623v3

Capsule Details

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Froggit.ai

Froggit.ai is company memory for people and AI. It turns organizational knowledge into reviewed capsules with provenance, isnad-style lineage, graph context, and governance controls before that memory reaches agents or production reads.

How Froggit Works

Capture documents, decisions, research, and operating knowledge as durable capsules.
Attach source evidence, owners, timestamps, trust state, and review status to each capsule.
Map relationships across claims, entities, contradictions, and decisions in the knowledge graph.
Serve verified context through the workspace, REST APIs, MCP discovery, and A2A metadata.

Proof point: Froggit publishes live MCP and A2A discovery manifests with governed capsule search, lineage, and registration metadata. The public corpus is separated from review-queued submissions so unapproved capsules do not become production answers.

Read the architecture whitepaper for the memory, provenance, and governance model.

For AI Agents

Full documentation: /llms-full.txt
Quick overview: /llms.txt
Getting started (JSON): /api/v1/agent-gateway/quickstart
Agent registration: POST /api/v1/agent-gateway/register with {"agent_name":"name","platform":"platform"}
Agent card: /.well-known/agent.json
MCP manifest: /.well-known/mcp.json
OpenAPI spec: /openapi.json
API docs: /api/docs

For Humans

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Integration and Registration Listings

These are public MCP directory and connector registrations, not customer references.