devtime-ei 0.1.1

Local-first Engineering Intelligence for software repositories

DevTime

Local-first Engineering Intelligence for software repositories.

DevTime helps a codebase explain itself from evidence.

It scans code, tests, configs, routes, and decisions to identify supported software concepts, link claims to files, surface uncertainty, and warn about a narrow set of risky changes.

No cloud. No telemetry. No code execution. No AI required.

Watch the 2-minute demo: DevTime scans a repo locally, explains concepts from evidence, surfaces uncertainty, catches a risky diff, and shows how a corroborated decision improves understanding.

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Try DevTime in 60 seconds

pipx install devtime-ei
dtc demo init
cd devtime-demo-saas
dtc init
dtc scan
dtc concepts
dtc explain "Billing Webhooks"

The PyPI distribution is devtime-ei. The Python package remains devtime, and the CLI command remains dtc. dtc demo init copies a small static example repo into ./devtime-demo-saas so you can try DevTime without cloning this repository.

From source

git clone https://github.com/Shakargy/devtime.git
cd devtime
python -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"
cd examples/demo-saas
dtc init
dtc scan
dtc concepts
dtc explain "Billing Webhooks"

On Windows PowerShell:

git clone https://github.com/Shakargy/devtime.git
cd devtime
python -m venv .venv
.venv\Scripts\Activate.ps1
pip install -e ".[dev]"
cd examples/demo-saas
dtc init
dtc scan
dtc concepts
dtc explain "Billing Webhooks"

You should see Billing Webhooks explained from evidence, including supported claims, file references, uncertainty, Understanding Score, and Understanding Debt.

To test risk review, make a local change first, then run:

dtc risk --diff

A full, copy-pasteable walkthrough (including the risk-diff and corroborated-decision steps) is in DEMO_SCRIPT.md.

Why this exists

Git records what changed, but it does not preserve the reasoning behind those changes. When you return to a repository - or review one you did not write - you often have to reconstruct why a behavior exists, what evidence supports it, and what is still uncertain.

DevTime builds evidence-backed repository memory: a local layer that helps a codebase explain itself from code, tests, configs, routes, and recorded decisions. It shows what the repository can support with evidence - and, just as importantly, what it cannot support yet.

Who it is for

DevTime is for people who need to understand a repository from evidence rather than memory.

It is especially useful if you:

• are onboarding to an unfamiliar codebase and need to understand how a feature is implemented;
• are reviewing a pull request and want to see what evidence supports a behavior;
• are returning to a project after weeks or months and cannot remember why something exists;
• maintain a long-lived project where design decisions are easily lost;
• want repository understanding to be backed by code and recorded decisions instead of generated summaries.

Questions DevTime helps answer include:

• Where is authentication actually implemented?
• What files prove that Billing Webhooks exist?
• What is still uncertain?
• Did this diff touch a risky concept?
• Is there a decision explaining this behavior?

What DevTime does

• Detects concepts from routes, tests, configs, dependencies, and docs.
• Explains from evidence by linking claims to files and signals.
• Surfaces uncertainty when evidence is missing or weak.
• Scores understanding with an Understanding Score and Understanding Debt label.
• Reviews narrow risky diffs with advisory findings from local memory.
• Records decisions locally so rationale can reduce uncertainty when corroborated by code.

Supported concepts

V0 detects six supported concept families. It does not discover arbitrary domain concepts yet:

• Authentication
• Billing Webhooks
• Background Jobs
• Data Export
• Admin Permissions
• File Uploads

Anything outside these six is out of scope for V0. See LIMITATIONS.md.

What DevTime does not do

• It does not execute your code.
• It does not send code or data over the network.
• It does not require or call an AI model.
• It does not guarantee correctness or safe changes.
• It does not replace code review or architecture decisions.
• It is not a documentation generator, a static analyzer, an observability tool, a productivity tracker, or an AI coding agent.

Trust model

• DevTime stores local repository memory in .devtime/ (a local SQLite database).
• No network access during a scan.
• No code execution during a scan.
• Ignored directories are pruned before scanning; ignored files and secrets must never become evidence or claims.
• Every claim must link to evidence - no claim without evidence.
• Weak evidence produces uncertainty, not confidence.
• Usage is not decision: that a dependency is used does not mean someone decided why.
• Risk review is advisory by default - it does not block PRs.

Commands

Command	Purpose
dtc init	Create local .devtime memory.
dtc scan	Scan the current repository and extract evidence-backed signals.
dtc concepts	List detected concepts with confidence and Understanding Debt.
dtc explain <concept>	Explain a concept: claims, evidence, confidence, uncertainty, Understanding Debt.
dtc context <concept>	Create a governed Context Pack for agents or humans.
dtc risk --diff	Review a git diff for risky changes using local evidence (advisory).
dtc decision add	Add a local decision record that can reduce uncertainty.

(Also available: dtc evidence, dtc debt, dtc status, dtc doctor --privacy, dtc export, dtc reset.)

Requires Python >= 3.11 and git. See QUICKSTART.md for a step-by-step first run and troubleshooting.

Installation

Recommended: install from PyPI with pipx so the dtc command is available on your PATH in an isolated environment:

pipx install devtime-ei

Or with pip:

pip install devtime-ei

The PyPI distribution is devtime-ei. The Python package remains devtime, and the CLI command remains dtc. After installing, run dtc demo init to create a local example repo to try it on.

From source

git clone https://github.com/Shakargy/devtime.git
cd devtime
python -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"

Windows PowerShell:

git clone https://github.com/Shakargy/devtime.git
cd devtime
python -m venv .venv
.venv\Scripts\Activate.ps1
pip install -e ".[dev]"

Example output

$ dtc explain "Billing Webhooks"
Concept: Billing Webhooks

Supported claims:
  - Billing Webhooks is present and supported by behavior evidence.
    type: concept  confidence: 0.86  evidence: src/billing/stripe-webhook.ts, tests/stripe-signature.test.ts
  - Billing Webhooks has active route handling.
    type: behavior  confidence: 0.82  evidence: src/billing/stripe-webhook.ts
  - Billing Webhooks verifies webhook signatures.
    type: behavior  confidence: 0.85  evidence: src/billing/stripe-webhook.ts

Uncertainty:
  - No decision was found explaining key choices for Billing Webhooks.

Understanding Score: 58 / 100
Understanding Debt: medium
causes:
  - missing or uncorroborated decision evidence
  - no confirmed owner

Understanding Score is higher = better understanding; Understanding Debt is a label (low/medium/high), not the same number.

Proof

DevTime runs on examples/demo-saas and on real repositories. During Reality Validation it detected - and then learned from - real failures (Next.js App Router blindness, a false Billing Webhooks detection on a generic webhook system, a DB migration mis-counted as Background Jobs evidence, and more). Each failure became a fixture so it cannot silently regress.

• Tests grew from 13 to 88 as real failures became fixtures.
• Scan time on a 355-file real repo dropped from ~27.3s to ~0.48s after ignored- directory pruning.

Full evidence, before/after examples, and the validation reports are in PROOF.md and reports/reality-validation/.

Privacy and safety

• Runs entirely locally; nothing leaves your machine during a scan.
• No code execution and no network calls during scanning.
• Secrets and ignored files are excluded from evidence by design (dtc doctor --privacy reports the boundaries).
• dtc reset deletes local memory; your source code is never modified.

Known limitations

DevTime is a heuristic scanner, not a full compiler or semantic analyzer. It is currently strongest on TypeScript / Next.js / Express / FastAPI-style repositories that resemble its fixtures. False positives and false negatives are possible. Understanding Debt is a product signal, not an objective universal truth.

Read the full list - including framework coverage, risk-review scope, and what is intentionally not built yet - in LIMITATIONS.md.

Roadmap

This is an early, local-first V0 focused on being trustworthy before being large. Not yet built (intentionally): git-history signals, wired MCP transport, an AI provider, a UI, and any cloud/team/enterprise features. See ROADMAP.md.

Contributing

The most valuable contribution is a fixture: a small repository pattern plus the expected concepts, allowed claims, forbidden claims, and required uncertainty. If DevTime gets something wrong on your code, that wrong output can become a fixture so it never regresses. See CONTRIBUTING.md.

License

Licensed under the Apache License 2.0. See LICENSE.