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"Spec-WorkFlow documentation or implementation" matching MCP servers:

  • MCP Workflow Tracker

    Aceek
    F
    license
    -
    quality
    D
    maintenance
    Provides observability for multi-agent workflows by tracking hierarchical task structure, architectural decisions, reasoning, encountered problems, code modifications with Git diffs, and temporal metrics.
    18

  • detrix

    flashus
    A
    license
    -
    quality
    A
    maintenance
    Detrix is an agentic debugger. Watch any variable at any line, zero code changes during debugging Local or cloud - same workflow for Docker containers and remote hosts Python, Go, Rust - observation points capture values without pausing, without restarting
    23
    MIT

  • n8n Monitoring MCP Server

    kaewz-manga
    A
    license
    -
    quality
    D
    maintenance
    Provides Claude AI assistants with focused monitoring tools for n8n workflow execution analysis, including active workflow listing, execution history with KPIs, and detailed failure information.
    1
    MIT

  • temporal-mcp

    kk-kd
    F
    license
    -
    quality
    D
    maintenance
    An MCP server for debugging Temporal workflows, enabling LLM-assisted inspection of workflow executions, detailed workflow info, and event history.

  • ComputeLedger MCP Server

    RudrenduPaul
    A
    license
    A
    quality
    B
    maintenance
    Provides cryptographically signed, tamper-evident compute usage receipts via a Model Context Protocol server, exposing tools to record usage, verify receipts, list the ledger, and verify ledger integrity without requiring any account, API key, or single cloud provider.
    4
    448
    Apache 2.0

  • rlg-mcp

    sebastienrousseau
    A
    license
    -
    quality
    A
    maintenance
    MCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.
    3
    4
    Apache 2.0

  • teamspend

    RudrenduPaul
    A
    license
    A
    quality
    A
    maintenance
    Compares AI coding tool spend before and after a migration -- Cursor, Claude Code, GitHub Copilot, OpenCode, Codex CLI -- via an MCP server, real numbers from each vendor's own API or local logs.
    1
    465
    Apache 2.0

  • crux-mcp

    miguelrisero
    A
    license
    A
    quality
    B
    maintenance
    MCP server for the Chrome UX Report, providing real-user Core Web Vitals (LCP, INP, CLS) and historical trends for any origin or URL via natural language queries.
    3
    2
    MIT

  • dbt-mcp

    qraza
    F
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes a dbt project's run state as tools, enabling AI assistants to answer questions like 'is the warehouse healthy?' or 'what broke and why?' via plain English, using read-only access to dbt artifacts and warehouse data.
    4

  • 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

  • sanitycheck-mcp

    zetlen
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    14
    ISC

  • loki-tail-mcp

    snickery
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools for log patterns, volume, and label discovery. It can run as a local stdio server or a containerized HTTP service.
    9
    MIT

  • RSigma

    timescale
    A
    license
    A
    quality
    A
    maintenance
    RSigma is a Rust detection-engineering toolkit for the Sigma standard. Its MCP server (rsigma mcp serve) exposes the toolchain to AI agents over stdio or Streamable HTTP, with tools to author, lint, validate, and convert Sigma rules, evaluate and explain detections against log events, and inspect correlation state.
    15
    14
    133
    MIT

  • aliyun-sls-mcp

    SuxyEE
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to query and analyze Alibaba Cloud SLS logs using natural language, supporting multiple log sources like Function Compute and ECS. It provides tools for searching logs, performing SQL analysis, and visualizing log distributions directly within Cursor or Claude.
    6
    69
    10
    MIT

  • whats-running-mcp

    stcmain
    A
    license
    A
    quality
    A
    maintenance
    Provides AI agents with real-time ground truth about what's actually running on the machine, including live agent sessions, listening TCP ports, loaded daemons, and system stats. It reads directly from the OS via fixed commands, ensuring agents never rely on stale docs or transcripts.
    5
    167
    MIT