{"id":50956367,"url":"https://github.com/dkosarevsky/albu-mcp","last_synced_at":"2026-06-19T08:00:57.755Z","repository":{"id":364552504,"uuid":"1268159067","full_name":"dKosarevsky/albu-mcp","owner":"dKosarevsky","description":"MCP for AlbumentationsX","archived":false,"fork":false,"pushed_at":"2026-06-17T20:33:33.000Z","size":601,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-18T07:32:11.533Z","etag":null,"topics":["ai","augmentation","mcp"],"latest_commit_sha":null,"homepage":"https://pypi.org/project/albumentationsx-mcp/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dKosarevsky.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-06-13T07:52:15.000Z","updated_at":"2026-06-17T20:33:37.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/dKosarevsky/albu-mcp","commit_stats":null,"previous_names":["dkosarevsky/albu-mcp"],"tags_count":23,"template":false,"template_full_name":null,"purl":"pkg:github/dKosarevsky/albu-mcp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dKosarevsky%2Falbu-mcp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dKosarevsky%2Falbu-mcp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dKosarevsky%2Falbu-mcp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dKosarevsky%2Falbu-mcp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dKosarevsky","download_url":"https://codeload.github.com/dKosarevsky/albu-mcp/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dKosarevsky%2Falbu-mcp/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34522042,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-19T02:00:06.005Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","augmentation","mcp"],"created_at":"2026-06-18T07:04:26.234Z","updated_at":"2026-06-19T08:00:57.750Z","avatar_url":"https://github.com/dKosarevsky.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AlbumentationsX MCP\n\nModel Context Protocol server for [AlbumentationsX](https://github.com/albumentations-team/AlbumentationsX):\ntransform discovery, pipeline validation, deterministic previews, feedback loops, and reproducible exports for computer\nvision augmentation work.\n\n\u003c!-- mcp-name: io.github.dKosarevsky/albu-mcp --\u003e\n\n[![CI](https://github.com/dKosarevsky/albu-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/dKosarevsky/albu-mcp/actions/workflows/ci.yml)\n[![PyPI](https://img.shields.io/pypi/v/albumentationsx-mcp)](https://pypi.org/project/albumentationsx-mcp/)\n[![Python](https://img.shields.io/badge/python-3.10--3.13-blue)](pyproject.toml)\n[![MCP Registry](https://img.shields.io/badge/MCP%20Registry-active-green)](https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.dKosarevsky/albu-mcp)\n\n## Purpose\n\nAlbumentationsX MCP is a thin, typed MCP layer around existing AlbumentationsX primitives. It helps MCP hosts:\n\n- discover transforms and schemas from `albu-spec`;\n- recommend and validate augmentation pipelines;\n- render local batch previews and compare preview runs;\n- record concrete feedback such as `too_noisy:high`;\n- export accepted pipelines and review reports.\n\nThe server does not execute arbitrary Python, fetch remote images, overwrite datasets, or train models. Local preview\naccess is bounded by `--allowed-root`, and generated artifacts are written under `--artifact-root`.\n\n## Quick Start\n\nRun the published server:\n\n```bash\nuvx --from albumentationsx-mcp albumentationsx-mcp\n```\n\nFor local development:\n\n```bash\nuv sync --all-extras --dev\nuv run albumentationsx-mcp\n```\n\nFor preview work, scope filesystem access explicitly:\n\n```bash\nuvx --from albumentationsx-mcp albumentationsx-mcp \\\n  --allowed-root /absolute/path/to/images \\\n  --artifact-root /absolute/path/to/albu-artifacts\n```\n\nCopyable host snippets are in [examples](examples/). Full host setup is in [docs/INSTALL.md](docs/INSTALL.md).\n\n## Host Workflow\n\nAfter connecting an MCP host:\n\n1. Read `albumentationsx://examples/client-smoke`.\n2. Call `run_host_smoke_check`.\n3. Continue only when `preview_ready` is true.\n4. Replace the path in `preview_request_template.request`.\n5. Call `validate_preview_request` before rendering user-provided paths.\n6. Call `render_preview_batch` on a small local image set.\n7. Inspect the contact sheet, then use `adjust_pipeline`, `compare_preview_runs`, and `export_pipeline`.\n\nIf preview setup fails, read `albumentationsx://diagnostics/guide` and call `diagnose_environment`. Troubleshooting\ndetails and `remediation_actions` are documented in [docs/USAGE.md](docs/USAGE.md) and [docs/INSTALL.md](docs/INSTALL.md).\n\n## Capabilities\n\n- Transform search and schema inspection.\n- Recipe and pipeline recommendation for classification, detection, segmentation, OCR, and balanced workflows.\n- Pipeline validation and explanation before rendering.\n- Preview request validation for missing files, outside-root paths, masks, and annotation counts.\n- Deterministic single-image and batch previews with contact sheets.\n- Preview comparison with `quality_summary` and suggested feedback tags.\n- Concrete preview feedback, tuning decisions, ranking, dataset scoring, and visual reports.\n- Agent workflow resources, prompts, smoke checks, diagnostics, and release-safe contract snapshots.\n\nThe public MCP surface is kept stable through reviewed contract snapshots. Compatibility rules are in\n[docs/COMPATIBILITY.md](docs/COMPATIBILITY.md).\n\n## Documentation\n\n- [docs/INSTALL.md](docs/INSTALL.md): PyPI, MCP Registry, Claude Desktop, Claude Code, Cursor, Codex, bounded roots.\n- [docs/USAGE.md](docs/USAGE.md): end-to-end MCP host workflow and tool details.\n- [docs/RECIPES.md](docs/RECIPES.md): task-specific host recipes.\n- [docs/DEMO.md](docs/DEMO.md): generated preview comparison demo.\n- [docs/V1_READINESS.md](docs/V1_READINESS.md): v1 compatibility and release audit.\n- [docs/RELEASE.md](docs/RELEASE.md): PyPI, GitHub Release, and MCP Registry publication process.\n- [CHANGELOG.md](CHANGELOG.md): release history.\n- [server.json](server.json): public MCP Registry metadata.\n- [evals/golden_mcp_scenarios.yaml](evals/golden_mcp_scenarios.yaml): executable MCP scenarios.\n\n## Verification\n\n```bash\nuv run pytest\nuv run ruff check .\nuv run ruff format --check .\nuv run ty check\nuv run python scripts/run_golden_evals.py\nuv build\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdkosarevsky%2Falbu-mcp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdkosarevsky%2Falbu-mcp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdkosarevsky%2Falbu-mcp/lists"}