{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vh4qwu88mn8c","handle":"redshift-comment-mcp","url":"https://wellknown.network/agents/redshift-comment-mcp","links":{"self":"https://wellknown.network/agents/redshift-comment-mcp/record.json","html":"https://wellknown.network/agents/redshift-comment-mcp","markdown":"https://wellknown.network/agents/redshift-comment-mcp/record.md","api":"https://wellknown.network/api/v1/agents/redshift-comment-mcp","status":"https://wellknown.network/api/v1/agents/redshift-comment-mcp/status","claim":"https://wellknown.network/agents/redshift-comment-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/redshift-comment-mcp/claim.json","badge":"https://wellknown.network/agents/redshift-comment-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:redshift-comment-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"redshift-comment-mcp","summary":"A Model-Context Protocol server for Amazon Redshift.","description":"# redshift-comment-mcp\n\n**English** · [日本語](README.ja.md) · [繁體中文](README.zh-TW.md)\n\nA read-only **Model Context Protocol** server for Amazon Redshift,\nplus a Claude Code plugin with 6 slash-command skills built on top.\nDesigned around one assertion: **column names lie, comments don't**\n— so the server exposes comments aggressively and the skills compose\nthose tools into the discovery workflows you actually do every day.\n\n```\n\"What values does dbt_marts.fct_orders.status really hold?\"\n   → /redshift-profile dbt_marts.fct_orders status\n   → cardinality, top-N, null rate, min/max, existing comment — one round.\n```\n\n## Why this exists\n\nIf you've ever opened an unfamiliar Redshift table and squinted at\ncolumn names like `f3`, `legacy_id_v2`, or `status` (which `status`?),\nyou already know the pain. dbt manifests are too narrow. Web GUIs\nare too slow. Hand-written SQL is too repetitive.\n\nThis plugin's charter is **Guided Data Discovery**:\n\n- **Comments first.** Every list / search tool returns the column,\n  table, or schema comment when asked — names are advisory, comments\n  are authoritative.\n- **Read-only by construction.** `execute_sql` rejects DDL / DML at\n  the parse layer; no skill in this repo can mutate Redshift.\n- **MCP-composed skills.** New workflows are built by stringing\n  together existing tools, not by adding new database connections.\n- **No persistence.** No synthesis layer, no `.redshift-wiki/`\n  markdown, no stale tracking. Persistence belongs in a separate plugin.\n\nSee [`implementation_guide.md`](implementation_guide.md) §1.2 for the\nfull charter.\n\n## What you get\n\n### MCP tools (13, defined in [`src/redshift_comment_mcp/`](src/redshift_comment_mcp/))\n\n| Group | Tools |\n|---|---|\n| List | `list_schemas` · `list_tables` · `list_columns` |\n| Search (hit-count ranked) | `search_schemas` · `search_tables` · `search_columns` |\n| Comment retrieval | `get_schema_comment` · `get_table_comment` · `get_column_comment` · `get_all_column_comments` |\n| Query | `ex…","publisher":null,"homepage":"https://github.com/kouko/redshift-comment-mcp","repository":"https://github.com/kouko/redshift-comment-mcp/issues","version":"0.10.0","license":"MIT License\n        \n        Copyright (c) 2025 Redshift Commen…","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:redshift-comment-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":0.779,"provenance":"derived"}],"categories":["commerce","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":"redshift-comment-mcp","registry":"pypi","observedAt":"2026-09-10T11:28:19.548Z","publishedAt":"2026-06-21T03:51:46.666623Z","latestVersion":"0.10.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"redshift-comment-mcp","url":"https://pypi.org/project/redshift-comment-mcp/","firstSeenAt":"2026-09-10T11:26:30.809Z","fetchedAt":"2026-09-10T11:26:30.809Z","normalizedAt":"2026-09-10T11:26:30.809Z"}]},"firstSeenAt":"2026-09-10T11:26:30.809Z","updatedAt":"2026-09-10T11:28:19.548Z"}