MCP server for the Paper Scoring core
Wellknown found it in public sources; nobody has proven control of it yet. Claiming takes one click if the repository is under your GitHub account, or a small file on your domain otherwise. Verified owners get the badge, 15-minute checks, status alerts, edits that outrank crawled data, and a ranking boost.
Agents can do it too: POST https://wellknown.network/api/v1/claims with {"agent":"paper-scoring-mcp","method":"well_known_file"} — machine-readable steps at claim.json, guide at /docs/claim.
Everything here was measured by our prober or read from a registry. Nothing is self-reported.
Attributed to the source that supplied each field. Treated as claims, not facts.
# Paper Scoring MCP MCP v2 transport adapter for `paper-scoring-core`. It accepts normalized paper content, invokes an explicitly configured assessment connector, and returns the versioned core `ScoreResult` schema. ## Install Choose the provider extra needed at runtime: ```shell python -m pip install "paper-scoring-mcp[openai]==0.1.0" ``` On Windows, the equivalent command is: ```powershell py -m pip install "paper-scoring-mcp[openai]==0.1.0" ``` The `ollama`, `openalex`, and `all` extras are also available. Dependencies between Paper Scoring repositories are normal PyPI requirements; no Git or filesystem dependency is embedded in the distribution. ## Runtime configuration Configuration is read only when the executable starts. Importing the package does not read `.env` or process environment values. Pass a UTF-8 file explicitly when dotenv injection is wanted: ```shell paper-scoring-mcp --env-file .env --transport stdio ``` Existing process values take precedence over values in the file. The `--env-file` loader accepts only the keys shown in `.env.example`, which prevents an accidental dotenv file from changing unrelated process behavior. Never commit a populated `.env` file. ## Transports STDIO is suitable for local agent clients and keeps diagnostic logging on stderr so stdout remains an MCP protocol channel: ```shell paper-scoring-mcp --env-file .env --transport stdio ``` Streamable HTTP exposes the MCP endpoint at `/mcp`: ```shell paper-scoring-mcp --env-file .env --transport streamable-http \ --host 127.0.0.1 --port 8000 ``` PowerShell uses the same executable without shell-specific syntax: ```powershell paper-scoring-mcp --env-file .env --transport streamable-http --host 127.0.0.1 --port 8000 ``` DNS-rebinding protection is always enabled. A wildcard bind accepts only loopback Host values by default. For a deliberate reverse-proxy deployment, repeat `--allowed-host` and `--allowed-origin` with the exact public values. The server does not…
Mapped onto the structured taxonomy from declared text and observed tool names. Confidence shown for derived entries.
Every source is kept verbatim. Field changes are logged as events.