# Pyfile LLM & Data API

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

- name: io.github.pyfile-toolkit/pyfile-llm
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 93/100
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.pyfile-toolkit%2Fpyfile-llm
- tools: https://api.protogrid.dev/v1/servers/io.github.pyfile-toolkit%2Fpyfile-llm/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "pyfile-llm": {
      "type": "http",
      "url": "https://pyfile-agent.taile3ff35.ts.net:8443/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 98
- freshness: 85
- provenance: 90
- drivers: +repository +namespace-matches-repo +website +reachable +uptime-95% ~updated-40d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: crypto_price (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); brief (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); enrich (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 1,072 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 13, about 1,072 tokens to load them all
- tool set hash: 8d17739e96aba474bf37366dd5a1a769
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.pyfile-toolkit/pyfile-llm.svg)](https://protogrid.dev/servers/io.github.pyfile-toolkit/pyfile-llm)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://pyfile-agent.taile3ff35.ts.net:8443/mcp (streamable-http, auth none, reachable true, uptime30d 0.954955)

## Packages

_none_

## Tools (13)

- `base_gas`: Current Base L2 gas price in wei and gwei.
- `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.
- `chat`: Ask an LLM a question. Returns a text completion.
- `crypto_price`: Current USD prices for one or more coins (CoinGecko ids, comma-separated).
- `dns_lookup`: Resolve a DNS record (A, AAAA, MX, TXT, NS).
- `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.
- `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.
- `fair_pick`: Provably-fair selection of one winner from a list of candidates. For bounties with a single prize.
- `fda_lookup`: US FDA open data: drug adverse events, drug/food/device recalls, drug labels.
- `kyb_screening`: Composite counterparty due-diligence: OFAC SDN sanctions screening + GLEIF LEI + SEC EDGAR in one call. Requires a Bearer key.
- `ofac_sanctions_search`: Search the US Treasury OFAC SDN sanctions list by entity name (KYB/AML screening).
- `web_read`: Fetch any public web page and return its main readable content as clean Markdown (nav/ads stripped) for RAG and agent pipelines.
- `wikipedia_summary`: Short summary of a Wikipedia article by title.