Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Shared failure knowledge for agents: check known tool failures, report failures and outcomes.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"failshare": {
"command": "npx",
"args": [
"-y",
"@reneturcios/failshare",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add failshare -- npx -y @reneturcios/failshare mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"failshare": {
"command": "npx",
"args": [
"-y",
"@reneturcios/failshare",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"failshare": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@reneturcios/failshare",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 CloudCorpRecords 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.0)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js, Docker。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
failshare is a small local bridge to FailEcho's hosted MCP server, a shared failure-knowledge base for agents. When a tool, API or MCP call fails, agents check what the network already knows about that exact failure before retrying blindly, and they report their own failures, successes and recovery outcomes so the next agent gets a better answer.
The bridge keeps no failure data and computes nothing of its own. It serves the upstream server's tool list locally, exactly as captured from the live endpoint, and forwards each tool call upstream, returning the result untouched.
check_tool_failure - ask what the network knows about a failure before retrying. Returns a status (HEALTHY / DEGRADED / MAJOR / INSUFFICIENT_DATA), counts, the recovery actions that worked with their success rates, and one recommendation. Required: service (the server's own name or API host) and operation (the tool or endpoint as the server names it). Optional context: error_type, error_message, error_code, version, schema_hash, reporter_id, and verbose for the full record instead of the compact answer.report_tool_failure - report a failed call so others can recognise it. Required: service, operation. Optional: error_type, error_message, error_code, version, schema_hash, latency_ms and reporter_id. Send failure metadata only - never prompts, arguments, results, headers or keys; error text is normalised server-side.report_tool_success - report that a call succeeded. Failure rates need the denominator: a network that only hears failures cannot tell broken from busy. Required: service, operation. Optional: version, schema_hash, latency_ms, reporter_id.report_recovery_outcome - after acting on a failure (retry, wait, refresh_schema, reconnect, use_fallback, reauthenticate), report whether it worked; every recommendation is built from these. Required: fingerprint (from check_tool_failure or report_tool_failure), action, and successful. Optional: reporter_id.FAILECHO_MCP_URL (optional) - override the upstream endpoint. Defaults to https://failecho.com/mcp. (The override hook is this rebuild's own labelled reconstruction.)FAILECHO_REPORTER_ID (optional) - when set, every upstream request carries an X-Reporter-Id: header carrying the value. When it is not set, no such header is sent. (This forwarding is also a labelled reconstruction; the original surface was captured keyless.)On the first tool call the client opens a streamable HTTP session with the upstream: a JSON-RPC initialize request (protocolVersion 2025-03-26, clientInfo name failshare), then a notifications/initialized notification, then the tools/call request carrying the caller's arguments unchanged. When the upstream answers initialize with an Mcp-Session-Id header, that value rides on every later request of the session, which is reused for the life of the process. Replies may arrive as plain JSON or as server-sent events; both are read.
Successful upstream results pass through verbatim, including any isError flag the upstream sets. Failures - a JSON-RPC error, a non-2xx status, an unreadable response, or a request that cannot be completed - come back as an isError result whose text starts with failshare error: (this rendering is this rebuild's own labelled reconstruction).
Each tool is also a subcommand taking one JSON argument string:
npx @reneturcios/failshare check_tool_failure '{"service":"api.github.com","operation":"create_issue","error_type":"timeout"}'
npx @reneturcios/failshare report_tool_failure '{"service":"api.github.com","operation":"create_issue","error_type":"validation_error"}' npx @reneturcios/failshare report_tool_success '{"service":"api.github.com","operation":"create_issue","latency_ms":42}' npx @reneturcios/failshare report_recovery_outcome '{"fingerprint":"0123456789abcdef0123456789abcdef","action":"refresh_schema","successful":true}' npx @reneturcios/failshare --version
Exit codes: 0 on success, 1 on an isError result, 2 on a usage error.
npx -y @reneturcios/failshare mcp
MCP client config:
{
"mcpServers": { "failshare": { "command": "npx", "args": ["-y", "@reneturcios/failshare", "mcp"] } } }
docker run -i ghcr.io/cloudcorprecords/failshare
docker run --rm ghcr.io/cloudcorprecords/failshare --version
The container's default command is mcp, so the first form is a stdio MCP server; any other arguments reach the CLI normally.
npm install
npm run build npm test npm run dev
The test suite runs entirely against a stubbed JSON-RPC upstream - no live network calls.
MIT - see LICENSE.