{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vu36x8ajkkkq","handle":"evolution-mcp","url":"https://wellknown.network/agents/evolution-mcp","links":{"self":"https://wellknown.network/agents/evolution-mcp/record.json","html":"https://wellknown.network/agents/evolution-mcp","markdown":"https://wellknown.network/agents/evolution-mcp/record.md","api":"https://wellknown.network/api/v1/agents/evolution-mcp","status":"https://wellknown.network/api/v1/agents/evolution-mcp/status","claim":"https://wellknown.network/agents/evolution-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/evolution-mcp/claim.json","badge":"https://wellknown.network/agents/evolution-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:evolution-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"evolution-mcp","summary":"Modal-backed MCP server for parallel evaluation of agent-generated code variants","description":"# Evolution MCP\n\nModal-backed MCP server for evaluating multiple agent-generated code variants in\nparallel.\n\nCodex runs locally and generates candidate patches or full-file writes. Modal\nonly evaluates those variants:\n\n1. Sync the dirty local repo into a Modal image with `Image.add_local_dir`.\n2. Start a setup sandbox and run setup commands once.\n3. Snapshot the prepared filesystem with `Sandbox.snapshot_filesystem`.\n4. Start `run_experiment`; it returns immediately with `status: running`.\n5. Enqueue a durable Redis Stream job.\n6. A worker process claims the job and forks one Modal sandbox per variant.\n7. Apply each patch or full-file write inside its sandbox.\n8. Run the same eval command in each sandbox.\n9. Persist result metadata and artifacts to Redis.\n10. Poll `get_experiment` until completed.\n11. Optionally call `apply_winner` to apply the winning diff locally.\n\n## Install\n\n```bash\nuv sync\n```\n\nFor a published package, the intended install shape is:\n\n```bash\nuvx --from evolution-mcp evolution-mcp-doctor\n```\n\n## Configure Modal\n\n```bash\nuv run modal setup\n```\n\nThe controller uses your local Modal credentials to create images, sandboxes,\nand snapshots. Eval sandboxes do not need OpenAI credentials. Only pass\n`secret_names` when the repo's own setup or tests need secrets.\n\n## Configure Redis\n\nV2 uses Redis for durable workspace records, experiment records, statuses, and\nsmall artifacts.\n\n```bash\nexport REDIS_URL=redis://localhost:6379/0\n```\n\nRedis must be running before normal use:\n\n```bash\nbrew install redis\nbrew services start redis\n```\n\nFor dev-only local JSON persistence:\n\n```bash\nexport EVOLUTION_MCP_STORAGE=local\n```\n\n## Doctor\n\n```bash\nuv run evolution-mcp-doctor\n```\n\nThis checks storage, checks the active Modal profile, and prints a Codex MCP\nconfig snippet.\n\n## Run The MCP Server\n\n```bash\nuvx --from evolution-mcp evolution-mcp\n```\n\n## Run A Worker\n\nRun at least one worker process alongside the MCP server:\n\n```bash\nuvx --from evolution-mcp evolution-mcp-w…","publisher":{"name":"Deepesh Bansal","url":null},"homepage":"https://github.com/deepeshbansal/evolution-mcp","repository":"https://github.com/deepeshbansal/evolution-mcp","version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp","modal","codex","agents","evaluation","sandbox"],"pricing":null,"endpoints":[{"url":"pypi:evolution-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.execution","name":"Code Execution","confidence":1,"provenance":"declared"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"declared"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.882,"provenance":"derived"},{"slug":"security.secrets","name":"Secrets Management","confidence":0.848,"provenance":"derived"}],"categories":["ai","code","dev","security"],"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":"evolution-mcp","registry":"pypi","observedAt":"2026-09-09T15:23:55.472Z","publishedAt":"2026-06-03T14:42:54.405084Z","latestVersion":"0.1.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"evolution-mcp","url":"https://pypi.org/project/evolution-mcp/","firstSeenAt":"2026-09-09T15:21:59.127Z","fetchedAt":"2026-09-09T15:21:59.127Z","normalizedAt":"2026-09-09T15:21:59.127Z"}]},"firstSeenAt":"2026-09-09T15:21:59.127Z","updatedAt":"2026-09-09T15:23:55.472Z"}