LLM operations tools with an official MCP server

Figure and bar: visits/mo, estimate · year: online since

1. #2N

   NVIDIAMCP · sign-in

   Designs GPUs, data-center accelerators and networking hardware, plus CUDA and software stacks for training and running AI models, graphics and gaming.

   12.6M
   Active
   From ≈ $401 once
   1993
2. #21B

   Braintrust

   Observability platform that traces agent execution, evaluates outputs, and discovers production patterns to improve quality.

   13.7k
   Active
   From $249/mo
   2022
3. #27H

   HoneycombMCP · sign-in

   Stores and queries distributed traces, logs and metrics in real time to debug production services, including LLM and agent calls.

   6.5k
   Active
   From $150/mo
   2016
4. #29E

   EdgeChatMCP · open

   Runs one language model on your Mac for offline chat, slide decks, medical and legal lookups, and permission-gated web search.

   6.1k
   Active
5. #50L

   Leviathan SystemsMCP · open

   Receives, assembles, burns in, racks and cables server and GPU hardware for onsite data center deployment.

   149
   Active
6. #52G

   GPUQuantMCP · open

   Tracks GPU rental prices and published compute indices, with a map of cloud regions and data centers and perpetual markets on compute.

   133
   Active
7. #54T

   TheAIMetersMCP · open

   Tracks estimated AI electricity, water, carbon and GPU-hour use alongside counts of models, prompts and repositories.

   128
   Active
8. #57G

   GPU FinderMCP · open

   Compares on-demand and spot cloud GPU prices, egress fees and stock levels across 31 providers for hourly-refreshed searches.

   83
   Active
9. #59S

   ScorecardMCP · sign-in

   Tests and evaluates AI agents against thousands of realistic scenarios to provide rapid feedback on performance.

   76
   Active
   From $299/mo
   2024
10. #62C

    ConstellationMCP · sign-in

    Trains post-trained and fine-tuned models on a firm's own documents, such as credit agreements, and deploys them inside its network.

    47
    Active
11. #63E

    EmpirioLabs AIMCP · sign-in

    Hosts open-source models on its own GPUs and serves proprietary model endpoints through a chat and API interface.

    46
    Active
    From $19.90/mo
    2025
12. #70S

    Sunbird AIMCP · sign-in

    Open-source conversational language model and speech API for African languages, plus satellite site-finding for solar mini-grids.

    32
    Active
    2019
13. #73D

    Divinci AIMCP · sign-in

    Runs safety and quality evals on custom language models and agents, then gates releases with sign-off, rollback and audit evidence.

    27
    Active
    From $29/mo
14. #93A

    Aeon AI Risk ManagementMCP · open

    Implements AI workflows, private AI infrastructure, and cybersecurity assessments with governance controls.

    14
    Active
15. #101M

    Model Price WatchMCP · open

    Lists current per-million-token prices for LLM APIs from many providers, each linked to the provider's pricing page.

    6
    Active
    2026
16. #104A

    AI Site ScorerMCP · open

    Provides GPU compute, open-model inference API, and enterprise AI readiness assessment tools.

    5
    Active
    Free plan
    2023
17. #107B

    bourdon

    Provides shared memory for AI agents with instant recognition and background detail retrieval.

    3
    Active
    From $29/mo
18. #113B

    Bike4MindMCP · open

    Runs chat, agent jobs and interactive artifacts across hosted frontier models and self-hosted open-weight models from one workbench.

    3
    Active
    From $30/mo
19. #114F

    FastGPUMCP · open

    Matches GPU cluster orders to capacity holders and shows live hourly rates beside public list prices.

    3
    Active
    From $19/mo
20. #126K

    KourierMCP · open

    Serves open-weight language models through an OpenAI-compatible API endpoint running on the company's own GPU clusters.

    2
    Active
    From $20/mo
21. #127O

    OpenMayhemMCP · sign-in

    Routes inference requests from buyers to independent sellers' hosted models for chat, image, embedding and speech tasks.

    2
22. #140T

    The AggregateMCP · open

    Ranks large language models from many benchmarks into one daily leaderboard, with task-level analysis and custom saved rankings.

    1
23. #141N

    NodegroveMCP · open

    Attaches a cloud GPU on wake for running open models, ComfyUI workflows and LoRA fine-tuning, with files kept while asleep.

    1
    Active
24. #173C

    CueMap

    Memory layer written in Rust that stores and recalls context for AI applications, with local semantic reranking.

    23 linking domains
    Active
25. #192L

    Living Memory MCPMCP · sign-in

    Provides shared memory for AI agents across models, devices, and apps via MCP server.

    Emerging
26. #196O

    OceanTokenMCP · sign-in

    Routes requests to many hosted AI models through one OpenAI-compatible endpoint, so existing client code needs no changes.

    Little sign of use
    Active
27. A

    AI Latency TrackerMCP · open

    Probes AI inference APIs every five minutes from four regions and reports edge latency and uptime per provider.

    2
    Active
    2026
28. D

    DecionisMCP · sign-in

    Evaluates AI agent and automated system actions against policy, returning allow, escalate or block with signed decision records.

    27
    Active
    From $49/mo
    2026
29. G

    GPU CloudMCP · open

    Rents hourly NVIDIA GPU servers hosted in Canada, with SSH access and preconfigured images for training and inference.

    1
    Active
    From ≈ $0.45 per use
30. R

    Raintree TechnologyMCP · open

    Open-source tools for building and evaluating AI agents, plus published research on agentic systems.

    8
    Active
31. S

    ScaledThoughtMCP · sign-in

    Serves open-weight language models through one OpenAI-compatible endpoint, with per-key spending budgets and billing from prepaid credits.

    1.2k installs/mo
    Active
    From $0.22 per use
32. S

    ServerSearcherMCP · open

    Filters dedicated, virtual, cloud and GPU server plans from several hosting providers by RAM, CPU, location and price.

    56
    Active
33. S

    StudioTV — Interactive LearningMCP · open

    Estimates how many GPUs a language model needs and tracks hourly GPU rental prices across eleven cloud providers.

    1
    Active
34. V

    vpsudoMCP · open

    Compares live VPS, bare metal and GPU hosting prices and specs across providers, refreshed daily, with affiliate links.

    199
    Active
    Free
35. V

    VRAMGlassMCP · sign-in

    Tracks GPU and RAM prices across eBay, Amazon and Xianyu, comparing VRAM, bandwidth and throughput specs for local LLM hardware.

    19
    Active