AI & Agents MCP servers

Multi-agent billing and cost allocation tracking

Traces which neurons and attention heads drive a language model's output via MCP tools.

In-memory concurrency leaky-bucket and fair semaphore guard protecting downstream LLM APIs from rate

MEOK AI Labs - bft-governance MCP server extracted from SOV3

Inject, parse, and strip [N] citation markers in RAG outputs.

Record and replay AI agent execution for debugging

Independent, reproducible benchmark harness for agent-memory backends.

Token entropy and n-gram perplexity analyzer auditing LLM outputs for degenerate repetition loops an

MEOK AI Labs - ai-reflection MCP server extracted from SOV3

Context window token analysis and budget management

AI agent observability with deterministic record/replay for debugging agent failures.

Safe zero-dependency Jinja-like prompt template parser and renderer supporting for-loops, if-conditi

Proofof Ai MCP Server by MEOK AI Labs

Hard scope boundaries to prevent AI agent drift

Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.

Agent conversation state snapshotting and time-travel rollback engine pruning divergent hallucinatio

AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic ana...

MCP server discovery, indexing, and registration

Multi-model LLM token cost budget ledger and burn rate forecaster enforcing spending limits and earl

Tri-state circuit breaker router managing LLM provider failure cascades, sliding error windows, and

Ai Gateway MCP Server by MEOK AI Labs

Maximal Marginal Relevance (MMR) exemplar selector optimizing semantic relevance and diversity for L

Semantic boundary preserving text chunker maintaining markdown headers, code fences, and paragraphs

Inspect OpenAPI 3.0 specs and synthesize schema-compliant Model Context Protocol tool declarations w

Full jitter exponential backoff retry scheduling and half-open circuit breaker for LLM APIs

Adaptive multi-tier TPM/RPM rate limiter with smooth leaky bucket queuing and burst wait estimation

Voice pipeline timestamp telemetry profiler and percentile latency calculator

Arbitrate conversational interruptions with echo rules and playback truncation estimation