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PopNx MCPMCP servers for people who use AI · explained in plain words

Socraticode

by giancarloerraversion 1.16.2i★ –iRuns on your computer
Registry nameio.github.giancarloerra/socraticode

Install

Overview

Description from the maker (original English)

MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Search & AI memory
  • You need to fill in: OPENAI_API_KEY, GOOGLE_API_KEY, OLLAMA_API_KEY, LMSTUDIO_API_KEY, LITELLM_API_KEY, QDRANT_API_KEY

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • You fill in yourself: EMBEDDING_PROVIDER, OPENAI_API_KEY, GOOGLE_API_KEY, OLLAMA_URL, EMBEDDING_MODEL, EMBEDDING_DIMENSIONS, OLLAMA_MODE, OLLAMA_API_KEY, LMSTUDIO_URL, LMSTUDIO_API_KEY, LMSTUDIO_ALLOW_MISSING_MODEL_LISTING, LITELLM_URL, LITELLM_API_KEY, LITELLM_SEND_DIMENSIONS, QDRANT_MODE, QDRANT_URL, QDRANT_API_KEY

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "socraticode": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "your-value",
        "OPENAI_API_KEY": "your-value",
        "GOOGLE_API_KEY": "your-value",
        "OLLAMA_URL": "your-value",
        "EMBEDDING_MODEL": "your-value",
        "EMBEDDING_DIMENSIONS": "your-value",
        "OLLAMA_MODE": "your-value",
        "OLLAMA_API_KEY": "your-value",
        "LMSTUDIO_URL": "your-value",
        "LMSTUDIO_API_KEY": "your-value",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "your-value",
        "LITELLM_URL": "your-value",
        "LITELLM_API_KEY": "your-value",
        "LITELLM_SEND_DIMENSIONS": "your-value",
        "QDRANT_MODE": "your-value",
        "QDRANT_URL": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

Run this in your terminal

claude mcp add socraticode --env EMBEDDING_PROVIDER=your-value --env OPENAI_API_KEY=your-value --env GOOGLE_API_KEY=your-value --env OLLAMA_URL=your-value --env EMBEDDING_MODEL=your-value --env EMBEDDING_DIMENSIONS=your-value --env OLLAMA_MODE=your-value --env OLLAMA_API_KEY=your-value --env LMSTUDIO_URL=your-value --env LMSTUDIO_API_KEY=your-value --env LMSTUDIO_ALLOW_MISSING_MODEL_LISTING=your-value --env LITELLM_URL=your-value --env LITELLM_API_KEY=your-value --env LITELLM_SEND_DIMENSIONS=your-value --env QDRANT_MODE=your-value --env QDRANT_URL=your-value --env QDRANT_API_KEY=your-value -- npx -y socraticode

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "socraticode": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "your-value",
        "OPENAI_API_KEY": "your-value",
        "GOOGLE_API_KEY": "your-value",
        "OLLAMA_URL": "your-value",
        "EMBEDDING_MODEL": "your-value",
        "EMBEDDING_DIMENSIONS": "your-value",
        "OLLAMA_MODE": "your-value",
        "OLLAMA_API_KEY": "your-value",
        "LMSTUDIO_URL": "your-value",
        "LMSTUDIO_API_KEY": "your-value",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "your-value",
        "LITELLM_URL": "your-value",
        "LITELLM_API_KEY": "your-value",
        "LITELLM_SEND_DIMENSIONS": "your-value",
        "QDRANT_MODE": "your-value",
        "QDRANT_URL": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "socraticode": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "your-value",
        "OPENAI_API_KEY": "your-value",
        "GOOGLE_API_KEY": "your-value",
        "OLLAMA_URL": "your-value",
        "EMBEDDING_MODEL": "your-value",
        "EMBEDDING_DIMENSIONS": "your-value",
        "OLLAMA_MODE": "your-value",
        "OLLAMA_API_KEY": "your-value",
        "LMSTUDIO_URL": "your-value",
        "LMSTUDIO_API_KEY": "your-value",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "your-value",
        "LITELLM_URL": "your-value",
        "LITELLM_API_KEY": "your-value",
        "LITELLM_SEND_DIMENSIONS": "your-value",
        "QDRANT_MODE": "your-value",
        "QDRANT_URL": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

  • EMBEDDING_PROVIDER env
    Embedding provider to use: ollama (default), openai, google, lmstudio, or litellm
  • OPENAI_API_KEY secret env
    API key for OpenAI embeddings (required only when EMBEDDING_PROVIDER=openai)
  • GOOGLE_API_KEY secret env
    API key for Google embeddings (required only when EMBEDDING_PROVIDER=google)
  • OLLAMA_URL env
    URL of the Ollama server (default: auto-detected; Docker-managed or http://localhost:11434)
  • EMBEDDING_MODEL env
    Embedding model name (defaults per provider; required for lmstudio and litellm)
  • EMBEDDING_DIMENSIONS env
    Embedding vector dimensions (defaults per provider; required for lmstudio and litellm)
  • OLLAMA_MODE env
    Ollama mode: auto (default), docker, or external
  • OLLAMA_API_KEY secret env
    Optional API key for authenticated Ollama proxies. Remote endpoints require HTTPS; loopback HTTP is supported.
  • LMSTUDIO_URL env
    LM Studio OpenAI-compatible base URL (default: http://localhost:1234/v1)
  • LMSTUDIO_API_KEY secret env
    Optional API key when LM Studio authentication is enabled
  • LMSTUDIO_ALLOW_MISSING_MODEL_LISTING env
    Allow compatible embedding servers without a models endpoint to be probed directly
  • LITELLM_URL env
    LiteLLM OpenAI-compatible base URL (default: http://localhost:4000/v1)
  • LITELLM_API_KEY secret env
    LiteLLM master or virtual API key (required when EMBEDDING_PROVIDER=litellm)
  • LITELLM_SEND_DIMENSIONS env
    Forward the dimensions parameter through LiteLLM when explicitly enabled
  • QDRANT_MODE env
    Qdrant mode: managed (default, Docker-managed) or external (user-provided instance)
  • QDRANT_URL env
    Full URL for remote/cloud Qdrant (e.g. https://xyz.cloud.qdrant.io:6333). Only needed when QDRANT_MODE=external
  • QDRANT_API_KEY secret env
    API key for remote Qdrant instance. Only needed when QDRANT_MODE=external

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account giancarloerra, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Search & AI memoryi

  • More stars than 0% of the other 7284 servers in this category
  • Published to the registry more recently than 96% of the other 7284 servers in this category
  • Basic checks equal to or better than 100% of the other 7284 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Socraticode safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: OPENAI_API_KEY, GOOGLE_API_KEY, OLLAMA_API_KEY, LMSTUDIO_API_KEY, LITELLM_API_KEY, QDRANT_API_KEY

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.16.2) reached the registry yesterday.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Context7

by upstash

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

Computer or cloud★ 64,224MITUpdated yesterday
Install

Codebase Memory

by DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Runs on your computer★ 48,148MITUpdated 21 days ago
Install

Exa

by exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

Runs in the cloud★ 5,213MITUpdated last month
Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

SocratiCode

= 18.17">

*"There is only one good, knowledge, and one evil, ignorance."* — Socrates

Your AI reads code. SocratiCode understands it.

The open-source codebase context engine: give any AI instant automated knowledge of your entire codebase (and infrastructure) — at scale, zero configuration, fully private, completely free.

Kindly sponsored by Altaire Limited

🛡️ Need MCP governance together with codebase context? See our sibling project JanuScope — the local-first MCP policy proxy: tool blocking, SQL-mutation gate, PII redaction, audit, rate-limit.

If SocratiCode has been useful to you, please ⭐ star this repo — it helps others discover it — and share it with your dev team and fellow developers!

💬 Questions or just want to chat? Join us on Discord.

☁️ SocratiCode Cloud (private beta) — Hosted, shared team index built on the same engine as the open-source version, plus SSO, audit logs, branch-aware indexing, and VPC / air-gapped deployment options. The open-source core remains free forever. Request early access →

One thing, done well: deep codebase intelligence with zero setup, no bloat, and full automation. SocratiCode gives AI assistants deep semantic understanding of your codebase: hybrid search, cross-project search, polyglot code dependency graphs, symbol-level impact analysis and flow, interactive HTML graph explorer for visual navigation, and searchable context artifacts (database schemas, API specs, infra configs, architecture docs). Zero configuration: add it to an MCP host that supports local stdio servers, or use a supported plugin or extension. It manages everything automatically.

Production-ready, battle-tested on enterprise-level large repositories (up to and over ~40 million lines of code). Batched, automatic resumable indexing checkpoints progress — pauses, crashes, restarts, and interruptions don't lose work. The file watcher keeps the index automatically updated at every file change and across sessions. Multi-branch, multi-repo and multi-agent ready — multiple AI agents can work on the same codebase simultaneously, sharing a single index with automatic coordination and zero configuration.

Private and local by default — Docker handles everything, no API keys required, no data leaves your machine. Cloud ready for embeddings (OpenAI, Google Gemini) and Qdrant, and a full suite of configuration options are all available when you need them.

Code intelligence that belongs to you, AI and host agnostic — your codebase's understanding lives with the code, not locked to any one assistant, IDE or model. And because SocratiCode pre-computes the hard parts (blast radius, call-flow, dependency traversal), smaller models can handle architectural complex tasks that would otherwise need top-tier reasoning, saving even more on token cost.

The first Qdrant‑based MCP/Claude Plugin/Skill that pairs auto‑managed, zero‑config local Docker deployment with AST‑aware code chunking, hybrid semantic + BM25 (RRF‑fused) code search, polyglot dependency graphs with circular‑dependency visualisation, symbol‑level Impact Analysis (blast‑radius & call‑flow tracing across 18 languages), and searchable infra/API/database artifacts in a single focused, zero-config and easy to use code intelligence engine.

Benchmarked on VS Code (2.45M lines): SocratiCode uses 61% less context, 84% fewer tool calls, and is 37x faster than grep‑based exploration — tested live with Claude Opus 4.6. See the full benchmark →

Contents

  • Quick Start
  • Quick guides
  • Plugins and host integrations
  • Why SocratiCode
  • Features
  • Prerequisites
  • Example Workflow
  • Agent Instructions
  • Configuration
  • Language Support
  • Ignore Rules
  • Context Artifacts
  • Environment Variables
  • Docker Resources
  • Testing
  • Why Not Just Grep?
  • FAQ
  • Community
  • SocratiCode Cloud
  • License

Quick Start

Requirements: Node.js 18.17 or newer with npx on PATH, plus Docker running for the default local Qdrant and Ollama stack.

For one recommended setup path per host and short practical scenarios, use the quick guides. This README has the other installation paths and full configuration.

Quick install guidance for Claude Code, VS Code, and Cursor:

MCP hosts with a JSON `mcpServers` object can use this complete configuration:

{

"mcpServers": { "socraticode": { "command": "npx", "args": ["-y", "--prefer-online", "socraticode@latest"] } } }

Configuration schemas are host-specific. Continue, VS Code, Zed, OpenCode, Gemini CLI, and Cline have dedicated examples in Plugins and host integrations.

Keeping SocratiCode up to date

SocratiCode has two independent update paths. The MCP engine is the socraticode package published to npm. Every npm-backed configuration below uses npx -y --prefer-online socraticode@latest, which checks npm for the current latest release whenever the MCP server starts. A running server cannot replace itself, and a newly published version can only be downloaded while the npm registry is reachable, so restart or reconnect the server after a release.

Native plugins and extensions also contain skills, instructions, manifests, or UI files. Update those through the host as shown below, then start a new session so the new plugin files load. Direct MCP installations contain only the engine and do not install SocratiCode's plugin skills.

IntegrationUpdate plugin, skills, and integration files
Claude Code pluginEnable marketplace auto-update, or run claude plugin marketplace update socraticode followed by claude plugin update --scope user socraticode@socraticode
OpenAI Codex pluginRun codex plugin marketplace upgrade socraticode, then codex plugin add socraticode@socraticode and start a new task
VS Code Agent PluginLeave extensions.autoUpdate enabled for daily checks, or run Extensions: Check for Extension Updates, then start a new Chat
VS Code editor extensionUpdate it through the Extensions view or Extensions: Check for Extension Updates, then reload the window
Cursor local pluginUpdate to the latest GitHub release tag using the commands in the Cursor section, then reload Cursor
Gemini CLI direct MCPRestart Gemini to reconnect the server and resolve the current npm release
Direct MCP onlyNo separate plugin files are installed; restart or reconnect the MCP server to resolve the current npm release

@latest refers to npm's published latest distribution tag; it does not refer to a Git branch. --prefer-online forces npm to check for updated package metadata even when its cache is still fresh. If the same registry is temporarily unavailable, npm can still use an already populated cache; a first installation still requires registry access. See the [npm exec cache documentation](https://docs.npmjs.com

Only the beginning is shown; read the rest in the repo

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