# Soxoa Automation Planner > Estimate illustrative automation ROI and rank recurring workflows to automate. Read-only, no auth. - name: com.soxoa/automation-planning - version: 1.0.0 - connection class: R0 (autonomous) - trust: 82/100 flags: no-repository - quality: 80/100 (good) - owner: not claimed - descriptor: https://api.protogrid.dev/v1/servers/com.soxoa%2Fautomation-planning - tools: https://api.protogrid.dev/v1/servers/com.soxoa%2Fautomation-planning/tools **An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe. ## Connection (mcpServers) ```json { "mcpServers": { "automation-planning": { "type": "http", "url": "https://soxoa.com/mcp" } } } ``` ## Trust - hygiene: 80 - liveness: 99 - freshness: 100 - provenance: 55 - drivers: +dns-namespace +website +reachable +uptime-97% +updated-29d-ago -no-repository - Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. ## Quality 80/100 (good) ### protocol: 75 (weight 25) - warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28 - n/a `protocol.stateless`: only applies to 2026-07-28 servers - pass `protocol.transport`: streamable HTTP - n/a `protocol.list_ttl`: only applies to 2026-07-28 servers ### authorization: n/a (weight 15) - n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth - n/a `auth.secret_in_url`: no templated URL ### tool hygiene: 100 (weight 30) - pass `tools.descriptions`: every tool has a description - pass `tools.description_length`: descriptions are concise - pass `tools.schemas`: every tool has an object input schema - pass `tools.annotations`: 2 of 2 tools declare readOnlyHint or destructiveHint - pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint - pass `tools.token_cost`: about 822 tokens to load every tool - pass `tools.api_dump`: tools are not a one-to-one API dump ### stability: 50 (weight 15) - pass `stability.changes`: 4 tool changes in 30 days - fail `stability.rug_pull`: 4 tools kept their name but changed most of their description in 30 days; review before trusting them ### dependencies: n/a (weight 15) - n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package - tools: 2, about 822 tokens to load them all - tool set hash: ad8129c92f942b8f2a2706e101b5cdd6 - tools last changed: 2026-10-19T22:19:37.459Z - badge: [![protogrid quality](https://protogrid.dev/badge/com.soxoa/automation-planning.svg)](https://protogrid.dev/servers/com.soxoa/automation-planning) - Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. ### Tool changes - 2026-10-19 `prioritize_automation_workflows` changed (description, annotations) **meaning changed** - before: Rank 1–12 user-described workflows by value, predictability, judgment, sensitivity, and integration complexity, then recommend automate, assist, or discovery. Each workflow requires caller-supplied weekly hours, predictability, judgment required, error cost, data sensitivity, and system count. Ask for missing facts rather than inventing values. - after: Ranks 1 to 12 caller-described workflows by value, predictability, judgment, data sensitivity and integration complexity, and labels each automate, assist or discovery. Each workflow requires a name, weekly hours, predictability, judgment required, error cost, data sensitivity and system count. Returns each workflow's score, recommendation, human-review flag and rationale, plus a recommended first workflow and guardrails. It does not connect to or change any system. - 2026-10-19 `estimate_automation_roi` changed (description, inputSchema, annotations) **meaning changed** - before: Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions. Omit unsupplied optional inputs: the server defaults to 60% automatable share and 48 working weeks. Ask for missing people, weekly hours per person, or loaded hourly cost; do not invent assumptions. Use for operational planning, not guaranteed savings or financial advice. - after: Estimates reclaimable team capacity and an illustrative payback period from caller-supplied workload figures. Requires people, weekly hours per person and loaded hourly cost; when automatable share or working weeks are omitted, the server uses 60% and 48. Payback is calculated only when an implementation cost is supplied. Returns weekly and annual hours reclaimed, annual capacity value, payback months, the assumptions used and a recommended next step. Results are planning estimates, not guaranteed savings or financial advice. - 2026-10-02 `prioritize_automation_workflows` changed (description, inputSchema) **meaning changed** - before: Rank 1–12 user-described workflows by value, predictability, judgment, sensitivity, and integration complexity, then recommend automate, assist, or discovery. - after: Rank 1–12 user-described workflows by value, predictability, judgment, sensitivity, and integration complexity, then recommend automate, assist, or discovery. Each workflow requires caller-supplied weekly hours, predictability, judgment required, error cost, data sensitivity, and system count. Ask for missing facts rather than inventing values. - 2026-10-02 `estimate_automation_roi` changed (description, inputSchema) **meaning changed** - before: Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions. Use for operational planning, not guaranteed savings or financial advice. - after: Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions. Omit unsupplied optional inputs: the server defaults to 60% automatable share and 48 working weeks. Ask for missing people, weekly hours per person, or loaded hourly cost; do not invent assumptions. Use for operational planning, not guaranteed savings or financial advice. Full history: https://api.protogrid.dev/v1/servers/com.soxoa%2Fautomation-planning/changes ## Remotes - https://soxoa.com/mcp (streamable-http, auth none, reachable true, uptime30d 0.9734513) ## Packages _none_ ## Tools (2) - `estimate_automation_roi`: Estimates reclaimable team capacity and an illustrative payback period from caller-supplied workload figures. Requires people, weekly hours per person and loaded hourly cost; when automatable share or working weeks are omitted, the server uses 60% and 48. Payback is calculated only when an implementation cost is supplied. Returns weekly and annual hours reclaimed, annual capacity value, payback months, the assumptions used and a recommended next step. Results are planning estimates, not guaranteed savings or financial advice. - `prioritize_automation_workflows`: Ranks 1 to 12 caller-described workflows by value, predictability, judgment, data sensitivity and integration complexity, and labels each automate, assist or discovery. Each workflow requires a name, weekly hours, predictability, judgment required, error cost, data sensitivity and system count. Returns each workflow's score, recommendation, human-review flag and rationale, plus a recommended first workflow and guardrails. It does not connect to or change any system.