{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_bg5u8jv8gz53","handle":"scope-mcp","url":"https://wellknown.network/agents/scope-mcp","links":{"self":"https://wellknown.network/agents/scope-mcp/record.json","html":"https://wellknown.network/agents/scope-mcp","markdown":"https://wellknown.network/agents/scope-mcp/record.md","api":"https://wellknown.network/api/v1/agents/scope-mcp","status":"https://wellknown.network/api/v1/agents/scope-mcp/status","claim":"https://wellknown.network/agents/scope-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/scope-mcp/claim.json","badge":"https://wellknown.network/agents/scope-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/scope-mcp/history","tools":"https://wellknown.network/api/v1/agents/scope-mcp/tools"},"ard":{"identifier":"urn:air::server:scope-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"scope-mcp","summary":"Give your AI coding assistant real code understanding — powered by the same engines VS Code uses","description":"[![PyPI](https://img.shields.io/pypi/v/scope-mcp)](https://pypi.org/project/scope-mcp/) \n[![Python](https://img.shields.io/pypi/pyversions/scope-mcp)](https://pypi.org/project/scope-mcp/) \n \n# scope-mcp \n \n**A tool that gives your AI coding assistant superpowers.** Instead of guessing what your code does, it gets real answers straight from the same engines VS Code uses — so it actually understands functions, classes, types, and where things connect. \n \nNo setup. No indexing. Just works. \n \n## What's the problem? \n \nWhen you ask an AI to \"find where `get_lsp` is called,\" most tools do a text search — like Ctrl+Shift+F. That returns *everything* named `get_lsp`: the definition, comments, imports, false positives. You have to dig through the noise. \n \n``` \n┌─ grep (text search) ─────────────────────┐ \n│  project.py:75  def get_lsp(self, lang)   │  ← definition (not a call) \n│  project.py:110 return await get_lsp(lang)│  ← actual call \n│  project.py:117 lsp = await get_lsp(lang) │  ← actual call \n│  project.py:81  cfg = LSP_REGISTRY...     │  ← noise \n│  project.py:109 async def get_lsp_for...  │  ← noise \n│    5 results · 3 are noise                │ \n└───────────────────────────────────────────┘ \n \n┌─ scope (smart search) ────────────────────┐ \n│  [call site] project.py:110               │ \n│  [call site] project.py:117               │ \n│    2 results · 0 noise                    │ \n└───────────────────────────────────────────┘ \n``` \n \nScope asks the compiler instead. You get only what you actually asked for. \n \n[→ See the benchmarks](BENCHMARKS.md) — up to 25x fewer tokens, 0% false positives. \n \n## What you can do with it \n \n| Instead of digging through files... | Just ask scope... | You get | \n|---|---|---| \n| Grepping for a function name and filtering out junk | `find_references(\"get_lsp\")` | Only the places where it's actually called — no noise | \n| Reading a whole file to figure out what's in it | `explain_file(\"server.py\")` | A clean summary: language, line co…","publisher":{"name":"Deviprasad Shetty","url":null},"homepage":"https://github.com/deviprasadshetty-dev/scope","repository":"https://github.com/deviprasadshetty-dev/scope/issues","version":"0.1.4","license":null,"protocols":["mcp"],"tags":["mcp","lsp","ai","code-navigation","claude","coding-assistant"],"pricing":null,"endpoints":[{"url":"pypi:scope-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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.generation","name":"Code Generation","confidence":1,"provenance":"derived"}],"categories":["code"],"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":"scope-mcp","registry":"pypi","observedAt":"2026-10-22T19:28:08.781Z","publishedAt":"2026-06-23T07:03:09.543902Z","latestVersion":"0.1.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"scope-mcp","url":"https://pypi.org/project/scope-mcp/","firstSeenAt":"2026-09-10T12:20:57.286Z","fetchedAt":"2026-10-22T19:27:01.529Z","normalizedAt":"2026-10-22T19:27:01.529Z"}]},"firstSeenAt":"2026-09-10T12:20:57.286Z","updatedAt":"2026-10-22T19:28:08.781Z"}