Models, memory and agent tooling. Ranked by whether they actually work: we connect to each one and publish what happens.
4,725 servers in AI & Agents
In-memory concurrency leaky-bucket and fair semaphore guard protecting downstream LLM APIs from rate
Authenticated async Sonnet 5 Agent agent with status polling and artifact results.
Inject, parse, and strip [N] citation markers in RAG outputs.
Record and replay AI agent execution for debugging
Fleet model-deprecation migration: per-agent equivalence-gated cutover convoy; failures held.
Premium agentic endpoint for app-store-builder-mcp.
Independent, reproducible benchmark harness for agent-memory backends.
Self-hosted persistent sequential thinking with private history and MCP App visualization.
IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.
Token entropy and n-gram perplexity analyzer auditing LLM outputs for degenerate repetition loops an
Context window token analysis and budget management
Structured Output MCP Traced Agent
Premium agentic endpoint for algorithmic-bias-scrubber-mcp.
AI agent observability with deterministic record/replay for debugging agent failures.
Signed verdict receipts recovering a fleet's gatekeeper category, plus appeal packets.
Safe zero-dependency Jinja-like prompt template parser and renderer supporting for-loops, if-conditi
Hard scope boundaries to prevent AI agent drift
Authenticated MCP Agent
Premium agentic endpoint for agent-slashing-protocol-mcp.
Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.
Real MCP handshake witness graded per-client, signed expiring receipt.
Agent conversation state snapshotting and time-travel rollback engine pruning divergent hallucinatio
MCP server discovery, indexing, and registration
Authenticated MCP Traced Agent
Premium agentic endpoint for agent-council-voting-mcp.
Read bots, logs, analytics, conversations, messages, tables and files in Botpress.
Cloudflare Worker for read-only recall of cambium knowledge. MCP 2026-07-28, dual-era.
Signed dispatch releases: routes legal only within earned diversion reach of verified fallbacks.
Multi-model LLM token cost budget ledger and burn rate forecaster enforcing spending limits and earl