* feat(workflows): add from_json expression filter Step outputs captured as strings could never become typed values in templates - the filter set was default/join/map/contains only, so e.g. a fan-out items: could never consume a step's JSON stdout. Add an arg-less from_json pipe filter with parse-or-raise semantics: invalid JSON or non-string input raises a clear ValueError rather than passing through silently. Fixes #2960 * fix(expressions): make from_json strict — reject any arguments Address review (#2961): from_json('x') and from_json() previously fell through to a silent passthrough of the unparsed value. Reject any parenthesized form with a clear error so mis-wired templates fail loudly. Rename test to ...parses_object (JSON under test is an object) and add coverage for the strict no-arguments behavior. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * docs(workflows): document the from_json expression filter Address Copilot review: the user-facing filter references omitted the newly added `from_json` filter. Add it to the ARCHITECTURE.md filter table (with the `{{ steps.emit.output.stdout | from_json }}` example) and to the filter enumerations in workflows/README.md and docs/reference/workflows.md so the docs match the evaluator's capabilities. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * fix(workflows): make from_json strictness reject trailing tokens; fix docstring Address Copilot review: - Strictness only rejected parenthesized forms, so typos like `| from_json)` or `| from_json extra` still fell through to the unknown-filter path and silently returned the unparsed value. Match on the leading filter token and require the whole filter to be exactly `from_json`, so every mis-wired form raises. Extend the rejection test to cover the trailing-token cases. - The module docstring claimed "no imports", which is misleading now that the module imports `json`. Reword to state the actual sandbox guarantee: templates cannot do file I/O, import modules, or run arbitrary code. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
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Workflows
Workflows automate multi-step Spec-Driven Development processes — chaining commands, prompts, shell steps, and human checkpoints into repeatable sequences. They support conditional logic, loops, fan-out/fan-in, and can be paused and resumed from the exact point of interruption.
Run a Workflow
specify workflow run <source>
| Option | Description |
|---|---|
-i / --input |
Pass input values as key=value (repeatable) |
--json |
Emit the run outcome as a single JSON object |
Runs a workflow from a catalog ID, URL, or local file path. Inputs declared by the workflow can be provided via --input or will be prompted interactively.
Example:
specify workflow run speckit -i spec="Build a kanban board with drag-and-drop task management" -i scope=full
With --json, a single machine-readable object is printed instead of formatted text (the default output is unchanged when the flag is omitted):
specify workflow run my-pipeline.yml --json
{
"run_id": "662bf791",
"workflow_id": "build-and-review",
"status": "paused",
"current_step_id": "review",
"current_step_index": 0
}
workflow_id is the workflow.id declared inside the YAML, not the file name. The object is printed exactly as shown — pretty-printed with two-space indentation, on plain stdout with no Rich markup — so it always parses. While the workflow runs under --json, any progress a step would print (for example a gate prompt, or output from a prompt step's CLI subprocess) is redirected to stderr, so stdout carries only the JSON object. Read the object from stdout; leave stderr attached to the terminal or capture it separately.
Note: Most workflow commands require a project already initialized with
specify init. The exception isspecify workflow run <local-file.{yml,yaml}>, which can run outside a project; in that case, run state is stored under the current directory's.specify/workflows/runs/<run_id>/.
Resume a Workflow
specify workflow resume <run_id>
| Option | Description |
|---|---|
-i / --input |
Updated input values as key=value (repeatable) |
--json |
Emit the resume outcome as a single JSON object |
Resumes a paused or failed workflow run from the exact step where it stopped. Useful after responding to a gate step or fixing an issue that caused a failure.
Supplied --input values are merged over the run's stored inputs and re-validated against the workflow's input types, then the blocked step is re-run with the updated values. This lets a run continue with information that only became available after it paused, or with a corrected value after a failure:
specify workflow resume <run_id> --input cmd="exit 0"
Workflow Status
specify workflow status [<run_id>]
| Option | Description |
|---|---|
--json |
Emit run status (or the runs list) as a JSON object |
Shows the status of a specific run, or lists all runs if no ID is given. Run states: created, running, completed, paused, failed, aborted.
List Installed Workflows
specify workflow list
Lists workflows installed in the current project.
Install a Workflow
specify workflow add <source>
Installs a workflow from the catalog, a URL (HTTPS required), or a local file path.
Remove a Workflow
specify workflow remove <workflow_id>
Removes an installed workflow from the project.
Search Available Workflows
specify workflow search [query]
| Option | Description |
|---|---|
--tag |
Filter by tag |
Searches all active catalogs for workflows matching the query.
Workflow Info
specify workflow info <workflow_id>
Shows detailed information about a workflow, including its steps, inputs, and requirements.
Catalog Management
Workflow catalogs control where search and add look for workflows. Catalogs are checked in priority order.
List Catalogs
specify workflow catalog list
Shows all active catalog sources.
Add a Catalog
specify workflow catalog add <url>
| Option | Description |
|---|---|
--name <name> |
Optional name for the catalog |
Adds a custom catalog URL to the project's .specify/workflow-catalogs.yml.
Remove a Catalog
specify workflow catalog remove <index>
Removes a catalog by its index in the catalog list.
Catalog Resolution Order
Catalogs are resolved in this order (first match wins):
- Environment variable —
SPECKIT_WORKFLOW_CATALOG_URLoverrides all catalogs - Project config —
.specify/workflow-catalogs.yml - User config —
~/.specify/workflow-catalogs.yml - Built-in defaults — official catalog + community catalog
Workflow Definition
Workflows are defined in YAML files. Here is the built-in Full SDD Cycle workflow that ships with Spec Kit:
schema_version: "1.0"
workflow:
id: "speckit"
name: "Full SDD Cycle"
version: "1.0.0"
author: "GitHub"
description: "Runs specify → plan → tasks → implement with review gates"
requires:
speckit_version: ">=0.7.2"
integrations:
any: ["copilot", "claude", "gemini"]
inputs:
spec:
type: string
required: true
prompt: "Describe what you want to build"
integration:
type: string
default: "copilot"
prompt: "Integration to use (e.g. claude, copilot, gemini)"
scope:
type: string
default: "full"
enum: ["full", "backend-only", "frontend-only"]
steps:
- id: specify
command: speckit.specify
integration: "{{ inputs.integration }}"
input:
args: "{{ inputs.spec }}"
- id: review-spec
type: gate
message: "Review the generated spec before planning."
options: [approve, reject]
on_reject: abort
- id: plan
command: speckit.plan
integration: "{{ inputs.integration }}"
input:
args: "{{ inputs.spec }}"
- id: review-plan
type: gate
message: "Review the plan before generating tasks."
options: [approve, reject]
on_reject: abort
- id: tasks
command: speckit.tasks
integration: "{{ inputs.integration }}"
input:
args: "{{ inputs.spec }}"
- id: implement
command: speckit.implement
integration: "{{ inputs.integration }}"
input:
args: "{{ inputs.spec }}"
This produces the following execution flow:
flowchart TB
A["specify<br/>(command)"] --> B{"review-spec<br/>(gate)"}
B -- approve --> C["plan<br/>(command)"]
B -- reject --> X1["⏹ Abort"]
C --> D{"review-plan<br/>(gate)"}
D -- approve --> E["tasks<br/>(command)"]
D -- reject --> X2["⏹ Abort"]
E --> F["implement<br/>(command)"]
style A fill:#49a,color:#fff
style B fill:#a94,color:#fff
style C fill:#49a,color:#fff
style D fill:#a94,color:#fff
style E fill:#49a,color:#fff
style F fill:#49a,color:#fff
style X1 fill:#999,color:#fff
style X2 fill:#999,color:#fff
Run it with:
specify workflow run speckit -i spec="Build a kanban board with drag-and-drop task management"
Step Types
| Type | Purpose |
|---|---|
command |
Invoke a Spec Kit command (e.g., speckit.plan) |
prompt |
Send an arbitrary prompt to the AI coding agent |
shell |
Execute a shell command and capture output |
gate |
Pause for human approval before continuing |
if |
Conditional branching (then/else) |
switch |
Multi-branch dispatch on an expression |
while |
Loop while a condition is true |
do-while |
Execute at least once, then loop on condition |
fan-out |
Dispatch a step for each item in a list |
fan-in |
Aggregate results from a fan-out step |
Expressions
Steps can reference inputs and previous step outputs using {{ expression }} syntax:
| Namespace | Description |
|---|---|
inputs.spec |
Workflow input values |
steps.specify.output.file |
Output from a previous step |
item |
Current item in a fan-out iteration |
Available filters: default, join, contains, map, from_json.
Example:
condition: "{{ steps.test.output.exit_code == 0 }}"
args: "{{ inputs.spec }}"
message: "{{ status | default('pending') }}"
Input Types
| Type | Coercion |
|---|---|
string |
Pass-through |
number |
"42" → 42, "3.14" → 3.14 |
boolean |
"true" / "1" / "yes" → True |
State and Resume
Each workflow run persists its state at .specify/workflows/runs/<run_id>/:
state.json— current run state and step progressinputs.json— resolved input valueslog.jsonl— step-by-step execution log
This enables specify workflow resume to continue from the exact step where a run was paused (e.g., at a gate) or failed.
FAQ
What happens when a workflow hits a gate step?
The workflow pauses and waits for human input. Run specify workflow resume <run_id> after reviewing to continue.
Can I run the same workflow multiple times?
Yes. Each run gets a unique ID and its own state directory. Use specify workflow status to see all runs.
Who maintains workflows?
Most workflows are independently created and maintained by their respective authors. The Spec Kit maintainers do not review, audit, endorse, or support workflow code. Review a workflow's source before installing and use at your own discretion.