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OpenAPI to LLM Context

Pricing

$6.00 / 1,000 openapi spec converteds

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OpenAPI to LLM Context

OpenAPI to LLM Context

Convert OpenAPI and Swagger specs into LLM-ready endpoint Markdown, API reference JSONL, schema summaries, and agent context.

Pricing

$6.00 / 1,000 openapi spec converteds

Rating

0.0

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Developer

Orbiscribe Labs

Orbiscribe Labs

Maintained by Community

Actor stats

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Bookmarked

2

Total users

1

Monthly active users

2 days ago

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Use this Actor when you have an OpenAPI or Swagger spec and need compact context for coding agents, API copilots, documentation QA, or internal developer tools.

It parses public spec URLs or inline specs, normalizes endpoint records, summarizes schemas, and writes Markdown and JSONL artifacts that are easier to feed into LLM workflows than a raw spec file.

What you get

  • Dataset rows for API endpoints.
  • Endpoint method, path, operation ID, summary, tags, parameters, response codes, deprecated flag, auth hint hash, and Markdown.
  • Key-value outputs: LLM_CONTEXT.md, API_REFERENCE_JSONL, ENDPOINTS_MARKDOWN, ENDPOINT_CHUNKS_JSONL, SCHEMA_SUMMARY, BUYER_BRIEF, and RUN_SUMMARY.

Common workflows

  • Give a coding agent concise API context without pasting a full spec.
  • Export endpoint JSONL for API search or internal docs tools.
  • Review deprecated endpoints and schema names from multiple specs.
  • Convert partner APIs into a standard LLM-ready reference format.

Input

Provide specUrls for public JSON/YAML specs, or pass small specs in inlineSpecs. Use includeSchemas, includeDeprecated, and maxOperations to keep the output focused.

The default run is a dry run. It emits a small demo API without fetching live specs or calling custom pay-per-event charges.

Pricing

Recommended monetization: Pay per Event at $0.006 per openapi-llm-spec.

When pay-per-event pricing is enabled, dry runs are uncharged and free-plan callers get the first 25 processed specs without this Actor's custom event charge.

Limits and compliance

Use public specs or specs you are allowed to process. This Actor does not call the API described by the spec; it only converts the spec document.