Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local-first SCIP code navigation and Zoekt search over your own indexed repositories
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": {
"codeintel": {
"command": "uvx",
"args": [
"codeintel-navigation-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add codeintel -- uvx codeintel-navigation-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"codeintel": {
"command": "uvx",
"args": [
"codeintel-navigation-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": {
"codeintel": {
"type": "stdio",
"command": "uvx",
"args": [
"codeintel-navigation-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 phuongddx 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(0.4.0)于3个月前进入注册中心。
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 Python (uv)。
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。
Your coding agent should not spend its context window on grep.
When your agent asks *"where is AuthService used?"*, grep returns comments, markdown, test fixtures, and similarly named symbols in one noisy pile. The agent burns context re-reading files to filter signal from noise — and still misses call sites.
jarvis precomputes a local code-intelligence layer so your agent calls findReferences for exact occurrences, goToDefinition for the defining range, callHierarchy for call paths, and searchCode for precise lexical search — ten MCP tools for Claude Code, Cursor, or any MCP client. Your code and indexes never leave your machine.
| Without jarvis | Grep → comments, tests, imports mixed with real hits → opens files to filter → guesses at call sites → burns context on search instead of reasoning |
| With jarvis | findReferences("AuthService") → exact file-and-range occurrences → callHierarchy for the graph → searchCode("token refresh") → answers without opening every match |
Quick start · MCP tools · Dashboard · Limits · Details · Docs
1. Install the standalone binary:
brew install jarvis-intelligence/jarvis/jarvis
Linux users need Homebrew/Linuxbrew installed first. The formula supports macOS arm64/x86_64 and Linux arm64/x86_64, installs both jarvis and jarvis-server, and embeds Python 3.12, dashboard assets, tree-sitter libraries, watch, scip, zoekt-git-index, and zoekt-webserver. Homebrew supplies universal-ctags. No Python, uv, pip, or PyPI installation is required.
Upgrade with brew upgrade jarvis; recover a damaged installation with brew reinstall jarvis.
2. Index a repo (slug defaults to the directory name):
jarvis index /path/to/your/repo
3. Register the MCP server:
claude mcp add jarvis --scope user -- jarvis-server
Ask your agent *"find all references to AuthService"* — it calls findReferences instead of grepping.
Other MCP clients (Cursor, Claude Desktop, any stdio client)
{
"mcpServers": { "jarvis": { "command": "jarvis-server" } } }
If your client can't find jarvis-server on PATH (GUI apps often don't inherit your shell's), use the absolute path from which jarvis-server.
Claude Code plugin (registers MCP + ships agent skills)
Install the Homebrew binary first. The plugin adds jarvis skills and can register the already-installed jarvis-server.
/plugin marketplace add jarvis-intelligence/jarvis-index
/plugin install jarvis@jarvis
</details>
Optional language indexers
The standalone package includes the SCIP converter and both Zoekt binaries. The Homebrew formula does not install setup.sh; from a jarvis source checkout, install the optional per-language indexer for your repo:
| Language | Installer | Toolchain |
|---|---|---|
| TypeScript/TSX | sh setup.sh --only scip-typescript | Node.js/npm |
| Python | sh setup.sh --only scip-python | Node.js/npm |
| Java/Kotlin | sh setup.sh --only scip-java | JDK; Kotlin repos require Kotlin 2.2.0 exactly |
| Swift | sh setup.sh --only scip-swift | Xcode on macOS arm64 |
For Maven-built Java repositories on macOS, also install a modern Bash with brew install bash, then run sh setup.sh --only bash-shim from that same source checkout. Reindex after adding an indexer. Without the matching indexer, documentSymbols and goToDefinition still work via Tree-sitter where coverage exists; findReferences, callHierarchy, and typeHierarchy return recovery guidance.
Not included
semanticSearch is registered for MCP compatibility but is excluded from the standalone distribution. It returns a Homebrew-specific unavailability error that points to the source-build steps below; lexical search and symbol search remain available.
Source-build semantic search
The standalone Homebrew package excludes semantic dependencies. In a source checkout, install them with:
uv run jarvis install-semantic
Then index explicitly:
uv run jarvis index /path/to/repo --semantic
install-semantic also pre-downloads the embedding model (BAAI/bge-m3, ~4.3 GB, one time) into the shared Hugging Face cache (~/.cache/huggingface/); every indexed repo reuses it. If the download is interrupted, the next jarvis index retries it automatically.
| Tool | What it does |
|---|---|
goToDefinition | Resolve a symbol to its defining file and range |
findReferences | Every occurrence of a symbol across the indexed repo |
callHierarchy | Incoming/outgoing calls for a symbol |
typeHierarchy | Supertypes/subtypes |
documentSymbols | Outline of every symbol defined in one file |
searchCode | Zoekt lexical/regex search, optionally filtered to one repo |
semanticSearch | Returns the Homebrew distribution's semantic-unavailability error |
blastRadius | Which other indexed repos depend on a package, up to 2 hops |
getIndexStatus | Published commit, freshness, staleness vs. working tree |
indexRepo | Build an index for a git repo at path |
jarvis dashboard # serves http://127.0.0.1:6080 and opens a browser
A localhost web console over the same ~/.jarvis data the CLI and MCP server read:
--language.jarvis index (or jarvis watch) before querying.How it works
One indexing CLI writes precomputed indexes into ~/.jarvis; one stdio runtime reads them down. The two share no other contract.
current pointer via os.replace. A query reading the old snapshot keeps working; no downtime window.mode=ro&immutable=1).Full detail: docs/system-architecture.md
Indexing CLI reference
jarvis index /path/to/your/repo # slug defaults to the directory name
jarvis index /path/to/your/repo --slug foo # or pick one explicitly jarvis index /path/to/your/repo --scheme MyScheme # Swift repo with an ambiguous Xcode scheme jarvis index /path/to/your/repo --language python # force the language instead of detecting it jarvis index /path/to/your/repo --no-scip # skip optional SCIP enrichment; syntax baseline + Zoekt still publish jarvis index /path/to/your/repo --scip # re-enable SCIP enrichment (both flags persist per repo) jarvis list jarvis status foo jarvis reindex foo jarvis forget foo jarvis watch /path/to/your/repo [--debounce 5.0] # debounced auto-reindex on file changes (foreground)
</details>
Known upstream limitations
scip-kotlinc is compiled against one pinned release (currently 2.2.0). Detected automatically.brew install bash fixes it.jarvis index refuses an older scip rather than publishing a broken index.Configuration
| Variable | Purpose |
|---|---|
JARVIS_DATA_DIR | Override default ~/.jarvis for all indexes and registry |
The source-development semantic path has additional model-prefix overrides; they have no effect in the standalone distribution.
docs/project-overview-pdr.md — scope, value prop, out-of-scope itemsdocs/system-architecture.md — architectural guarantees, storage layout, query pathsdocs/codebase-summary.md — module map, test coveragedocs/code-standards.md — code patterns and conventionsdocs/dashboard.md — dashboard views, actions, security modelMIT