SpecForge
Local-first requirements engineering and specification management for software and hardware projects.
SpecForge tracks every artifact of a project — ideas, requirements, decisions, tasks, tests, and verification evidence — as plain Markdown files in a git repository. It enforces traceability between them, runs a release gate to confirm every requirement is verified before you ship, and integrates with AI tools so Claude Code can read and write your project during development.
┌─ exploration ─┐
ideas ──► candidates ──► requirements ──► tasks ──► verified ──► release
│ │
decisions verifications
assumptions
constraints
Why SpecForge?
Most teams track work in one tool (Linear, Jira, GitHub Issues) and requirements in another (Confluence, Google Docs, Notion) — or nowhere at all. Nothing connects. When something breaks in production, reconstructing why a decision was made, what requirement it served, and what test was supposed to catch the problem is an archaeological dig.
SpecForge solves this by treating every piece of project knowledge as a first-class artifact with a permanent ID, a status, and typed links to other artifacts. The result is a queryable, auditable, AI-readable project graph stored in plain files that any tool — your editor, your CI pipeline, Claude Code — can read.
See docs/THEORY.md for the requirements engineering principles behind the design.
Feature summary
| Feature | Description |
|---|---|
| 12 artifact kinds | idea, candidate, requirement, decision, assumption, constraint, change_order, task, test, verification, reference, conversation |
| 7 lifecycle statuses | draft → proposed → approved → implemented → verified → rejected/archived |
| Full traceability | Typed link fields (implements, verified_by, depends_on, source, tags) |
| Release gate | specforge check exits 0/1: all requirements verified + no open tasks |
| AI drafting | Anthropic, OpenAI, Ollama — specforge draft generates artifact bodies |
| Webhooks | HTTP callbacks on artifact events with HMAC-SHA256 signing |
| Plugins | Local Python hooks called synchronously on every mutation |
| Templates | Per-kind Markdown starters with front-matter tag/status presets |
| Bulk operations | Batch update-status, archive, tag-add/remove with filters and dry-run |
| MCP server | 15 tools for Claude Code / MCP-compatible assistants |
| REST daemon | FastAPI local service for web UI and programmatic access |
| Desktop app | PySide6 native client |
| Web UI | Browser client with dark/light/system theme |
| Git integration | Per-command --git flag or git_commit: true config default |
| Traceability export | CSV and Markdown matrices |
| Acceptance report | Markdown document for sign-off and audit |
| Context pack | JSON project summary optimised for LLM consumption |
| Search | Full-text AND search across titles and bodies |
Installation
# Clone and install in editable mode
git clone <repo> specforge
cd specforge
pip install -e . # core + CLI + daemon
pip install -e ".[desktop]" # + PySide6 desktop app
pip install -e ".[dev]" # + pytest, ruff, mypy, httpx
# Verify
specforge --help
specforge-daemon --help
Quick start
1. Create a project
specforge init ./my-project --git --name "My Project"
This creates the full directory scaffold, initialises git, and writes
a commented .specforge.yaml configuration file.
2. Capture an idea
specforge add-idea ./my-project "Offline support" \
"Users lose work when the network drops."
3. Promote to a requirement
specforge promote ./my-project IDEA-0001 requirement \
--text "The application shall serve cached content when no network
connection is available, with no data loss on reconnect."
4. Add a linked task
specforge add-task ./my-project "Build offline cache layer" \
--text "Implement SQLite-backed cache for the last 50 items.
Sync to server on reconnect with conflict detection." \
--implements REQ-0001 --git
5. Mark implemented and verify
specforge update-status ./my-project TASK-0001 implemented
specforge add-test ./my-project "Offline read test" \
--text "Disable network. Open app. Assert cache loads < 2s." \
--req REQ-0001
specforge add-verification ./my-project "Offline cache — QA passed" \
--text "QA on iOS 17 and Android 14. All scenarios passed." \
--req REQ-0001 --test TEST-0001 --git
specforge update-status ./my-project REQ-0001 verified --git
6. Check the release gate
specforge check ./my-project # PASS / FAIL
specforge report ./my-project # acceptance report
AI drafting
Configure a provider once:
specforge config ./my-project --set llm.provider=anthropic
# reads ANTHROPIC_API_KEY env var automatically
# or: --set llm.provider=ollama (no API key needed, runs locally)
Draft any artifact from a plain-language prompt:
specforge draft ./my-project requirement \
"Passwords must be at least 12 characters and contain a mix of types" \
--title "Password complexity policy"
SpecForge calls the LLM, displays the generated body in a Rich panel, and asks for confirmation before creating the artifact. If the remote provider fails, it offers to retry with local Ollama.
Web UI
specforge-daemon # start on http://127.0.0.1:8765
# open http://127.0.0.1:8765/ui
The web UI supports dark, light, and system colour modes. Click ? Help for built-in documentation on every feature.
For development (auto-restart on source changes):
SPECFORGE_DEV=1 specforge-daemon
Claude Code / MCP integration
specforge mcp-config /path/to/project # print config snippet
Paste the printed mcpServers block into Claude Code settings.json.
Claude can then call all 15 SpecForge tools directly in conversation:
create artifacts, search, check status, promote, verify.
Available MCP tools: create_artifact, promote_artifact,
update_status, get_artifact, list_artifacts, link_artifact,
unlink_artifact, search, get_status, context_pack, validate.
Additional workflow tools: check_gate, draft_artifact, bulk_update,
list_templates.
Architecture
specforge_core/ Core library (no HTTP, no UI)
models.py Artifact, ArtifactKind, ArtifactStatus
project.py Project filesystem operations, ID generation
trace.py SQLite trace index (full-text search, graph queries)
validation.py Link and status consistency checks
search.py Multi-term AND search
export.py CSV and Markdown traceability matrix
report.py Acceptance report generator
contextpack.py AI context pack builder
status.py Project health dashboard
adapter.py Tool-call dispatcher for AI agents
config.py .specforge.yaml loader/saver
llm.py Multi-provider LLM client (Anthropic/OpenAI/Ollama)
bulk.py Batch artifact operations
templates.py Artifact template loader
webhooks.py HTTP webhook dispatcher
plugins.py Local Python plugin loader
specforge_cli/ Command-line interface (Typer)
main.py All CLI commands
specforge_daemon/ Local REST API (FastAPI + uvicorn)
api.py All REST endpoints + help content serving
main.py uvicorn entry point
mcp_server.py MCP stdio JSON-RPC server
watcher.py watchdog auto-rebuild on file changes
specforge_studio/ Desktop GUI (PySide6)
main.py Main window, dialogs, help viewer
specforge_web/ Browser client
index.html Single-page app (no build step)
help/ 13 Markdown help files
All state lives in the project directory. The daemon and studio are
thin clients that delegate all logic to specforge_core.
Configuration
.specforge.yaml at the project root:
project_name: "My Project"
git_commit: false # auto-commit every write
llm:
provider: anthropic # anthropic | openai | ollama
model: claude-sonnet-4-6 # blank = provider default
api_key: "" # blank = ANTHROPIC_API_KEY env var
base_url: "" # blank = provider default
webhooks:
- url: https://hooks.slack.com/services/XXX
events: [artifact.created, artifact.promoted]
secret: "optional-hmac-secret"
specforge config ./proj # show config
specforge config ./proj --set git_commit=true # update key
specforge config ./proj --set llm.provider=ollama # nested key
Documentation
| Document | Contents |
|---|---|
| docs/THEORY.md | Requirements engineering theory: the cost curve, V-model, traceability, release gates |
| docs/PROCESS.md | Step-by-step methodology: explore, specify, implement, verify, release |
| docs/CONCEPTS.md | Definitions of every core concept: artifacts, kinds, statuses, links |
| docs/ARCHITECTURE.md | System architecture, module boundaries, data flow |
| docs/DEVELOPER_GUIDE.md | Extending SpecForge: plugins, webhooks, MCP, contributing |
| docs/tutorials/01_rest_api_spec.md | Tutorial: specifying a REST API with AI drafting |
| docs/tutorials/02_hardware_bringup.md | Tutorial: hardware bring-up verification |
| docs/tutorials/03_sprint_planning.md | Tutorial: agile sprint planning |
| CHANGELOG.md | Version history |
Built-in help system: start the daemon, open the web UI, and click
? Help — or run specforge --help / specforge <command> --help.
Running tests
pytest # 336 tests
pytest tests/test_llm.py # specific module
pytest -q # quiet mode
Full lifecycle demo
./scripts/create_demo_project.sh # 22-step end-to-end demo
This runs a complete project lifecycle — init, ideas, requirements,
decisions, tasks, tests, verification, export — and leaves the
resulting project in examples/demo_project/ for inspection.
Metadata
Release files for specforge-tools 0.21.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| specforge_tools-0.21.1.tar.gz | 107.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| specforge_tools-0.21.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 201.9 kB
Release files / specforge_tools-0.21.1.tar.gz
| Download URL | specforge_tools-0.21.1.tar.gz |
|---|---|
| Size | 107.7 kB |
| Tags | Source |
|
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| Uploaded via |
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