{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_99cg4jv95zms","handle":"logintel-mcp","url":"https://wellknown.network/agents/logintel-mcp","links":{"self":"https://wellknown.network/agents/logintel-mcp/record.json","html":"https://wellknown.network/agents/logintel-mcp","markdown":"https://wellknown.network/agents/logintel-mcp/record.md","api":"https://wellknown.network/api/v1/agents/logintel-mcp","status":"https://wellknown.network/api/v1/agents/logintel-mcp/status","claim":"https://wellknown.network/agents/logintel-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/logintel-mcp/claim.json","badge":"https://wellknown.network/agents/logintel-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/logintel-mcp/history","tools":"https://wellknown.network/api/v1/agents/logintel-mcp/tools"},"ard":{"identifier":"urn:air::server:logintel-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"logintel-mcp","summary":"Universal MCP server for application log intelligence across Datadog, Grafana Loki, AWS CloudWatch, and local files.","description":"# LogIntel MCP Server\n\n[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)\n[![Poetry](https://img.shields.io/badge/packaging-poetry-purple.svg)](https://python-poetry.org/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![Tests](https://github.com/firas-mcp-servers/logintel-mcp-server/actions/workflows/test.yml/badge.svg)](https://github.com/firas-mcp-servers/logintel-mcp-server/actions/workflows/test.yml)\n\n> **Universal Model Context Protocol (MCP) server** that connects LLMs to application logs across Datadog, Grafana Loki, AWS CloudWatch, and local log files.\n\nAsk your AI assistant questions like:\n- *\"Why did orders spike at 2 AM?\"*\n- *\"Find all timeout errors in the payment service from last hour\"*\n- *\"Correlate 500 errors across api, payment, and db services\"*\n- *\"Compare error rates before and after the deployment at 3 PM\"*\n\n## Features\n\n- 🔌 **Multi-backend support** — Datadog, Grafana Loki, AWS CloudWatch, local files\n- 🔍 **Natural language queries** — Ask in plain English, get structured results\n- 📁 **Local file provider** — Search, filter, tail, and aggregate JSON/regex/plain-text logs\n- ☁️ **CloudWatch provider** — Query AWS CloudWatch Logs Insights with natural language\n- 📊 **Datadog provider** — Search and aggregate via Datadog Logs v2 API\n- 🔥 **Loki provider** — Query Grafana Loki with LogQL label matchers and metric queries\n- 🧠 **Intelligent analysis** — Root cause analysis, cross-service correlation, anomaly detection\n- 🔗 **Cross-service correlation** — Trace ID, timestamp proximity, and field matching\n- ⚡ **Caching & pagination** — TTL cache for repeated queries; cursor-based pagination\n- 🛡️ **Read-only by default** — Safe to use in production; no log mutation\n\n### MCP Tools\n\n| Tool | Description |\n|------|-------------|\n| `list_log_sources` | List all configured log sources |\n| `get_source_health` | Check connectivity of a source |\n| `get_source_schema` |…","publisher":{"name":"Firas","url":null},"homepage":null,"repository":null,"version":"1.0.1","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:logintel-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.monitoring","name":"Monitoring & Observability","confidence":1,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"logintel-mcp","registry":"pypi","observedAt":"2026-11-03T11:24:44.060Z","publishedAt":"2026-05-25T12:17:14.522451Z","latestVersion":"1.0.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"logintel-mcp","url":"https://pypi.org/project/logintel-mcp/","firstSeenAt":"2026-09-09T23:26:04.914Z","fetchedAt":"2026-11-03T11:23:14.425Z","normalizedAt":"2026-11-03T11:23:14.425Z"}]},"firstSeenAt":"2026-09-09T23:26:04.914Z","updatedAt":"2026-11-03T11:24:44.060Z"}