{"id":"aipotheosis-labs-aci","name":"aci","af_score":47.0,"security_score":64.5,"reliability_score":33.8,"what_it_does":"ACI.dev is an open-source platform for unifying “tool-calling” in agentic IDEs/custom agents. It provides multi-tenant authentication, dynamic tool discovery, and intent/natural-language permission boundaries, exposed either via a unified MCP server (in a separate repo) and/or through SDKs (Python/TypeScript).","best_when":"You want a single MCP/SDK layer to connect an LLM agent to many SaaS/tools with centralized OAuth/secrets and fine-grained permissions.","avoid_when":"You only need a small number of direct tool integrations and prefer simplest possible auth/API surface over a multi-tenant platform.","last_evaluated":"2026-03-29T14:59:26.226909+00:00","has_mcp":true,"has_api":false,"auth_methods":["Multi-tenant OAuth flows","Secrets management for integrations"],"has_free_tier":false,"known_gotchas":["MCP server details appear to be provided in a separate repository (aci-mcp), so integration behavior may differ from the main platform repo’s documentation.","Tool discovery/dynamic tool selection can lead to non-deterministic tool lists unless the agent is constrained with explicit permissions or tool sets.","Natural-language permission boundaries may require careful prompt/permission configuration to avoid overly broad or overly restrictive actions."],"error_quality":0.0}