deadends.dev
@dbwls99706
关于 deadends.dev
Structured failure knowledge infrastructure for AI agents — dead ends, workarounds, and error transition graphs.
基本信息
配置
使用下面的配置,将此服务器添加到你的 MCP 客户端。
{
"mcpServers": {
"deadend": {
"command": "npx",
"args": [
"-y",
"@smithery/cli@latest",
"run",
"deadend/deadends-dev"
]
}
}
}工具
未检测到工具
工具是从 README 中自动提取的。维护者可以在 ## Tools 标题下列出工具,即可填充这部分内容。
概览
What is deadends.dev?
deadends.dev is a deterministic, country-scoped knowledge base that stops AI agents from repeating known failures in code and the real world. It covers 2,089 code error entries across 51 domains and 250+ country-scoped dead ends across 52 countries, including visa rules, legal red lines, cultural taboos, and emergency numbers.
How to use deadends.dev?
Install via pip (pip install deadends-dev) and run deadends "error message" from the command line. Alternatively, integrate as an MCP server for Claude Desktop, Cursor, or Antigravity (remote HTTP) via configuration files or Smithery. Use the Python SDK with lookup, batch_lookup, and search functions for programmatic access.
Key features of deadends.dev
- 90% Precision@1 and 0.935 MRR benchmark
- 2,204 canon entries across 54 domains and 39+ countries
- 11 MCP tools:
lookup_error,get_error_detail,batch_lookup, etc. - Deterministic, sub-millisecond local regex matching (no API roundtrip)
- Community-validated success rates that feed back into data
- Primary-sourced country canons citing government sites and embassies
Use cases of deadends.dev
- AI agent avoids known-failed code fixes (e.g., CUDA OOM,
ModuleNotFoundError) - Agent skips incorrect country-specific advice (e.g., tipping in Japan, public affection in UAE)
- Agent handles error chains (e.g., error A leads to error B 78% of the time)
- Agent checks visa rules, legal red lines, and cultural taboos by country
- Agent queries emergency numbers, driving norms, and food safety per jurisdiction
FAQ from deadends.dev
What makes deadends.dev different from asking an LLM directly?
It is deterministic (same query, same answer, no hallucination), country-scoped (ID format includes country code), primary-sourced, community-validated, and sub-millisecond local matching.
How do I install and run deadends.dev?
Run pip install deadends-dev then deadends "error message" on the command line. For MCP integration, add the server config to ~/.claude/claude_desktop_config.json or install via Smithery.
Are there any limitations?
Not all errors are covered; missing cases can be added via issues/PRs or report_outcome. The system prioritizes practical workarounds over deep explanations. High-risk changes should be cross-verified with official documentation.
How do I resolve an "Unauthorized" error when using the MCP server?
Ensure you are using only one mode (local or remote), check that cwd in the config points to the actual path, test the local server directly, and if using Smithery, reinstall the server. Restart Claude Desktop afterwards.
What API endpoints are available?
Endpoints include /api/v1/match.json, /api/v1/index.json, per-country JSON, stats, NDJSON streaming, and OpenAPI 3.1 spec. All are accessible via the public API at deadends.dev.
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