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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

AIWiseRank

By VLCODE87

AI tools ranked by real web traffic, with pricing, free plans, alternatives and LLM API benchmarks.

WebsiteSource codeAI models & agents
Connect to AIWiseRank
Checks passed
11 / 22

3 failed · 8 not measured

Median response
367 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
7

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
222

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 367 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name aiwiserank.

  • Pass
    Lists tools

    tools/list returned 7 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 367 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 367 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    9 of 13 parameters have a description (69%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Fail
    Repo owner matches

    The GitHub repository owner does not match the namespace login.

  • Pass
    Recently updated

    Updated 2026-10-24T05:02:45.046219Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using AIWiseRank

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http aiwiserank https://aiwiserank.com/mcp

Capabilities

Tools 7

ai_traffic_report

Which AI tools gained and lost real-world usage in a month: key takeaways, biggest risers and fallers, category momentum. Defaults to the latest month.

Discovered
best_ai_tools

The most-used AI tools in a category, ranked by real web traffic, with pricing and links. Categories: Software Engineering, Design & Creative, AI Models, Writing & Content, Customer Support, Productivity, Marketing & SEO, Data Analytics, Video Production, Sales Intelligence.

Discovered
compare_ai_tools

Side-by-side comparison of 2 to 4 AI tools: traffic rank, trend, pricing, free plan, score and alternatives.

Discovered
get_ai_tool

Everything AIWiseRank knows about one AI tool: summary, category rank, global traffic rank and 7/30-day trend, pricing and free plan, score, top alternatives and links.

Discovered
list_ai_tool_categories

The AI tool categories AIWiseRank ranks, with how many tools each has and its most-visited tool.

Discovered
llm_api_pricing

API token prices (USD per 1M input/output tokens) for current AI models across providers (OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and more), with ARC-AGI-2 and SWE-bench Verified scores where published. Sort by cheapest, best ARC-AGI-2 or best SWE-bench.

Discovered
search_ai_tools

Find AI tools for a task or need (e.g. "edit podcast audio", "AI video avatars", "SEO keyword research"), ranked by real web traffic. Optional filters: category, free plan only, max monthly price in USD. Returns tools with pricing, rank and a link to each tool's AIWiseRank page.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected367 ms7

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