AI & ML MCP Servers

Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.

Apollo->Salesforce Lead mapper. No LLM. Strict-fail required fields. PASS/REPAIR/FAIL verdict.

Benchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models.

Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation

Free context-engineering audits for AI agents. BYOK Anthropic key. Top-3 findings per scan.

Sovereign E2E cloud storage for AI agents. Zero-knowledge, RGPD-compliant.

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

Financial reasoning infrastructure for AI agents: typed models, deterministic compilation, receipts

Live stock, crypto, SEC filings, FX and macro data for LLM agents. No API keys.

Analyze code quality, security issues, and coverage across repositories

Event-sourced world model for multi-LLM agents: propose, validate, and read a shared state.

Persistent memory for AI agents with OAuth-backed hosted MCP access.

AI LLM with Gemini, MiniMax, Replicate, OpenRouter. Vision, search, code review. USDC on Base.

Cross-exchange arbitrage opportunities and funding rate signals

Build zero-shot video models for object detection, and category and attribute classification.

Screenshot any URL/HTML as PNG/JPEG/WebP, or read it as clean Markdown/text for LLMs.

Fleet orchestration for AI agents: fan tasks out to cheap parallel workers on your own LLM key.

Your product team's shared strategic memory — an MCP server your AI tools reason over.

130+ QA & dev tools for AI agents: prompt injection, RAG testing, VLM eval, guardrails. Free.

Shared memory for a team in Claude Code: what one person records, everyone has.

Prompt injection + PII detection for LLM apps and agent pipelines. Deterministic, sub-25ms.

Submit a dilemma for blind community verdict with reasoning to improve low confidence

PII scanning and redaction receipts for LLM traces and tool payloads.

Persistent memory for AI agents. Semantic recall by meaning, not just keywords. No signup needed.