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"How to build your own knowledge base" matching MCP servers:

  • Specter MCP

    abd3lraouf
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to build, test, debug, and interact with Kotlin Multiplatform Mobile (Android/iOS) applications through automated build pipelines, UI automation, crash analysis, and app state inspection.
    15
    11
    1
    MIT

  • byok-observability-mcp

    alimuratkuslu
    A
    license
    A
    quality
    C
    maintenance
    A comprehensive Model Context Protocol (MCP) server for Grafana, Prometheus, Kafka UI, and Datadog. Features a secure "Bring Your Own Key" (BYOK) architecture where credentials stay local. Provides tools for metrics querying, dashboard inspection, Kafka lag monitoring, and unified health checks.
    23
    13
    4
    MIT

  • hive-mcp-log

    srotzin
    A
    license
    -
    quality
    C
    maintenance
    Metered log ingestion server for autonomous agents, allowing NDJSON log posting with USDC payment per line on Base L2. Agents can freely tail and search their own logs with configurable retention tiers.
    MIT

  • tokenscope

    wartzar-bee
    A
    license
    -
    quality
    A
    maintenance
    Analyzes Claude Code session token usage and cost locally — where spend actually lands across cache-read, cache-write and output, and what is consuming the context window. Read-only and offline: it parses your own session files and exposes analyze_claude_cost, get_cost_benchmark and tokenscope_share_summary.
    216
    4
    MIT

  • mcp-audit

    nyx-builds
    A
    license
    -
    quality
    A
    maintenance
    An MCP server that gives AI agents observability over their own tool calls, enabling auditing, cost tracking, latency analysis, and alerting.
    MIT

  • mcp-heartbeat

    vanekyj
    F
    license
    -
    quality
    B
    maintenance
    Dead-man's-switch monitoring for cron jobs and AI agents: your job or agent pings a URL each run, and Kywio alerts you when the pings stop. MCP-native (create/ping/get heartbeat) plus REST — an outside observer for agents that can't detect their own death.

  • Enterprise Operations Hub

    JilongSun
    F
    license
    -
    quality
    B
    maintenance
    An MCP-native enterprise operations platform that unifies team management, product catalog, order processing, knowledge base, location intelligence, analytics, and DevOps monitoring into a single server accessible from any MCP-compatible AI agent.

  • Sentinel MCP Server

    iramishtiaq
    F
    license
    -
    quality
    B
    maintenance
    Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics, and simulating system commands, all integrated into an AI-driven incident response workflow.

  • SuperBased Observer

    superbasedapp
    F
    license
    -
    quality
    A
    maintenance
    Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token spend, cache status, and session handoff - over stdio, 100% local, no telemetry.
    37

  • mshegolev/prometheus-mcp

    mshegolev
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Prometheus metrics and observability. Give Claude (or any MCP-capable agent) read access to your Prometheus instance — query metrics with PromQL, inspect active alerts, and explore scrape targets without leaving the conversation. Tools: prometheus_list_metrics, prometheus_query, prometheus_query_range, prometheus_list_alerts, prometheus_list_targets.
    20
    MIT

  • whats-loaded-mcp

    stcmain
    A
    license
    A
    quality
    A
    maintenance
    Shows what is consuming your agent context window before a session starts: always-loaded skill descriptions ranked by token cost, skills installed more than once under different names, CLAUDE.md/AGENTS.md sizes including what their @import lines pull in, and MCP servers configured across clients. Read-only: no child processes, no network.
    5
    170
    MIT

  • AgentSeal

    JoeyBrar
    A
    license
    A
    quality
    C
    maintenance
    Every agent action is recorded in a SHA-256 hash chain. Prove to clients that your agent did what it said it did. Record, query, verify, and export agent activity.
    3
    57
    1
    MIT

  • agentic-ledger

    ShekharBhardwaj
    A
    license
    A
    quality
    A
    maintenance
    Lets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags. Tools include list_sessions, get_session, search, list_runs, get_run_status, and explain.
    2
    6
    2
    MIT