Use when FAS SME_DOMAIN_REF returns SME_NONE, a domain gap repeats or affects multiple projects, or Pablo needs to stage a governed proposal for a new SME department,…
Evidence group skill. Structured workshop sessions with the client's subject-matter experts when end users are unreachable.
Semantic code search using natural language queries. Use when users ask "where is X implemented", "how does Y work", "find the logic for Z", or need to locate code by con — from…
Hämta väderprognoser från SMHI för de inbyggda orterna Mjölby, Linköping, Norrköping, Motala och Vadstena, samt vädervarningar för Östergötland.
Analyze data with `smiles-de-salter` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Use when when you have a mass spectral library (MSP format) that lacks SMILES annotations but is paired with a folder of MOL structure files (from Lib2NIST export or similar…
Use when when processing downloaded mass spectral libraries (particularly MoNA EI or MS2 libraries) where SMILES information exists but is embedded in unstructured Comment fields…
Use when you have a set of chemical structures (as SMILES strings or convertible to SMILES) and need to submit them programmatically to the NP Classifier /classify endpoint for…
Use when you have MSBERT-preprocessed spectral datasets (GNPS, MoNA, or MTBLS1572 format) with SMILES annotations before training a spectral embedding or compound identification…
Use when you have a mass spectral library in MSP format (e.g., from NIST, SWGDRUG, or other sources) exported alongside a folder of MOL files, and you need to populate the SMILES…
Use when when preparing SMILES strings as training targets for a sequence-to-sequence
Scaffold a new Quickstop plugin with correct structure and conventions
Distributed task allocation protocol where agents negotiate task assignments through contract bidding
Generate or update the agentic environment definition for AgentSmith, SkillSmith, and CommandSmith
Start a new feature from scratch or from conversation context. Conversational requirements gathering, planning, questions gate, then fully autonomous build.
Execute the implementation planning workflow using the plan template to generate design artifacts. — from ATTCKDigital/smith
Educational routing skill. Walks the user through smith's methodology routing matrix without committing to a specific task.
Drive Smithers, a durable control plane for long-running coding agents, from Claude Code. Use when the user wants multi-step, long-running, crash-safe, or human-in-the-loop agent…
Compose or change the Smithers agent loop, host services, model seats, budgets, sandbox limits, or flow-call authorization.
Inspect and register subscriptions and api keys. Run `smithers agents --help` for usage details.
Approve a paused approval gate. Auto-detects the pending node if only one exists. Run `smithers approve --help` for usage details.
Ask a question about Smithers using your installed agent and the Smithers MCP server. Run `smithers ask --help` for usage details.
Raise a blocking human-approval request from inside a run and wait for the decision. Use when blocked, uncertain, or about to do something irreversible — never guess.
File a smithers bug report to bug.smithers.sh; with --run it attaches the run's status, error, and last ~50 events (secrets scrubbed). Run `smithers bug --help` for usage details.
Maintain the existing @smthrs/chain runner, journal replay, catalog handlers, or sandbox boundary.
Show agent chat output for the latest run or a specific run. Run `smithers chat --help` for usage details.
Protocol commands for the Claude Code plugin: mirror runs into /workflows and notify the session. Run `smithers claude --help` for usage details.
Manage and run background schedule triggers. Run `smithers cron --help` for usage details.
Run a workflow over a JSON/JSONL eval suite and write a regression report. Run `smithers eval --help` for usage details.
Query run event history with filters, grouping, and NDJSON output. Run `smithers events --help` for usage details.
Use every registered Claude Code and Codex subscription as one quota-aware failover pool in Smithers workflows, so rate limits on a single account never stall a run.
Change flow discovery, SKILL.md/flow.mdx registration, workflow packs, or executable catalog refresh.
Create a branched run from a snapshot checkpoint (time travel). Run `smithers fork --help` for usage details.
Serve the multi-run Gateway RPC/WS control plane for workspace run state; unlike up --serve, this is not tied to one run.
Render the workflow graph without executing it. Run `smithers graph --help` for usage details.
Open a directory's workspace in the Smithers UI: starts (or attaches to) the workspace Gateway and opens the MOST RECENT run's workflow UI; pass --workflow to open a specific…
Change local coding-harness discovery, account status, model flag detection, or version probes.
Hand off the latest resumable agent session or conversation for a run. Run `smithers hijack --help` for usage details.
List and resolve durable human requests. Run `smithers human --help` for usage details.
Install the local Smithers workflow pack into .smithers/. Pass an optional prompt to also launch the create-workflow builder after init.
Output detailed run state. Structured output canonically uses nodes[].nodeId (legacy steps[].id remains for compatibility); --pool tallies attempt engine/model usage.
Change Smithers provider clients, outbound actions, webhook ingress, or delivery retry behavior.
Tail the event log of a specific run. Run `smithers logs --help` for usage details.
Work on Smithers workspace graph, generated documentation, benchmark or eval evidence, or durable flow authoring in this repository.
Build a new Smithers workflow from a plain-English description. Dispatches to the create-workflow builder. Run `smithers init` first if the .smithers/ pack is not yet installed.
View and query cross-run memory facts. Run `smithers memory --help` for usage details.
Open the Smithers Monitor: a live web UI over every run in this workspace (runs, execution trees, events, approvals).
Run one well-scoped goal with a strong agent in the background, with optional review and a live UI. Run `smithers oneshot --help` for usage details.
Run GEPA prompt optimization over a workflow eval suite and write an optimized prompt artifact. Run `smithers optimize --help` for usage details.
List active, paused, and recently completed runs. Run `smithers ps --help` for usage details.
Fork from a checkpoint and resume execution (time travel). Run `smithers replay --help` for usage details.
Restore a worktree to a durability checkpoint (latest for the node, or --seq). Run `smithers restore --help` for usage details.
Retry a specific task within a run, then resume the workflow. Run `smithers retry-task --help` for usage details.
Revert the workspace to a previous task attempt's filesystem state. Run `smithers revert --help` for usage details.
Deliver a durable signal to a run waiting on or . Run `smithers signal --help` for usage details.
Concise run health at a glance: verdict, node counts, agent/model mix, throughput, and the nodes gating progress. Run `smithers status --help` for usage details.
Watch explicitly named stale runs and auto-resume them; pass --all to opt into a workspace-wide sweep. Run `smithers supervise --help` for usage details.
Time-travel to a previous task state by reverting filesystem state, resetting DB state, and optionally resuming. Run `smithers timetravel --help` for usage details.
Issue and revoke short-lived Gateway bearer tokens. Run `smithers token --help` for usage details.
Print DevTools snapshot as XML tree. Run `smithers tree --help` for usage details.