AI agent observability with deterministic record/replay for debugging agent failures.
Free
35 servers across ai & agents, security & testing, memory & knowledge, research, marketing, seo & social, finance & commerce, design & media, developer tools & repos, analytics & monitoring, learning & documentation, authentication & identity and sales & crm. The largest is Agent Observability.
AI & Agents · Security & Testing · Memory & Knowledge · Research · Marketing, SEO & Social · Finance & Commerce · Design & Media · Developer Tools & Repos · Analytics & Monitoring · Learning & Documentation · Authentication & Identity · Sales & CRM
35
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12 categories
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35 of 35
security-scanned
servers with a scan grade
35 MCP servers, most downloaded first. 35 of 35 are free to start.
Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.
Free
Security scanner for third-party AI agent-skill files (SKILL.md, hooks, scripts) via MCP.
Free
Independent, reproducible benchmark harness for agent-memory backends.
Free
BYOK Reddit/YouTube research CLI with a tamper-evident audit log and an MCP server.
Free
Zero-config SEO and GEO checker: 21 technical-SEO and generative-engine checks for a live site.
Free
Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks.
Free
Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools.
Free
Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.
Free
Evaluates whether an AI agent is safe to operate internal web apps via an MCP run_suite tool.
Free
Wraps the ContinuityGuard CLI as a single generic MCP tool for video-clip continuity scans.
Free
Wraps the WorkspaceGuard CLI as a single generic MCP tool for workspace usage checks.
Free
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0 of 35 use OAuth
The rest either hold an API key issued by the publisher or ask for nothing.
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