{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ufs6cggzze8x","handle":"sheetforge-mcp","url":"https://wellknown.network/agents/sheetforge-mcp","links":{"self":"https://wellknown.network/agents/sheetforge-mcp/record.json","html":"https://wellknown.network/agents/sheetforge-mcp","markdown":"https://wellknown.network/agents/sheetforge-mcp/record.md","api":"https://wellknown.network/api/v1/agents/sheetforge-mcp","status":"https://wellknown.network/api/v1/agents/sheetforge-mcp/status","claim":"https://wellknown.network/agents/sheetforge-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/sheetforge-mcp/claim.json","badge":"https://wellknown.network/agents/sheetforge-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/sheetforge-mcp/history","tools":"https://wellknown.network/api/v1/agents/sheetforge-mcp/tools"},"ard":{"identifier":"urn:air::server:sheetforge-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"sheetforge-mcp","summary":"Local-first Excel MCP server for AI agents, spreadsheet automation, workbook introspection, and safer .xlsx mutation with openpyxl","description":"# SheetForge MCP\n\n> Local-first Excel MCP server for AI agents that need structured reads, workbook introspection, and safer `.xlsx` mutation.\n\nSheetForge MCP is an Excel MCP server for `.xlsx` automation over the Model Context Protocol. It is built for AI agents, MCP clients, and automation workflows that need more than raw cell access: compact structured reads, workbook-aware guidance, layout-aware inspection, and safer write paths with Python and `openpyxl`, without launching Microsoft Excel or LibreOffice.\n\nIf you are looking for an Excel MCP server for spreadsheet automation, workbook inspection, Excel report generation, dashboard authoring, or `.xlsx` editing from AI tools, SheetForge MCP is built for that workflow.\n\nInstead of treating every sheet as a blind cell grid, SheetForge helps agents distinguish native Excel tables, worksheet-shaped datasets, layout-heavy dashboards, and chart sheets, then choose the right read or mutation path for each workbook task.\n\nPackage name: `sheetforge-mcp`\nCLI command: `sheetforge-mcp`\nPublished package release: `0.13.0`\nRepository docs track the current main-branch tool surface, which currently exposes `82` MCP tools.\nVerified Recipes v1 is included in `0.11.0`: reusable native-table reports with explicit checks and verified preview/commit.\nVerified Explanations v1 is included in `0.12.0`: read-only, independently reconciled changes between recomputed recipe results.\nVerified Rebase and Verified Scenarios v1 are included in `0.13.0`: intent-preserving keyed edits and outcome-checked alternatives with verified commits.\n\n## Why SheetForge\n\n- outcome-checked alternatives via `evaluate_workbook_scenarios`: compare explicit keyed changes against exact overall/group metric bounds, then commit one selected outcome with post-save recomputation and rollback\n- intent-preserving table edits via `apply_table_patch`: rebind keyed updates against a pinned base, reject changed premises and conflicting writes, and commit a fresh verified…","publisher":{"name":"SheetForge","url":null},"homepage":"https://github.com/iHeldan/sheetforge-mcp#readme","repository":"https://github.com/iHeldan/sheetforge-mcp#readme","version":"0.13.0","license":null,"protocols":["mcp"],"tags":["ai-agents","automation","dashboard","excel","mcp","model-context-protocol","openpyxl","reporting","spreadsheet","workbook","xlsx"],"pricing":null,"endpoints":[{"url":"pypi:sheetforge-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":"documents.spreadsheets","name":"Spreadsheets","confidence":1,"provenance":"declared"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"declared"}],"categories":["analytics","documents"],"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":"sheetforge-mcp","registry":"pypi","observedAt":"2026-10-28T22:24:31.710Z","publishedAt":"2026-10-28T20:13:02.087697Z","latestVersion":"0.13.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"sheetforge-mcp","url":"https://pypi.org/project/sheetforge-mcp/","firstSeenAt":"2026-09-10T12:21:52.004Z","fetchedAt":"2026-10-28T22:23:11.163Z","normalizedAt":"2026-10-28T22:23:11.163Z"}]},"firstSeenAt":"2026-09-10T12:21:52.004Z","updatedAt":"2026-10-28T22:24:31.710Z"}