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

Read-only probes

MCP server · Payments & trading

Pyfile LLM & Data API

By pyfile-toolkit Verified namespace

Pay-per-call LLM chat plus data tools: DNS, crypto, Base gas, Wikipedia. x402 USDC or Lightning.

WebsiteSource codeFinance & paymentsAI models & agentsKnowledge & research
Connect to Pyfile LLM & Data API
Checks passed
8 / 22

4 failed · 10 not measured

Median response
293 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
13

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Check failed

The last measured handshake failed. Open the listing for evidence.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
131
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
003
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
402

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

Inspect individual checks 22 recorded

Core

  • Fail
    Reachable

    Latest probe outcome is unreachable.

  • Fail
    Valid handshake

    initialize did not return a supported protocolVersion and serverInfo.name.

  • Fail
    Lists tools

    tools/list did not return a tool.

  • Not measured
    Current protocol

    No negotiated protocol version.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 293 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 293 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 2 attempts returned a tool list in 30 days (50%). 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

  • Not measured
    Open access

    The latest probe was unreachable, so open access is not measured.

  • 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.

  • Pass
    Parameters documented

    25 of 27 parameters have a description (93%). The bar is 80%.

  • Fail
    Safety hints

    13 tools set neither readOnlyHint nor 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.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Pass
    Repo owner matches

    The GitHub repository owner matches the namespace login.

  • Pass
    Recently updated

    Updated 2026-09-10T13:15:56.210738Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using Pyfile LLM & Data API

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 pyfile-llm-data-api https://pyfile-agent.taile3ff35.ts.net:8443/mcp

Capabilities

Tools 13

base_gas

Current Base L2 gas price in wei and gwei.

Discovered
brief

Composite analyst brief: gathers live market facts (crypto prices, DeFi yields, Base block height) and returns an LLM-written brief with headline, key points, and a take. Requires a Bearer key.

Discovered
chat

Ask an LLM a question. Returns a text completion.

Discovered
crypto_price

Current USD prices for one or more coins (CoinGecko ids, comma-separated).

Discovered
dns_lookup

Resolve a DNS record (A, AAAA, MX, TXT, NS).

Discovered
enrich

One-call domain/company enrichment: DNS A records + certificate transparency names + GLEIF LEI + OFAC SDN + web snapshot, with an aggregate risk_summary. Requires a Bearer key.

Discovered
fair_draw

Provably-fair random integer from a committed seed (commit-reveal). Use for verifiable winner selection, raffles and allocations. Reveal the seed afterwards so anyone can reproduce the result.

Discovered
fair_pick

Provably-fair selection of one winner from a list of candidates. For bounties with a single prize.

Discovered
fda_lookup

US FDA open data: drug adverse events, drug/food/device recalls, drug labels.

Discovered
kyb_screening

Composite counterparty due-diligence: OFAC SDN sanctions screening + GLEIF LEI + SEC EDGAR in one call. Requires a Bearer key.

Discovered
ofac_sanctions_search

Search the US Treasury OFAC SDN sanctions list by entity name (KYB/AML screening).

Discovered
web_read

Fetch any public web page and return its main readable content as clean Markdown (nav/ads stripped) for RAG and agent pipelines.

Discovered
wikipedia_summary

Short summary of a Wikipedia article by title.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
unreachable65 ms—
Connected293 ms13

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