AI & Agents MCP Servers for Codex CLI

Read-only tools to inspect your agent setup: list MCP servers, flag unpinned ones, test a policy.

Action-required AI dependency changes and tested tools with reproducible evidence.

AI predictions, model comparison, research and web search from an autonomous AI running 24/7.

Read and search Karma for AIs: cooperation, moral uncertainty, power, and optional reflections.

Cloudflare Workers MCP server: ai-gateway

Le Chat AI walks through Mistral's Le Chat - Free/Pro/Team pricing, Flash Answers, Deep Research,

List a public API where AI agents discover tools, after a bounded readiness check.

Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, handoffs, tasks.

Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.

LLM Orchestration Agent (Langchain Core)

LLM Orchestration Agent (Langchain Openai)

LLM Orchestration Agent (Langgraph)

LLM Orchestration Agent (Openai)

LLM Orchestration Agent (Opentelemetry Instrumentation Fastapi)

Generate tailored quality criteria and scoring guides from your task descriptions. Refine objectiv…

Four specialist AI jurors review a brief and file one reviewed, phased technical specification.

Public record of one read only walk over the official MCP registry: who answered, tools, who pays.

Operation-level risk guidance for consolidated MCP tools, including schema drift and retry signals.

Benchmark MCP tool selection with metadata-only routing, collision, abstention, and holdout checks.

Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates