
Gemini Researcher
io.github.capyBearista由 GitHub 帳號 capyBearista 發布v1.0.2更新於 Oct 24, 2026
Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage
概覽
一個本機、唯讀的 MCP 伺服器,把程式碼庫研究查詢交給 Gemini CLI 處理並回傳結構化 JSON,節省呼叫端代理的上下文與 token。
- 可以做什麼
- 對本機專案檔案執行快速或深度研究查詢,支援關注方向、回答風格選項以及模型回退鏈(flash、pro、auto)。梳理目錄結構並產生專案概覽。在執行成本較高的查詢前預先驗證檔案路徑。檢查伺服器與 Gemini CLI 的健康狀態,包括驗證診斷。從一小時快取中取得大型分塊回應的其餘部分。
- 適用情境
- 適合代理需要分析大型本機程式碼庫、審查架構或跨多個檔案做安全稽核,又不想把整個檔案複製進自身上下文的情境。也適合梳理陌生儲存庫和回答關於特定檔案的快速問題。
- 執行需求
- 透過 npx(Node.js 18+)或 Docker 映像以 stdio 在本機執行。需要安裝並驗證 Gemini CLI,可透過互動式 Google 登入或 GEMINI_API_KEY。選用的 Vertex AI 驗證使用 GOOGLE_APPLICATION_CREDENTIALS、GOOGLE_CLOUD_PROJECT 和 VERTEX_AI_PROJECT。PROJECT_ROOT 可覆寫專案目錄;原生 Windows 主機可能需要 Docker 或 WSL。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Gemini Researcher,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
Gemini Researcher
[NPM Version] [NPM Downloads] [License: BSD-3 Claude]
[圖片]A lightweight, stateless MCP (Model Context Protocol) server that lets developer agents (Claude Code, GitHub Copilot) hand off deep repository analysis to the Gemini CLI. The server is read-only, returns structured JSON (as text content), and is designed to reduce the calling agent's context and model usage.
Status: v1 complete. Core features are stable, but still early days. Feedback welcome!
If this saved you tokens, ⭐ please consider giving it a star! :)
The primary goals:
- Reduce agent context usage by letting Gemini CLI read large codebases locally and do its own research
- Reduce calling-agent model usage by offloading heavy analysis to Gemini
- Keep the server stateless and read-only for safety
Why use this?
Instead of copying entire files into your agent's context (burning tokens and cluttering the conversation), this server lets Gemini CLI read files directly from your project. Your agent sends a research query, Gemini reads and synthesizes using its large context window, and returns structured results. You save tokens, your agent stays focused, and complex codebase analysis becomes practical.
Verified clients: Claude Code, Cursor, VS Code (GitHub Copilot)
[!NOTE] It definitely works with other clients, but I haven't personally tested them yet. Please open an issue if you try it elsewhere!
Table of contents
Overview
Gemini Researcher accepts queries from your AI agent and uses Gemini CLI to analyze your local code files. Results are returned as formatted JSON for your agent to use.
Runtime safety
The server runs Gemini CLI with safety restrictions enabled. See docs/runtime-contract.md for full technical details.
Default invocation pattern:
Key safety points:
- Uses
--approval-mode default(not yolo mode) for controlled execution - Enforces read-only policy by default to prevent file changes
- Policy blocks mutating tools like
write_file,replace,run_shell_command - Strict enforcement can be disabled with
GEMINI_RESEARCHER_ENFORCE_ADMIN_POLICY=0(not recommended)
Auth and health check
Run health_check with includeDiagnostics: true to see auth status and server health.
health_check.status values:
ok: Gemini CLI is available, auth is working, and safety policy is enforceddegraded: Setup incomplete, auth unclear, or safety policy disabled
Prerequisites
- Node.js 18+ installed
- Gemini CLI installed:
npm install -g @google/gemini-cli - Gemini CLI authenticated (recommended:
gemini→ Login with Google) or setGEMINI_API_KEY
Quick checks:
Quickstart
Step 1: Validate environment
Run the setup wizard to verify Gemini CLI is installed and authenticated:
Step 2: Configure your MCP client
Standard config works in most of the tools:
[!NOTE] On native Windows, some MCP hosts use shell-less process spawning and may not resolve npm command shims reliably (
npx,gemini). If startup fails with launch errors (spawn ... ENOENT/GEMINI_CLI_LAUNCH_FAILEDdespite working in PowerShell), prefer Docker or WSL for immediate reliability. See the full remediation tree indocs/platforms/windows.md.
VS Code
Add to your VS Code MCP settings (create .vscode/mcp.json if needed):
Claude Code
Option 1: Command line (recommended)
Local (user-wide) scope
Project scope
Navigate to your project directory, then run:
Option 2: Manual configuration
Add to .mcp.json in your project root (project scope):
Or add to ~/.claude/settings.json for local scope.
After adding the server, restart Claude Code and use /mcp to verify the connection.
Cursor
Go to Cursor Settings -> Tools & MCP -> Add a Custom MCP Server. Add the following configuration:
[!NOTE] The server automatically uses the directory where the IDE opened your workspace as the project root or where your terminal is. To analyze a different directory, optionally set
PROJECT_ROOT:
Example
Step 3: Restart your MCP client
Step 4: Test it
Ask your agent: "Use gemini-researcher to analyze the project."
Tools
All tools return structured JSON (as MCP text content). Large responses are chunked (~10KB per chunk) and cached for 1 hour.
Query tool fallback chains are family-aware:
quick_query:flash -> flash_lite -> autodeep_research:pro -> flash -> flash_lite -> autoanalyze_directory:flash -> flash_lite -> auto
When using API-key auth, fallback also handles model-unavailable/unsupported errors (not only quota/capacity errors).
Example workflows
Understanding a security vulnerability:
Quick code explanation:
Mapping an unfamiliar codebase:
Full tool schemas (for reference)
quick_query
deep_research
analyze_directory
validate_paths
health_check
fetch_chunk
Docker
A pre-built multi-platform Docker image is available on Docker Hub:
For MCP client configuration with Docker:
[!NOTE]
- The
-iflag is required for stdio transport- The container mounts your project to
/workspace(the project root)- Replace
/path/to/your/projectwith your actual project path- Replace
your-api-keywith your actual Gemini API key (this is required for Docker usage)
Platform guides
- Native Windows launch model and remediation:
docs/platforms/windows.md
Troubleshooting (common issues)
- Remediation decision tree:
GEMINI_CLI_NOT_FOUND: Install Gemini CLI:npm install -g @google/gemini-cliGEMINI_CLI_LAUNCH_FAILED: This is a launch-path issue, not an auth/capability issue. On Windows, command shims can fail in shell-less spawn contexts. Validategemini --helpandnpx --versioninteractively, then prefer Docker or WSL if host launch mode is strict.GEMINI_RESEARCHER_GEMINI_COMMAND: Override the Gemini command name/path used by the server (for wrappers or pinned binary locations).GEMINI_RESEARCHER_GEMINI_ARGS_PREFIX: Prefix extra Gemini args for every invocation (for example--config <file>).health_checkdiagnostics redact sensitive token-like values in configured args prefix output.AUTH_MISSING: Rungemini, and authenticate or setGEMINI_API_KEYAUTH_UNKNOWN: Auth could not be confirmed (often network/CLI probe failure). If launch errors are present, fix launch-path first; otherwise verifygeminiworks interactively, then retry.ADMIN_POLICY_MISSING: Reinstall package or verifypolicies/read-only-enforcement.tomlexists in installed package.ADMIN_POLICY_UNSUPPORTED: Upgrade Gemini CLI to v0.36.0+ (gemini --helpshould include--admin-policy).- Capability errors (
ADMIN_POLICY_UNSUPPORTED, output format unsupported) should be interpreted only after a successfulgemini --helpprobe. If probe launch fails, treat it as launch-path failure first. GEMINI_RESEARCHER_ENFORCE_ADMIN_POLICY=0: Disables strict startup policy checks. This reduces safety guarantees..gitignoreblocking files: Gemini respects.gitignoreby default; togglefileFiltering.respectGitIgnoreingemini /settingsif you intentionally want ignored files included (note: this changes Gemini behavior globally)PATH_NOT_ALLOWED: All@pathreferences must resolve inside the configured project root (process.cwd()by default). Usevalidate_pathsto pre-check paths.QUOTA_EXCEEDED: Server retries with fallback models; if all options are exhausted, reduce scope (usequick_query) or wait for quota reset.
Contributing
Read the Contributing Guide to get started.
Quick links:
License
Made with ♡ for the AI-assisted dev community
來源:README.md,提交 a9c555f
工具
0版本歷史
1- v1.0.2最新Sep 16, 2026
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