Vibe Check MCP
<p align="center"><b>KISS overzealous agents goodbye. Plug & play agent oversight tool.</b></p> <p align="center"> <b>Based on research:</b><br/> In our study agents calling Vibe Check improved success +27% and halved harmful actions -41% </p> <p align="center"> <a href="https://www.researchgate.net/publication/394946231_Do_AI_Agents_Need_Mentors_Evaluating_Chain-Pattern_Interrupt_CPI_for_Oversight_and_Reliability?channel=doi&linkId=68ad6178ca495d76982ff192&showFulltext=true"> <img src="https://img.shields.io/badge/Research-CPI%20%28MURST%29-blue?style=flat-square" alt="CPI Research"> </a> <a href="https://github.com/modelcontextprotocol/servers"><img src="https://img.shields.io/badge/Anthropic%20MCP-featured-111?labelColor=111&color=555&style=flat-square" alt="Anthropic MCP: listed"></a> <a href="https://registry.modelcontextprotocol.io/"><img src="https://img.shields.io/badge/MCP%20Registry-listed-555?labelColor=111&style=flat-square" alt="MCP Registry"></a> <a href="https://www.pulsemcp.com/servers/pv-bhat-vibe-check"> <img src="https://img.shields.io/badge/PulseMCP-Most%20Popular%20(Oct 2025)-0b7285?style=flat-square" alt="PulseMCP: Most Popular (this week)"> </a> <a href="https://github.com/PV-Bhat/vibe-check-mcp-server/actions/workflows/ci.yml"><img src="https://github.com/PV-Bhat/vibe-check-mcp-server/actions/workflows/ci.yml/badge.svg" alt="CI passing"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-MIT-0b7285?style=flat-square" alt="MIT License"></a> </p> <p align="center"> <sub> Featured on PulseMCP “Most Popular (This Week)” • 5k+ monthly calls on Smithery.ai • research-backed oversight • STDIO + streamable HTTP transport</sub> </p> <img width="500" height="300" alt="Gemini_Generated_Image_kvdvp4kvdvp4kvdv" src="https://github.com/user-attachments/assets/ff4d9efa-2142-436d-b1df-2a711a28c34e" />This project is in maintenance mode. Active feature development has ended; only maintenance patches (security and bug fixes) are published. v2.9.0 is the latest maintenance release. The server remains fully functional. Community forks and contributions are welcome under the MIT license.
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.
<div align="center"> <a href="https://github.com/PV-Bhat/vibe-check-mcp-server"> <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/github.svg" width="40" height="40" alt="GitHub" /> </a> <a href="https://registry.modelcontextprotocol.io"> <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/anthropic.svg" width="40" height="40" alt="Anthropic MCP Registry" /> </a> <a href="https://smithery.ai/server/@PV-Bhat/vibe-check-mcp-server"> <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/smithery.svg" width="40" height="40" alt="Smithery" /> </a> <a href="https://www.pulsemcp.com/servers/pv-bhat-vibe-check"> <img src="https://www.pulsemcp.com/favicon.ico" width="40" height="40" alt="PulseMCP" /> </a> </div> <div align="center"> <em>Trusted by developers across MCP platforms and registries</em> </div>Quickstart (npx)
Run the server directly from npm without a local installation. Requires Node >=20. Choose a transport:
Option 1 – MCP client over STDIO
npx -y @pv-bhat/vibe-check-mcp start --stdio- Launch from an MCP-aware client (Claude Desktop, Cursor, Windsurf, etc.).
[MCP] stdio transport connectedindicates the process is waiting for the client.- Add this block to your client config so it spawns the command:
{
"mcpServers": {
"vibe-check-mcp": {
"command": "npx",
"args": ["-y", "@pv-bhat/vibe-check-mcp", "start", "--stdio"]
}
}
}Option 2 – Manual HTTP inspection
npx -y @pv-bhat/vibe-check-mcp start --http --port 2091curl http://127.0.0.1:2091/healthzto confirm the service is live.- Send JSON-RPC requests to
http://127.0.0.1:2091/mcp.
npx downloads the package on demand for both options. For detailed client setup and other commands like install and doctor, see the documentation below.
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 🔗
Table of Contents
- Quickstart (npx)
- What is Vibe Check MCP?
- Overview
- The Problem: Pattern Inertia & Reasoning Lock-In
- Key Features
- What's New
- Development Setup
- Release
- Usage Examples
- Adaptive Metacognitive Interrupts (CPI)
- Agent Prompting Essentials
- When to Use Each Tool
- Documentation
- Research & Philosophy
- Security
- Roadmap
- Contributors & Community
- FAQ
- Listed on
- Credits & License
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.
Vibe Check invokes a second LLM to give meta-cognitive feedback to your main agent. Integrating vibe_check calls into agent system prompts and instructing tool calls before irreversible actions significantly improves agent alignment and common-sense. The high-level component map: 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
| Feature | Description | Benefits |
|---|---|---|
| CPI Adaptive Interrupts | Phase-aware prompts that challenge assumptions | alignment, robustness |
| Multi-provider LLM | Gemini 3.6, Claude 5, GPT-5.6, and OpenRouter support | flexibility |
| History Continuity | Summarizes prior advice when sessionId is supplied | context retention |
| Optional vibe_learn | Log mistakes and fixes for future reflection | self-improvement |
What's New in v2.9.0 (Security & Model Refresh)
Maintenance Notice: This project is in maintenance mode and is no longer under active feature development. It remains fully functional and available under the MIT license. Community forks are welcome. For details, see the Changelog.
- Current models: Gemini 3.6 Flash, Claude Sonnet 5 / Opus 5 / Fable 5, and GPT-5.6 Sol / Terra / Luna are now the supported defaults, defined in one registry (
src/utils/models.ts) - Native Google AI Studio: migrated from the retired
@google/generative-aipackage to the unified@google/genaiSDK - HTTP hardening: CORS now defaults to loopback origins instead of
*,Hostheaders are validated to block DNS rebinding, and the JSON body cap is explicit and validated - Security:
npm auditis clean — 10 advisories resolved across axios, the MCP SDK's Hono stack, form-data, fast-uri, postcss and the test toolchain - Dependencies: MCP SDK 1.29, axios 1.18, OpenAI SDK 6.x, vitest 4.x; the unused
body-parserdirect dependency was dropped
Session Constitution (per-session rules)
Use a lightweight “constitution” to enforce rules per sessionId that CPI will honor. Eg. constitution rules: “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 sessionreset_constitution({ sessionId })→ clears session rulescheck_constitution({ sessionId })→ returns effective rules for the session
Development Setup
# 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 testUse npm for all workflows (npm ci, npm run build, npm test). This project targets Node >=20.
Create a .env file with the API keys you plan to use:
# Gemini (default)
GEMINI_API_KEY=your_gemini_api_key
# Optional providers / Anthropic-compatible endpoints
OPENAI_API_KEY=your_openai_api_key
OPENROUTER_API_KEY=your_openrouter_api_key
ANTHROPIC_API_KEY=your_anthropic_api_key
ANTHROPIC_AUTH_TOKEN=your_proxy_bearer_token
ANTHROPIC_BASE_URL=https://api.anthropic.com
ANTHROPIC_VERSION=2023-06-01
# Optional overrides
# DEFAULT_LLM_PROVIDER accepts gemini | openai | openrouter | anthropic
DEFAULT_LLM_PROVIDER=gemini
# Leave DEFAULT_MODEL unset to use each provider's default (see table below)
# DEFAULT_MODEL=gemini-3.6-flashProviders and models
Gemini runs natively against Google AI Studio (the Gemini Developer API) through the unified @google/genai SDK. Any model ID the provider accepts will work — the table lists the defaults and the suggestions surfaced to agents in the vibe_check tool schema.
| Provider | Default model | Also supported |
|---|---|---|
gemini | gemini-3.6-flash | gemini-3.5-flash, gemini-3.5-flash-lite, gemini-2.5-pro, gemini-2.5-flash |
anthropic | claude-sonnet-5 | claude-opus-5, claude-fable-5, claude-haiku-4-5-20251001 |
openai | gpt-5.6-terra | gpt-5.6-sol, gpt-5.6-luna |
openrouter | (none — required) | any OpenRouter slug, e.g. google/gemini-3.6-flash |
Set the default globally with DEFAULT_LLM_PROVIDER / DEFAULT_MODEL, or per call with modelOverride. DEFAULT_MODEL names a model of DEFAULT_LLM_PROVIDER; a call that overrides the provider without naming a model falls through to that provider's default rather than re
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