{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_x4vzgm3vg5ay","handle":"cascade-mcp","url":"https://wellknown.network/agents/cascade-mcp","links":{"self":"https://wellknown.network/agents/cascade-mcp/record.json","html":"https://wellknown.network/agents/cascade-mcp","markdown":"https://wellknown.network/agents/cascade-mcp/record.md","api":"https://wellknown.network/api/v1/agents/cascade-mcp","status":"https://wellknown.network/api/v1/agents/cascade-mcp/status","claim":"https://wellknown.network/agents/cascade-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/cascade-mcp/claim.json","badge":"https://wellknown.network/agents/cascade-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/cascade-mcp/history","tools":"https://wellknown.network/api/v1/agents/cascade-mcp/tools"},"ard":{"identifier":"urn:air::server:cascade-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"cascade-mcp","summary":"Cascade-resolution routing for concurrent multi-agent writes, exposed as an MCP server.","description":"# cascade-mcp\n\n[![PyPI](https://img.shields.io/pypi/v/cascade-mcp)](https://pypi.org/project/cascade-mcp/)\n[![Python](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://pypi.org/project/cascade-mcp/)\n[![CI](https://github.com/clemente-turrubiates/cascade-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/clemente-turrubiates/cascade-mcp/actions/workflows/ci.yml)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n\nA **write-conflict resolver** with a tunable staleness predicate and a\nself-detectable leak canary. Not an orchestration framework.\n\nIt decides, per conflict, whether a write **wins**, **forks** to a human, or\nmust be **recomputed**, plus an MCP server that exposes the router as tools and\na stress-test suite that proves the behavior can't be cherry-picked.\n\n> **Anti-Hype Warning.** This is a precision tool for a narrow problem, not a\n> general-purpose orchestration framework. It is **not** for:\n> - Task/graph orchestration (use LangGraph, Temporal, Airflow)\n> - Agent conversation management (use AutoGen, CrewAI)\n> - Tool-use routing (that's the agent loop's job)\n> - Resource orchestration / load balancing\n>\n> It **is** for one thing: resolving concurrent writes to a shared store when\n> writes are expensive to redo, fields have genuine semantic tolerance, and\n> you want the conflict decision to be observable. If your problem reduces to\n> that, this is a clean, tested primitive for it. If it doesn't, use something\n> else — you'll be happier.\n\n> **Status: research harness + MCP demo, not production.** Good for\n> coordinating a local swarm of agents in a single session where losing state\n> on restart is acceptable. Persistence, auth, and multi-process serialization\n> come next — see [Current limitations & roadmap](#current-limitations--roadmap).\n\n## Thesis\n\n**cascade is the cheap arm, not a correctness mechanism.** Correctness lives\nin the router. The router's correctness reduces to **tolerance-estimate\nintegri…","publisher":{"name":"Pedro Clemente-Turrubiates","url":null},"homepage":"https://github.com/clemente-turrubiates/cascade-mcp","repository":"https://github.com/clemente-turrubiates/cascade-mcp","version":"0.3.3","license":"MIT License\n        \n        Copyright (c) 2026 Pedro Clemente-…","protocols":["mcp"],"tags":["agents","conflict-resolution","mcp","model-context-protocol","occ","routing"],"pricing":null,"endpoints":[{"url":"pypi:cascade-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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":0.825,"provenance":"derived"}],"categories":["automation"],"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":"cascade-mcp","registry":"pypi","observedAt":"2026-10-27T21:24:43.545Z","publishedAt":"2026-07-06T10:19:19.243952Z","latestVersion":"0.3.3"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"cascade-mcp","url":"https://pypi.org/project/cascade-mcp/","firstSeenAt":"2026-09-09T11:29:44.705Z","fetchedAt":"2026-10-27T21:23:07.309Z","normalizedAt":"2026-10-27T21:23:07.309Z"}]},"firstSeenAt":"2026-09-09T11:29:44.705Z","updatedAt":"2026-10-27T21:24:43.545Z"}