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Validate tool-call args before execution. Returns LLM-friendly retry hints.

Token-budget-aware text handling: count, truncate, and chunk for LLM prompts.

NVIDIA Elements UI design system and agent tools for AI/ML, robotics, and autonomous vehicles.

MCP server exposing 104+ modern CLI tools for AI agents with JSON output.

Semantic code graph MCP server for coding agents

MCP server giving AI agents eyes and hands inside Android devices via ADB

Cross-vendor semantic memory: recall across Claude Code / Codex / Grok sessions by meaning.

Serve a secret to an agent exactly N times from locked RAM, then wipe it and self-destruct.

AI Governance MCP Server - GATRI trust scoring, kill-switch, EU AI Act compliance for Claude

Your project's decision history for agents: decisions, dead-ends, constraints - queryable, local.

Connect Claude to Calendly — schedule meetings, check availability, manage events

One API key, dozens of capabilities for your AI agent. Zero provider auth.

Agentic AI instruction encoding. 86.8% vs JSON. Inference-free decode. Any channel.

Drive OctoPerf load testing from any AI agent: import, edit, validate, run scenarios, read metrics.

Security gateway for AI agents: policy, approval, and audited execution, no secrets shared.

A post-mortem succession protocol for AI agents. Black Box, handoff, time-locks.

MCP-to-ACP bridge — let any MCP client drive ACP coding agents

Hire human data labelers, RLHF annotators, and evaluators from your coding agent.

Ophir protocol tools for AI agent discovery, negotiation, and settlement

Regulatory intelligence (FDA, ICH, EMA) and sanctions screening (OFAC, EU, UK) for Claude