{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_8wavma7k9g26","handle":"gus-mcp","url":"https://wellknown.network/agents/gus-mcp","links":{"self":"https://wellknown.network/agents/gus-mcp/record.json","html":"https://wellknown.network/agents/gus-mcp","markdown":"https://wellknown.network/agents/gus-mcp/record.md","api":"https://wellknown.network/api/v1/agents/gus-mcp","status":"https://wellknown.network/api/v1/agents/gus-mcp/status","claim":"https://wellknown.network/agents/gus-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gus-mcp/claim.json","badge":"https://wellknown.network/agents/gus-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gus-mcp/history","tools":"https://wellknown.network/api/v1/agents/gus-mcp/tools"},"ard":{"identifier":"urn:air::server:gus-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gus-mcp","summary":"Relevant-context retrieval for AI coding agents, over MCP and CLI","description":"<h1 align=\"center\">Gus</h1>\n\n<p align=\"center\">\n  <em>Your agent doesn't need the whole file. It needs the six lines that answer the question.</em>\n</p>\n\n<p align=\"center\">\n  <img src=\"https://img.shields.io/badge/MCP-server%20%2B%20CLI-111111?style=flat-square\" alt=\"MCP server and CLI\">\n  <img src=\"https://img.shields.io/badge/runs-100%25%20local-111111?style=flat-square\" alt=\"Runs 100% local\">\n  <img src=\"https://img.shields.io/badge/python-3.10%2B-111111?style=flat-square\" alt=\"Python 3.10+\">\n  <img src=\"https://img.shields.io/badge/license-MIT-111111?style=flat-square\" alt=\"MIT license\">\n</p>\n\n<p align=\"center\">\n  <strong>68% less context per question &middot; the right code in the top 5, 4 times in 5 &middot; no API keys, no services</strong><br>\n  <sub>Measured on 33 held-out, hand-checked questions about <a href=\"https://github.com/encode/httpx\">httpx</a> and <a href=\"https://github.com/sindresorhus/ky\">ky</a> at pinned commits, with the default model, against reading the one file that holds the answer. Tokens are real tiktoken counts. When Gus misses, the file read is still counted. The optional <code>quality</code> model puts the right code <em>first</em> 70% of the time instead of 45%. <a href=\"https://github.com/SUD747/gus/blob/main/CONTRIBUTING.md#evaluation\">How it's measured</a>.</sub>\n</p>\n\n<p align=\"center\">\n  Wires into <strong>Claude Code</strong> &middot; <strong>Cursor</strong> &middot; <strong>Codex CLI</strong> &middot; <strong>Antigravity CLI</strong> &middot; any MCP client &middot; any shell\n</p>\n\n---\n\nYou ask your agent where cookies are persisted between requests. It opens `httpx/_client.py`: 2,019 lines,\nabout 13,700 tokens, to find a six-line property. Then it does the same thing for the next question, and the\none after that, until the context window is full of code it read once and never needed.\n\nGus is a local context-retrieval layer for AI coding agents. The agent asks a question and gets back only the\nfunctions, classes, doc section…","publisher":{"name":"Sudhansriram Manibalan","url":null},"homepage":"https://github.com/SUD747/gus","repository":"https://github.com/SUD747/gus","version":"0.1.0","license":null,"protocols":["mcp"],"tags":["claude-code","code-search","codex","cursor","embeddings","mcp","retrieval"],"pricing":null,"endpoints":[{"url":"pypi:gus-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":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"}],"categories":["data"],"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":"gus-mcp","registry":"pypi","observedAt":"2026-11-09T06:27:53.295Z","publishedAt":"2026-09-14T19:04:06.465858Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gus-mcp","url":"https://pypi.org/project/gus-mcp/","firstSeenAt":"2026-09-15T16:20:00.038Z","fetchedAt":"2026-11-09T06:26:36.750Z","normalizedAt":"2026-11-09T06:26:36.750Z"}]},"firstSeenAt":"2026-09-15T16:20:00.038Z","updatedAt":"2026-11-09T06:27:53.295Z"}