Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local decision memory for coding agents: record decisions with limits, search precedents, supersede.
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": {
"decisiontrail": {
"command": "npx",
"args": [
"-y",
"@reneturcios/decisiontrail",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add decisiontrail -- npx -y @reneturcios/decisiontrail mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"decisiontrail": {
"command": "npx",
"args": [
"-y",
"@reneturcios/decisiontrail",
"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": {
"decisiontrail": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@reneturcios/decisiontrail",
"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。
decisiontrail is a local decision memory for coding agents. When an agent makes a call — which database, which cache, which release cadence — decisiontrail records the decision together with the limits it was made under, so a later session can find the precedent instead of re-deciding from scratch, and can revise it explicitly when the call changes.
Everything is local: decisions live in one JSON file on your machine. There is no account, no login, and no network access. Records can be plain commits or validated decision records (constraints, evidence and an answer); validated records are the ones precedent search draws on. Old decisions are never edited in place — a revision creates a new record and marks the old one superseded, linked in both directions.
This package is a clean-room rebuild of the local surface of the "elen" MCP server (10 of its 12 tools). The original's two connected-mode beta tools, elen_incoming and elen_team_search, need a hosted workspace, a login and an API key, and are not included.
npx @reneturcios/decisiontrail elen_status
Or run the container image:
docker run -i ghcr.io/cloudcorprecords/decisiontrail
The container defaults to the MCP server (see below). Pass CLI arguments to use it as a CLI instead. If you run the container, mount a volume over the store directory if you want decisions to persist.
DECISIONTRAIL_DB environment variable, or ~/.decisiontrail/decisions.json by default.DECISIONTRAIL_AGENT and DECISIONTRAIL_PROJECT name the namespace reported by elen_status; both default to local.Decision IDs are sequential: d-1, d-2, … in creation order.
One bin serves both faces. Each tool is a subcommand taking a single JSON argument (optional for the no-argument tools); results print as JSON.
# Check the namespace before committing
decisiontrail elen_status
decisiontrail elen_commit '{"text":"Use Postgres for sessions","constraints":["must be durable"],"domain":"storage"}'
decisiontrail elen_log_decision '{"constraints":["latency under 100ms"],"evidence":["benchmark run 42"],"answer":"Adopt the in-process cache","domain":"performance"}'
decisiontrail elen_suggest '{"query":"session storage"}' decisiontrail elen_search_precedents '{"query":"session storage"}'
decisiontrail elen_expand '{"id":"d-1"}' decisiontrail elen_supersede '{"id":"d-1","text":"Use Redis for sessions with Postgres fallback"}' decisiontrail elen_get_context decisiontrail elen_get_competency decisiontrail elen_consolidate
decisiontrail --version
Exit codes: 0 on success, 1 for a domain error (for example an unknown decision ID — the error names the ID), 2 for usage errors and invalid arguments.
npx -y @reneturcios/decisiontrail mcp
MCP client configuration:
{
"mcpServers": { "decisiontrail": { "command": "npx", "args": ["-y", "@reneturcios/decisiontrail", "mcp"] } } }
| Tool | Input | What it returns |
|---|---|---|
elen_commit | text (required), constraints (string array), domain | The new unvalidated decision record. |
elen_log_decision | constraints, evidence, answer (all required), text, domain | A validated decision record built from those inputs. |
elen_expand | id (required) | The full record for that decision ID. |
elen_suggest | query (required), limit (default 5) | Short pointers (id, first 120 chars of text, domain, validated, status) to prior decisions matching the query, best match first. Considers all records. |
elen_search_precedents | query (required), limit (default 5) | Full records matching the query, validated records only. |
elen_supersede | id, text (both required), constraints, domain | The new successor record; the old record is marked superseded and the two are linked both ways. |
elen_get_context | — | Active decision threads grouped by domain, with per-domain counts and the latest text, plus totals. |
elen_status | — | Agent, project, database path, and counts (total / active / superseded / validated). |
elen_get_competency | — | Validated-record counts per domain and the validated share (coverage) of all records, derived from validated history only. |
elen_consolidate | — | Duplicate pairs (same domain, token Jaccard at least 0.6), the clusters they form, and stale candidates (active records older than 90 days). Changes nothing. |
elen_suggest and elen_search_precedents rank by case-insensitive token overlap between the query and a record's text plus constraints: the score is the number of distinct query tokens present. Records with no overlap are omitted; ties are broken by recency, newest first.
A record counts as validated only when it was created with elen_log_decision. A committed decision that is later superseded keeps its history: supersedes / superseded_by link the chain and the old record's status becomes superseded.
npm install
npm run build # tsc -> dist/ npm test # node test runner over test/*.test.ts, temp dirs, no network npm run dev # run the CLI from source via tsx
MIT — see LICENSE.