Create Mcp Server
Scaffold a lean, best-practice MCP server that passes the quality checks by construction, with tests, CI and docs built in.
Mcp Load Lab
Load and latency harness for Model Context Protocol (MCP) servers. Drives real tools/call traffic at configurable concurrency, measures latency percentiles and throughput, and fails CI when a server misses its performance budget. Stdlib-first, zero required dependencies for stdio.
Mcp Replay
mcp-replay records a real MCP session once, then replays it against your next server build to catch behaviour that changed even when the tool schema did not.
Mcp Fuzz
mcp-fuzz is a stdlib-only Python robustness harness for AAIF that throws 17 malformed and adversarial JSON-RPC cases at an MCP server over stdio and grades it A to F on crash resistance, responsiveness, error correctness, and envelope hygiene, with a liveness probe after every case so any crash or hang is caught.
Mcp Server Audit A Static Security And Hygiene Audit CLI For MCP Servers
A CI-friendly open-source CLI that statically audits MCP servers before they are wired into AI agents. It flags tool poisoning, hidden Unicode payloads, misleading annotations, and lax schemas, without ever invoking a tool, and reports findings by severity for pipeline gating.
Mcp Beyond Tools
A reference MCP server demonstrating correct use of all three primitives: tools, resources, and prompts. Companion to the AAIF blog "The Unknowns of MCP
Mcp Tool Catalog
Generate human-readable Markdown or HTML docs for any MCP server's tools.
Mcp Context Budget
Measure and grade (A to F) the context-token cost of an MCP server's tool surface, with CI gates to stop it bloating.