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vibe-check-mcp-server

io.github.PV-Bhat/vibe-check-mcp-server

Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety

Documentation

🧠 Vibe Check MCP v2.7.1

KISS overzealous agents goodbye — stop over-engineering; ship the minimal viable path first.

Based on research
In our study agents calling Vibe Check improved success (27 → 54%) and halved harmful actions (83 → 42%).

CPI (MURST) Research Anthropic MCP: listed MCP Registry: discoverable PulseMCP: Most Popular (this week) CI MIT License

32.3k installs on PulseMCP • 12.8k this week • featured on “Most Popular (This Week)” • 2k+ monthly calls on Smithery.ai • research-backed oversight • STDIO + streamable HTTP transport

Gemini_Generated_Image_kvdvp4kvdvp4kvdv

Version Trust Score smithery badge Security 4.3★/5 on MSEEP PRs Welcome

Plug-and-play mentor layer that stops agents from over-engineering and keeps them on the minimal viable path — research-backed MCP server keeping LLMs aligned, reflective and safe.

GitHub    Anthropic MCP Registry    Smithery    PulseMCP
Trusted by developers across major MCP platforms and registries

Quickstart (npx)

# Try it (Claude-friendly)
npx @pv-bhat/vibe-check-mcp start --stdio

# Install to a client
npx @pv-bhat/vibe-check-mcp install --client claude
npx @pv-bhat/vibe-check-mcp install --client claude-code
npx @pv-bhat/vibe-check-mcp install --client cursor
npx @pv-bhat/vibe-check-mcp install --client windsurf
npx @pv-bhat/vibe-check-mcp install --client vscode --config ./.vscode/mcp.json

# Discover supported clients
npx @pv-bhat/vibe-check-mcp --list-clients

# Doctor
npx @pv-bhat/vibe-check-mcp doctor

Requires Node >=20. These commands install straight from npm, build the CLI on demand, and work on any machine with npx.

Claude Desktop and Claude Code rely on Anthropic – the installer enforces ANTHROPIC_API_KEY and will prompt to store it in ~/.vibe-check/.env (or the project .env when you pass --local). Other clients can run on any supported provider key (OPENAI_API_KEY, GEMINI_API_KEY, or OPENROUTER_API_KEY); the CLI resolves secrets from your shell first, then project/home .env files.

Prefer a hosted runtime? Smithery ships an official build of this server

By the numbers (as of 16 Oct 2025)

  • PulseMCP: ~34.3k total installs; featured on “Most Popular (This Week)” front page
  • Smithery.ai: Category leader in Smithery’s Developer Workflow Tools.
  • Study: success 27→54%, harmful actions 83→42%, optimal CPI dosage ~10–20%

Star History Chart

Recognition

  • Featured on PulseMCP “Most Popular (This Week)” front page (week of 13 Oct 2025) 🔗
  • Listed in Anthropic’s official Model Context Protocol repo 🔗
  • Discoverable in the official MCP Registry 🔗
  • Featured on Sean Kochel's Top 9 MCP servers for vibe coders 🔗
  • 35k installs total across public MCP directories/clients

Table of Contents


What is Vibe Check MCP?

Vibe Check MCP keeps agents on the minimal viable path and escalates complexity only when evidence demands it. Vibe Check MCP is a lightweight server implementing Anthropic's Model Context Protocol. It acts as an AI meta-mentor for your agents, interrupting pattern inertia with Chain-Pattern Interrupts (CPI) to prevent Reasoning Lock-In (RLI). Think of it as a rubber-duck debugger for LLMs – a quick sanity check before your agent goes down the wrong path.

Overview

Vibe Check MCP pairs a metacognitive signal layer with CPI so agents can pause when risk spikes. Vibe Check surfaces traits, uncertainty, and risk scores; CPI consumes those triggers and enforces an intervention policy before the agent resumes. See the CPI integration guide and the CPI repo at https://github.com/PV-Bhat/cpi for wiring details.

Architecture

Vibe Check runs alongside your agent workflow, emitting signals that downstream overseers like CPI or human reviewers can act on. The high-level component map lives in docs/architecture.md, while the CPI handoff diagram and example shim are captured in docs/integrations/cpi.md.

The Problem: Pattern Inertia & Reasoning Lock-In

Large language models can confidently follow flawed plans. Without an external nudge they may spiral into overengineering or misalignment. Vibe Check provides that nudge through short reflective pauses, improving reliability and safety.

Key Features

FeatureDescriptionBenefits
CPI Adaptive InterruptsPhase-aware prompts that challenge assumptionsalignment, robustness
Multi-provider LLMGemini, OpenAI and OpenRouter supportflexibility
History ContinuitySummarizes prior advice when sessionId is suppliedcontext retention
Optional vibe_learnLog mistakes and fixes for future reflectionself-improvement

What's New in v2.7.1

  • install --client now supports Cursor, Windsurf, and Visual Studio Code with idempotent merges, atomic writes, and .bak rollbacks.
  • HTTP-aware installers preserve serverUrl entries for Windsurf and emit VS Code workspace snippets plus a vscode:mcp/install link when no config is provided.
  • Documentation now consolidates provider keys, transport selection, uninstall guidance, and dedicated client docs at docs/clients.md.

Session Constitution (per-session rules)

Use a lightweight “constitution” to enforce rules per sessionId that CPI will honor. Typical uses: “no external network calls,” “prefer unit tests before refactors,” “never write secrets to disk.”

API (tools):

  • update_constitution({ sessionId, rules }) → merges/sets rule set for the session
  • reset_constitution({ sessionId }) → clears session rules
  • check_constitution({ sessionId }) → returns effective rules for the session

Quickstart & Installation

# Clone and install
git clone https://github.com/PV-Bhat/vibe-check-mcp-server.git
cd vibe-check-mcp-server
npm ci
npm run build
npm test

Use npm for all workflows (npm ci, npm run build, npm test). This project targets Node >=20. If you see a TypeScript error about a duplicate require declaration when building with Node 20.19.3, ensure your dependencies are up to date (npm ci) or use the Docker setup below which handles the build automatically.

Create a .env file with the API keys you plan to use:

# Gemini (default)
GEMINI_API_KEY=your_gemini_api_key
# Optional providers
OPENAI_API_KEY=your_openai_api_key
OPENROUTER_API_KEY=your_openrouter_api_key
# Optional overrides
DEFAULT_LLM_PROVIDER=gemini
DEFAULT_MODEL=gemini-2.5-pro

Start the server:

npm start

See docs/TESTING.md for instructions on how to run tests.

Docker

The repository includes a helper script for one-command setup. It builds the image, saves your GEMINI_API_KEY and configures the container to start automatically whenever you log in:

bash scripts/docker-setup.sh

This script:

  • Creates ~/vibe-check-mcp for persistent data
  • Builds the Docker image and sets up docker-compose.yml
  • Prompts for your API key and writes ~/vibe-check-mcp/.env
  • Installs a systemd service (Linux) or LaunchAgent (macOS) so the container starts at login
  • Generates vibe-check-tcp-wrapper.sh which proxies Cursor IDE to the server After running it, open Cursor IDE → SettingsMCP and add a new server of type Command pointing to:
~/vibe-check-mcp/vibe-check-tcp-wrapper.sh

See Automatic Docker Setup for full details. If you prefer to run the commands manually:

docker build -t vibe-check-mcp .
docker run -e GEMINI_API_KEY=your_gemini_api_key -p 3000:3000 vibe-check-mcp

Release

Cut a new version by tagging the repository with semantic versioning (e.g., v2.6.0). The release workflow will:

  1. build the project with Node 20 via npm ci and npm run build,
  2. enforce coverage with npm run test:coverage,
  3. run CLI smoke checks (doctor, start --stdio --dry-run, start --http --port 2091 --dry-run, install --client claude --dry-run),
  4. publish the package to npmjs using the NPM_TOKEN repository secret, and
  5. verify the published tarball by running npx @pv-bhat/vibe-check-mcp@<version> --help on the freshly released build.

Ensure NPM_TOKEN is configured under Repository Settings → Secrets and variables → Actions before tagging.

Provider keys

See API Keys & Secret Management for supported providers, resolution order, storage locations, and security guidance. Claude installers (--client claude / --client claude-code) still require ANTHROPIC_API_KEY; configure it ahead of non-interactive runs to avoid prompts.

Transport selection

The CLI supports stdio and HTTP transports. Transport resolution follows this order: explicit flags (--stdio/--http) → MCP_TRANSPORT → default stdio. When using HTTP, specify --port (or set MCP_HTTP_PORT); the default port is 2091. The generated entries add --stdio or --http --port <n> accordingly, and HTTP-capable clients also receive a http://127.0.0.1:<port> endpoint.

Client installers

Each installer is idempotent and tags entries with "managedBy": "vibe-check-mcp-cli". Backups are written once per run before changes are applied, and merges are atomic (*.bak files make rollback easy). See docs/clients.md for deeper client-specific references.

Claude Desktop

  • Config path: claude_desktop_config.json (auto-discovered per platform).
  • Default transport: stdio (npx … start --stdio).
  • Restart Claude Desktop after installation to load the new MCP server.
  • If an unmanaged entry already exists for vibe-check-mcp, the CLI leaves it untouched and prints a warning.

Cursor

  • Config path: ~/.cursor/mcp.json (provide --config if you store it elsewhere).
  • Schema mirrors Claude’s mcpServers layout.
  • If the file is missing, the CLI prints a ready-to-paste JSON block for Cursor’s settings panel instead of failing.

Windsurf (Cascade)

  • Config path: legacy ~/.codeium/windsurf/mcp_config.json, new builds use ~/.codeium/mcp_config.json.
  • Stdio is the default; pass --http to emit an entry with serverUrl for Windsurf’s HTTP client.
  • Existing sentinel-managed serverUrl entries are preserved and updated in place.

Visual Studio Code

  • Workspace config lives at .vscode/mcp.json; profiles also store mcp.json in your VS Code user data directory.
  • Provide --config <path> to target a workspace file. Without --config, the CLI prints a JSON snippet and a vscode:mcp/install?... link you can open directly from the terminal.
  • VS Code supports optional dev fields; pass --dev-watch and/or --dev-debug <value> to populate dev.watch/dev.debug.
  • Requires VS Code v1.102 or later for MCP discovery in the UI.

Uninstall & rollback

  • Restore the backup generated during installation (the newest *.bak next to your config) to revert immediately.
  • To remove the server manually, delete the vibe-check-mcp entry under mcpServers (Claude/Windsurf/Cursor) or servers (VS Code) as long as it is still tagged with "managedBy": "vibe-check-mcp-cli".
  • After removal or rollback, restart your client to drop the MCP connection.

Research & Philosophy

CPI (Chain-Pattern Interrupt) is the research-backed oversight method behind Vibe Check. It injects brief, well-timed “pause points” at risk inflection moments to re-align the agent to the user’s true priority, preventing destructive cascades and reasoning lock-in (RLI). In pooled evaluation across 153 runs, CPI nearly doubles success (~27%→54%) and roughly halves harmful actions (~83%→42%). Optimal interrupt dosage is ~10–20% of steps. Vibe Check MCP implements CPI as an external mentor layer at test time.

Links:

Usage Examples

import { vibe_check } from 'vibe-check-mcp';
const result = await vibe_check({
  goal: 'Write unit tests',
  plan: 'Use vitest for coverage',
  sessionId: 'demo1'
});
console.log(result.questions);
flowchart TD
  A[Agent Phase] --> B{Monitor Progress}
  B -- high risk --> C[CPI Interrupt]
  C --> D[Reflect & Adjust]
  B -- smooth --> E[Continue]

Adaptive Metacognitive Interrupts (CPI)

Advanced CPI Details The CPI architecture monitors planning, implementation and review phases. When uncertainty spikes, Vibe Check pauses execution, poses clarifying questions and resumes once the agent acknowledges the feedback.

Agent Prompting Essentials

In your agent's system prompt, make it clear that vibe_check is a mandatory tool for reflection. Always pass the full user request and other relevant context. After correcting a mistake, you can optionally log it with vibe_learn to build a history for future analysis.

Example snippet:

As an autonomous agent you will:
1. Call vibe_check after planning and before major actions.
2. Provide the full user request and your current plan.
3. Optionally, record resolved issues with vibe_learn.

When to Use Each Tool

ToolPurpose
🛑 vibe_checkChallenge assumptions and prevent tunnel vision
🔄 vibe_learnCapture mistakes, preferences, and successes
🧰 update_constitutionSet/merge session rules the CPI layer will enforce
🧹 reset_constitutionClear rules for a session
🔎 check_constitutionInspect effective rules for a session

Documentation

Security

This repository includes a CI-based security scan that runs on every pull request. It checks dependencies with npm audit and scans the source for risky patterns. See SECURITY.md for details and how to report issues.

Roadmap

Community Signals: What Builders Are Asking For

GitHub issues, PulseMCP reviews, and Discord discussions keep surfacing the same needs: turn the validated research prototype into a dependable day-to-day tool, make the mentor's output easier to wire into automations, and provide lightweight guardrails so solo builders can adopt CPI without heavy lift.

Priority 1 – Builder Experience & Guidance

  • Structured output for vibe_check: Return a JSON envelope such as { advice, riskScore, traits } so downstream agents can reason deterministically while preserving readable reflections.
  • Agent prompt starter kit: Publish a plug-and-play system prompt snippet that teaches the CPI dosage principle (10–20% of steps), calls out risk inflection points, and reminds agents to include the last 5–10 tool calls in taskContext.
  • Documentation refresh: Highlight the new prompt template and context requirements throughout the README and integration guides.

Priority 2 – Core Reliability Requests

  • LLM resilience: Wrap generateResponse in src/utils/llm.ts with retries and exponential backoff, with a follow-up circuit breaker once the basics land.
  • Input sanitization: Validate and cleanse tool arguments in src/index.ts to mitigate prompt-injection vectors.
  • State stewardship: Add TTL-based cleanup in src/utils/state.ts and switch src/utils/storage.ts file writes to fs.promises to avoid blocking the event loop.

These initiatives are tracked as community-facing GitHub issues so contributors can grab them and see progress in the open.

Additional Follow-On Ideas & Good First Issues

  • Telemetry sanity checks: Add a lint-style CI step that verifies docs/ examples compile (e.g., TypeScript snippet type-check) to catch drift between docs and code.
  • CLI help polish: Ensure every CLI subcommand prints a concise --help example aligned with the refreshed prompt guidance.
  • Docs navigation cleanup: Cross-link docs/agent-prompting.md and docs/technical-reference.md from the README section headers to reduce context switching for new contributors.

Contributors & Community

Contributions are welcome! See CONTRIBUTING.md.

Contributors

Find Vibe Check MCP on

Credits & License

Vibe Check MCP is released under the MIT License. Built for reliable, enterprise-ready AI agents.

Author Credits & Links

Vibe Check MCP created by: Pruthvi Bhat, Initiative - https://murst.org/