MCP
Tools — MCP
10 articlesLarge MCP Inputs Need an Artifact Boundary
The right lesson is not a token-saving trick. It is an MCP interface pattern: upload large files out of band, validate them server-side, and pass only an artifact ID through the model.
office-oxide-mcp for Local Office/PDF Operations
office-oxide-mcp is worth rescuing as a Claude Code and Codex workflow piece when the focus shifts from Rust speed claims to local document operations with file-scope controls.
Use budget-aware-mcp as a Codex Context Gate
The useful story is not a benchmark headline. It is a local MCP server that helps Codex choose source files before spending context on full reads.
Read Stacklit Before Your Agent Reads Files
Stacklit is worth saving as a tool review when the article explains the generated index, MCP surface, freshness contract, and adoption boundary.
OpenAPI-to-MCP Without Tool Sprawl
Agentify can turn OpenAPI into runnable MCP code and agent-facing files. The real adoption rule is narrower: parse first, generate a small surface, inspect handlers, prune risky endpoints, and test one safe tool.
vibe4g 위클리 구독
엄선한 바이브코딩 인사이트를 매주 목요일에 보내드립니다.
스팸 없음. 언제든 구독 해지.
Ground Claude Code Cloudflare Answers with cf-docs-mcp
cf-docs-mcp gives Claude Code and other MCP clients searchable Cloudflare developer docs with source URLs, glossary matches, HyDE-enriched chunks, and deployment instructions. The useful article is a boundary guide: when to use the public endpoint, when to self-host, and how to test answer grounding.
Add Licensed Wolfram Checks to Claude Code with mma-mcp
mma-mcp gives Claude Code and other MCP clients a path to symbolic math, numerical analysis, and visualization through a local Wolfram kernel. The useful story is the first run: license ownership, stdio config, harmless expressions, blocked operations, source-visible logs, and HTTP restraint.