{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_7bthfxys4q6z","handle":"slugline-mcp","url":"https://wellknown.network/agents/slugline-mcp","links":{"self":"https://wellknown.network/agents/slugline-mcp/record.json","html":"https://wellknown.network/agents/slugline-mcp","markdown":"https://wellknown.network/agents/slugline-mcp/record.md","api":"https://wellknown.network/api/v1/agents/slugline-mcp","status":"https://wellknown.network/api/v1/agents/slugline-mcp/status","claim":"https://wellknown.network/agents/slugline-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/slugline-mcp/claim.json","badge":"https://wellknown.network/agents/slugline-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:slugline-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"slugline-mcp","summary":"MCP server for brutal, evidence-based screenplay analysis via retrieval over a reference database of real scripts.","description":"<div align=\"center\">\n\n# 🎬 slugline-mcp\n\n### Brutal, evidence-based screenplay analysis — grounded in real produced scripts.\n**Mood, next-action suggestions, and \"X meets Y\" comparisons, backed by retrieval over ~2,200 real screenplays. One MCP server. Zero vibes-based feedback.**\n\n**Under the hood: a full Retrieval-Augmented Generation (RAG) pipeline — chunking, vector\nembeddings, semantic search, and local zero-shot classification — exposed entirely as\nModel Context Protocol (MCP) tools, with zero LLM calls from the server itself.**\n\nslugline-mcp doesn't write or judge your scene itself — it retrieves real produced scenes\nsimilar to yours (or matching a mood you're chasing) so *your own* connected Claude can\nground its feedback in evidence instead of guessing. It's the *retrieval* half of RAG,\nfull stop: parse, embed, index, and semantically search real screenplays, then hand that\ngrounded evidence to Claude over MCP.\n\n[![PyPI](https://img.shields.io/pypi/v/slugline-mcp?logo=pypi&logoColor=white&color=blue)](https://pypi.org/project/slugline-mcp/)\n[![Architecture](https://img.shields.io/badge/architecture-RAG_pipeline-8a2be2)](#-how-the-rag-pipeline-works)\n[![Python](https://img.shields.io/badge/python-3.11+-blue.svg?logo=python&logoColor=white)](https://www.python.org/)\n[![MCP](https://img.shields.io/badge/Model_Context_Protocol-server-black)](https://modelcontextprotocol.io)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n[![Stars](https://img.shields.io/github/stars/NalluriTanavreddy/slugline-mcp?style=flat&color=yellow)](https://github.com/NalluriTanavreddy/slugline-mcp/stargazers)\n\n⭐ Star this repo if you find it useful.\n\n</div>\n\n---\n\n> **Try it:**\n>\n> - 📦 **Install it** — `uvx slugline-mcp` (or `uv pip install slugline-mcp`), published on\n>   [PyPI](https://pypi.org/project/slugline-mcp/)\n> - 🔌 **Add it to Claude Desktop** — see [`docs/claude_desktop.md`](docs/claude_desktop.md) for the config\n> - 🎬 **Ask about your scene**…","publisher":null,"homepage":"https://github.com/NalluriTanavreddy/slugline-mcp","repository":"https://github.com/NalluriTanavreddy/slugline-mcp","version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:slugline-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"slugline-mcp","registry":"pypi","observedAt":"2026-09-10T12:23:35.898Z","publishedAt":"2026-07-31T15:50:44.112324Z","latestVersion":"0.1.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"slugline-mcp","url":"https://pypi.org/project/slugline-mcp/","firstSeenAt":"2026-09-10T12:22:35.357Z","fetchedAt":"2026-09-10T12:22:35.357Z","normalizedAt":"2026-09-10T12:22:35.357Z"}]},"firstSeenAt":"2026-09-10T12:22:35.357Z","updatedAt":"2026-09-10T12:23:35.898Z"}