20,670 servers from the official MCP Registry, GitHub, npm, PyPI, Docker, and Smithery. 14,035 are remote. 111 answered with a tool list. Official registry servers show an Official badge. They sit in this list with everyone else.
Glass-box statistical analysis for agents: 19 methods, cited findings, measured error rates.
4,441 pre-production checks: security, performance, scale, integrations, post-launch.
Security-first MCP server for PostgreSQL, SQLite, MySQL, DuckDB with SQL injection prevention.
Official MCP server for FastAlert, providing tools to list channels and send notifications.
AI-powered log analysis - parse, search, extract errors across 9+ formats
Caller-side T1/T2 heterogeneous validation MCP server. Stdlib-only Python.
Memory for coding conventions and standing instructions that persists across sessions.
CodeFundi MCP server for codebase mapping and blast-radius analysis.
MCP server for the AWS CLI. Read-only by default; single Go binary.
MCP server for the GitHub CLI (gh). Read-only by default; single Go binary.
MCP server for Amazon S3 and S3-compatible endpoints (LocalStack, MinIO). Single Go binary.
Explore Databasin data, run read-only queries, and manage your support tickets with secure sign-in.
Design transformer LLM architectures and report their parameters, FLOPs, memory and cost
Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains
FinishKit MCP: scan GitHub repos for security vulnerabilities, deployment blockers, and quality
US stock prices, COT, FRED macro, short interest and SEC data for AI assistants. Free: 12 months.
MCP tools: WCAG contrast, JP char/X-weight count, WebP convert, JSON-LD, llms.txt.
Bookmarks on a decision clock: 24 hours to decide, 30 days to watch, or keep. Never deletes.
Read-only MCP server for browser bookmarks: Chrome, Safari, Firefox, and read-later exports.
Delegate bulk code edits to a cheap worker model. Gated, atomic. PHP and Python.
Schema-aware relational test data generator with working foreign keys, for any MCP client.
Agent wallet with limits: pays x402/MPP on Base, Solana, Tempo, XRPL and Algorand; phone approval.
Paper-backed quant trading methods and a deterministic, no-LLM decision helper for serious traders.
Search the Claude Code Ultimate Guide and machine-readable references from any MCP client.
Symbol-level npm dependency analysis: scan verdicts, native alternatives, migration prompts.
Preview environments on your self-hosted Spawner server: a copy of your app for each git branch
Enrich any UK business with Companies House, Google Places, DNS, and social data.
Source-provenanced US federal healthcare provider data over MCP, with 14-tuple provenance.
Food data tools for any AI agent. Describe food in English, get structured data back.
Associative memory via Hebbian learning. Connections strengthen through use, decay through disuse.
Local, privacy-preserving PII toolkit over MCP — shape to the model, substance stays local.
Branded talent docs: assessment reports, profiles, shortlists & proposals in DOCX/PPTX/PDF/Excel
Unified MCP server for Midnight blockchain development and Next.js dApps.
上海图书馆开放数据检索 MCP:纪年/家谱/建筑/红色事件/99 个 webapi + 搜韵诗词,支持 stdio 与 HTTP。
Build, solve, and analyze RASON optimization, simulation, data science, and decision models
Control Firefox browsers (Floorp, LibreWolf, Zen, Firefox) from any MCP client.