SERVER

Specwise

Rank #30,681

io.github.hybridforgelab/specwise-mcp

OpenAPI and JSON Schema validation and OpenAPI breaking-change diffs for AI agents.

1 version

by hybridforgelab (4 servers)View repository ↗

First listed

Oct 30, 2026

Last publish date

Nov 2, 2026

PURPOSE

What you can do with Specwise

Specwise is a Model Context Protocol (MCP) server published by hybridforgelab. It ranks #30,681 of 167,945 active servers on MCP Toplist. Specwise is listed across 2 registries — Official MCP and Glama, with 1 tracked version. It was first listed on Oct 30, 2026 and most recently updated on Nov 2, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Specwise can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Specwise

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Nov 3, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

RAPIDAPI_KEY · optional
API_MARKET_KEY · optional
HFL_MARKETPLACE · optional

INSTALLATION AND FIRST TASK

Connect Specwise and confirm it works

Python package (PyPI)

claude mcp add specwise-mcp -e "RAPIDAPI_KEY=<your RAPIDAPI_KEY>" -e "API_MARKET_KEY=<your API_MARKET_KEY>" -e "HFL_MARKETPLACE=<your HFL_MARKETPLACE>" -- uvx hybridforgelab-specwise-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.specwise-mcp]
command = "uvx"
args = ["hybridforgelab-specwise-mcp"]

[mcp_servers.specwise-mcp.env]
RAPIDAPI_KEY = "<your RAPIDAPI_KEY>"
API_MARKET_KEY = "<your API_MARKET_KEY>"
HFL_MARKETPLACE = "<your HFL_MARKETPLACE>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "specwise-mcp": {
      "command": "uvx",
      "args": [
        "hybridforgelab-specwise-mcp"
      ],
      "env": {
        "RAPIDAPI_KEY": "<your RAPIDAPI_KEY>",
        "API_MARKET_KEY": "<your API_MARKET_KEY>",
        "HFL_MARKETPLACE": "<your HFL_MARKETPLACE>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "specwise-mcp": {
      "command": "uvx",
      "args": [
        "hybridforgelab-specwise-mcp"
      ],
      "env": {
        "RAPIDAPI_KEY": "<your RAPIDAPI_KEY>",
        "API_MARKET_KEY": "<your API_MARKET_KEY>",
        "HFL_MARKETPLACE": "<your HFL_MARKETPLACE>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "specwise-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "hybridforgelab-specwise-mcp"
      ],
      "env": {
        "RAPIDAPI_KEY": "<your RAPIDAPI_KEY>",
        "API_MARKET_KEY": "<your API_MARKET_KEY>",
        "HFL_MARKETPLACE": "<your HFL_MARKETPLACE>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "specwise-mcp": {
      "command": "uvx",
      "args": [
        "hybridforgelab-specwise-mcp"
      ],
      "env": {
        "RAPIDAPI_KEY": "<your RAPIDAPI_KEY>",
        "API_MARKET_KEY": "<your API_MARKET_KEY>",
        "HFL_MARKETPLACE": "<your HFL_MARKETPLACE>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "specwise-mcp": {
      "command": "uvx",
      "args": [
        "hybridforgelab-specwise-mcp"
      ],
      "env": {
        "RAPIDAPI_KEY": "<your RAPIDAPI_KEY>",
        "API_MARKET_KEY": "<your API_MARKET_KEY>",
        "HFL_MARKETPLACE": "<your HFL_MARKETPLACE>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by hybridforgelab

View all hybridforgelab servers →

No task-specific alternatives are catalogued for Specwiseyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Oct 30, 2026
Latest version published: Nov 2, 2026
Version history: 1 version tracked (below)
Requirements evidence: Declared by Glama, last synced Nov 3, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Nov 3, 2026

Registry sightings

Glama ↗listed since Oct 31, 2026 · still listed
Official MCP ↗listed since Nov 3, 2026 · still listed

Do you maintain Specwise? to correct or enrich this profile.

VERSIONS

Available versions (1)

Version	Published
0.2.0	Nov 2, 2026

STANDING

#30,681of 167,945 active serversTop 25%

Ranks ahead of 137,264 of 167,945 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.hybridforgelab%2Fspecwise-mcp.svg)](https://mcptoplist.com/server/io.github.hybridforgelab%2Fspecwise-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.hybridforgelab%2Fspecwise-mcp"><img src="https://mcptoplist.com/badge/io.github.hybridforgelab%2Fspecwise-mcp.svg" alt="MCP Toplist: Top 25% of 167,945" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains Specwise?: Specwise is maintained by hybridforgelab, which publishes 4 MCP servers (4 total versions) tracked on MCP Toplist.
Is Specwise listed on the Official MCP Registry?: Yes — Specwise is listed on the Official MCP Registry, alongside Glama.
How many versions does Specwise have?: MCP Toplist tracks 1 version of Specwise, most recently published on Nov 2, 2026.
Where can I find the source code for Specwise?: The source code for Specwise is hosted at github.com/hybridforgelab/specwise-mcp.

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