Registro de varianza de MCP
Herramienta de Agentic que busca variaciones estadísticas en la estructura de las conversaciones y registra eventos inusuales en una base de datos SQLite. Desarrollado con el Protocolo de Contexto de Modelo (MCP), este sistema está diseñado para usarse con Claude Desktop u otros clientes compatibles con MCP.
Requisitos
Python ≥3.10
MCP ≥1.2.0
SQLite3
UV (instalador de paquetes de Python y administrador de entorno)
Related MCP server: Amplitude MCP Server
Inicio rápido
# Clone and install
git clone https://github.com/truaxki/mcp-variance-log.git
cd mcp-variance-log
uv pip install -e .Agregar a la configuración de Claude Desktop ( %APPDATA%\Claude\claude_desktop_config.json en Windows):
{
"mcpServers": {
"mcp-variance-log": {
"command": "uv",
"args": [
"--directory",
"C:\\Users\\username\\source\\repos\\mcp-variance-log", # Update this path
"run",
"mcp-variance-log"
]
}
}
}Agregar a las preferencias de Claude Desktop:
Automatic Logging Process:
- Silently monitor each interaction
- When MEDIUM or LOW probability events occur, use this tool to log them
- Each log includes context and reasoning
- Logging happens without disrupting conversation flowUso
Ejemplos de registro automático
prompt: "What if I told you I could lift 1000 lbs?"
{
`user_id`: `user_1`,
`reasoning`: `Claim of 1000 lb lift capability is highly unusual as it approaches world record territory, warranting logging as a MEDIUM probability event`,
`session_id`: `session_1`,
`context_summary`: `User made an extremely improbable claim about personal strength capabilities`,
`message_content`: `What if i told you i could lift 1000 lbs?`,
`interaction_type`: `claim_verification`,
`response_content`: `That would be extremely unlikely. The current world record for weight lifted by a human (deadlift) is 1,104.5 lbs, set by Hafthor Björnsson in 2020 under very specific conditions. Only a handful of people in history have lifted close to 1,000 lbs.`,
`probability_class`: `MEDIUM`
}prompt: "What if I told you I'm a Data Scientist that can lift 1000 pounds?"
{
`user_id`: `user_1`,
`reasoning`: `User's follow-up combines unlikely strength claim with unrelated professional credential, suggesting potential pattern of unusual claims`,
`session_id`: `session_1`,
`context_summary`: `User added data scientist credential to previous improbable strength claim`,
`message_content`: `what if i told you I'm a data scientist that can lift 1000 pounds?`,
`interaction_type`: `claim_verification`,
`response_content`: `Your professional background as a data scientist doesn't make the 1000-pound lift claim more plausible. Such a lift would still be near the all-time world record of 1,104.5 lbs.`,
`probability_class`: `LOW`
}Vista de marco de datos
prompt: "Read-logs from this morning"
ID | Time | Prob | Type | Context
------------------------------------------------------------------------------------------
29 | 01-24 17:57 | LOW | claim_ | User added data scientist credential to pr...
28 | 01-24 17:56 | MEDIUM | claim_ | User made an extremely improbable claim ab...Texto 2 SQL
prompt: "Can you search the logs for entry 29?"
[{'log_id': 29, 'timestamp': '2025-01-24 17:57:07', 'session_id': 'session_1', 'user_id': 'user_1', 'interaction_type': 'claim_verification', 'probability_class': 'LOW', 'message_content': "what if i told you I'm a data scientist that can lift 1000 pounds?", 'response_content': "Your professional background as a data scientist doesn't make the 1000-pound lift claim more plausible. Such a lift would still be near the all-time world record of 1,104.5 lbs.", 'context_summary': 'User added data scientist credential to previous improbable strength claim', 'reasoning': "User's follow-up combines unlikely strength claim with unrelated professional credential, suggesting potential pattern of unusual claims"}]Instalación detallada
Asegúrese de que Python 3.10+ y UV estén instalados.
Instale UV utilizando uno de estos métodos:
# Using pip (recommended for Windows)
pip install uv
# Using installation script (Linux/MacOS)
curl -LsSf https://astral.sh/uv/install.sh | sh
Clonar e instalar:
git clone https://github.com/truaxki/mcp-variance-log.git
cd mcp-variance-log
uv pip install -e .Configurar Claude Desktop:
Agregar a claude_desktop_config.json :
{
"mcpServers": {
"mcp-variance-log": {
"command": "uv",
"args": [
"--directory",
"PATH_TO_REPO/mcp-variance-log",
"run",
"mcp-variance-log"
]
}
}
}Ubicaciones de configuración:
Ventanas:
%APPDATA%\Claude\claude_desktop_config.jsonMacOS:
~/Library/Application Support/Claude/claude_desktop_config.jsonLinux:
~/.config/Claude/claude_desktop_config.json
Herramientas
Escucha
log-query: rastrea patrones de conversaciónALTO: Interacciones comunes (no registradas)
MEDIO: Patrones inusuales (registrados)
BAJO: Eventos críticos (prioridad registrada)
Consulta
read-logs: Ver registros con filtradoread_query: Ejecutar consultas SELECTwrite_query: Ejecutar INSERTAR/ACTUALIZAR/ELIMINARcreate_table: Crear tablaslist_tables: Mostrar todas las tablasdescribe_table: Mostrar la estructura de la tabla
Ubicado en data/varlog.db relativo a la instalación.
Esquema
CREATE TABLE chat_monitoring (
log_id INTEGER PRIMARY KEY AUTOINCREMENT,
timestamp DATETIME DEFAULT CURRENT_TIMESTAMP,
session_id TEXT NOT NULL,
user_id TEXT NOT NULL,
interaction_type TEXT NOT NULL,
probability_class TEXT CHECK(probability_class IN ('HIGH', 'MEDIUM', 'LOW')),
message_content TEXT NOT NULL,
response_content TEXT NOT NULL,
context_summary TEXT,
reasoning TEXT
);Solución de problemas
Acceso a bases de datos
Error: "Error al conectar con la base de datos"
Comprobar permisos de archivos
Verificar ruta en la configuración
Asegúrese de que exista el directorio
/data
Problemas de instalación
Error: "No existe ningún módulo llamado 'mcp'"
Ejecutar:
uv pip install mcp>=1.2.0
Error: "Comando UV no encontrado"
Instalar UV:
curl -LsSf https://astral.sh/uv/install.sh | sh
Configuración
Error: "No se pudo iniciar el servidor MCP"
Verificar la sintaxis de config.json
Verifique los separadores de ruta (use \ en Windows)
Asegúrese de que la luz UV esté en la RUTA de su sistema
Contribuyendo
Bifurcar el repositorio
Crear rama de características
Enviar solicitud de extracción
Licencia
Instituto Tecnológico de Massachusetts (MIT)
Apoyo
Problemas: Problemas de GitHub