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specwise-mcp

specwise-mcp

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specwise.bytestay.ptDeveloper Tools0Updated 1d ago

About specwise-mcp

specwise-mcp is an open-source MCP server for coding agents to validate API specifications and JSON Schema. It also compares OpenAPI versions, including a base version from git, and classifies changes.

Key features

  1. 01Validates OpenAPI and Swagger documents
  2. 02Compares OpenAPI versions for breaking changes
  3. 03Can use a git reference as the base version
  4. 04Validates JSON Schema and optional data

Use cases

  1. 01Checking an API contract before release
  2. 02Reviewing specification changes against git
  3. 03Validating data against a JSON Schema

MCP support

Exposes `validate_openapi`, `diff_openapi`, and `validate_json_schema` tools to MCP clients. It runs locally over stdio and calls the Specwise API.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

mcp.json · Universal config
{
"mcpServers": {
"bytestay-specwise": {
"command": "uvx",
"args": [
"bytestay-specwise-mcp"
],
"env": {
"RAPIDAPI_KEY": "<RAPIDAPI_KEY>",
"API_MARKET_KEY": "<API_MARKET_KEY>",
"BYTESTAY_MARKETPLACE": "<BYTESTAY_MARKETPLACE>"
}
}
}
}
Run commanduvx bytestay-specwise-mcp
Environment variables to set
RAPIDAPI_KEYSecretYour RapidAPI key
API_MARKET_KEYSecretYour api.market key, used when RAPIDAPI_KEY is not set
BYTESTAY_MARKETPLACErapidapi or apimarket, when both keys are set (the old name HFL_MARKETPLACE still works)

Local servers need a runtime on your machine (e.g. Node.js 18+). Config file locations differ by client; see your client’s docs.

Packages
pypibytestay-specwise-mcp0.2.8

Tools

No tool list yet

Local servers expose tools only once running on your machine, and the maintainer has not provided a tool list.

Details

From the project README

Specwise MCP server

M8ven Score CI PyPI Python 3.10+ License: MIT

Let your coding agent check an API contract: validate an OpenAPI document, find the breaking changes between two versions (also against git), and validate JSON Schemas and data.

The server is open source (MIT). It calls the Specwise API, which is paid, with a free plan.

  • You use your own key, from RapidAPI or api.market.
  • Every tool call is one request on your plan.
  • The free Basic plan has 15 requests a month, with a hard limit, so it never runs up a bill.

1. Get a key

marketplace
RapidAPIplans
api.marketstore

2. Add the server to your MCP client

The server runs locally over stdio with uv. Put your key in its environment.

JSON configuration (Claude Desktop, Cursor, VS Code and most clients):

{
  "mcpServers": {
    "specwise": {
      "command": "uvx",
      "args": ["--from", "bytestay-specwise-mcp", "specwise-mcp"],
      "env": { "RAPIDAPI_KEY": "your-rapidapi-key" }
    }
  }
}

Claude Code:

claude mcp add specwise --env RAPIDAPI_KEY=your-rapidapi-key -- uvx --from bytestay-specwise-mcp specwise-mcp
Environment
variablemeaning
RAPIDAPI_KEYyour RapidAPI key
API_MARKET_KEYyour api.market key, used when RAPIDAPI_KEY is not set
HFL_MARKETPLACErapidapi or apimarket, when both keys are set

Without a key the server still starts. The first tool call then explains where to get one.

Also listed on Glama:

specwise-mcp on Glama

3. Tools

toolwhat it does
validate_openapi(spec=… | spec_path=…)every error with its JSON Pointer, line and column, plus lint warnings (OpenAPI 3.x and Swagger 2.0)
diff_openapi(...)each change between two OpenAPI 3.x versions is breaking, warning, non-breaking or info, with a semver suggestion
validate_json_schema(schema=… | schema_path=…, instance=… | instance_path=…, draft=None)checks the schema against its meta-schema and, if given, the data against the schema

diff_openapi takes the two versions in one of three ways:

  • base and revision as text;
  • base_path and revision_path as files;
  • revision_path with base_git_ref. For example, after editing a spec: revision_path="openapi.yaml", base_git_ref="main".

Every tool returns the API's JSON response.

  • When the marketplace reports it, quota_remaining is added: the requests left on your plan this month.
  • Errors are explained in plain words, with what to do next:
    • key refused, with the link to subscribe;
    • quota reached, with the plans;
    • input the API couldn't process, with the API's reason.

Privacy

  • Local files are read only when a tool is given their path. They are sent to the API for that one request.
  • The API processes inputs in memory and doesn't store them. See the privacy policy.
  • Your key is only sent to the marketplace you chose.

Limits

  • Documents up to about 900 KiB each.
  • External $refs are not fetched. Bundle multi-file specs first (redocly bundle).
  • The diff needs OpenAPI 3.x; Swagger 2.0 can be validated, not diffed.
  • The server needs Python 3.10+ (uv installs it for you).

Development

uv venv && uv pip install -e ".[dev]"
.venv/bin/pytest            # unit tests, no network; 100% coverage required
.venv/bin/ruff check src tests scripts

scripts/e2e_stdio.py specwise runs the server over stdio, as a client would, and calls its tools against the real API. It needs RAPIDAPI_KEY or API_MARKET_KEY.

Licence

MIT. Specwise itself is a paid API with a free plan, run by ByteStay.

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