
DevTime
io.github.ShakargyPublished by GitHub account Shakargyv0.7.0Updated Oct 24, 2026
Local-first, read-only MCP server for evidence-backed repository memory.
Overview
DevTime is a local, read-only MCP server that gives coding assistants evidence-backed memory of a repository: concepts, claims, context packs and claim checks.
- What you can do
- List and explain detected concepts (authentication, billing webhooks, background jobs, data export, admin permissions, file uploads) with evidence, confidence and uncertainty, plus an Understanding Score and Understanding Debt label. Produce a governed context pack for a concept, including paths not to change without review, tests to run and agent guidance. Verify a claim against the repository and return its status, contradictions and missing evidence, computed fresh and never persisted. Answers come only from evidence file paths; no source code is returned and no write tools are exposed.
- When to use it
- Useful when onboarding to an unfamiliar codebase, reviewing a pull request, or returning to a long-lived project where the reasoning behind behavior has been lost. It suits teams that want an assistant's statements about a repository grounded in code, tests, configs and recorded decisions rather than generated summaries.
- Requirements
- Runs as a local stdio process on the user's machine (desktop only). Requires Python 3.11 or newer and git; install the PyPI distribution devtime-ei with the mcp extra, then run dtc init and dtc scan in the repository before starting the server with dtc mcp start. No accounts, API keys or headers are declared.
Installation
In SourceWeft
- Open DevTime in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
DevTime
DevTime verifies what your repository can actually prove.
A file named stripe/webhook.ts looks like proof that a repo handles Stripe
webhooks. It might be a handler that only returns 404. DevTime checks statements
about a repository against its implementation, tests, configuration, and recorded
decisions, then reports what is supported, what is contradicted, what is missing,
and what went stale.
No cloud. No telemetry. No code execution. No AI required.
[DevTime verify demo - a claim goes from SUPPORTED to CONTRADICTED to STALE]
Prefer video? 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.
Try DevTime in 60 seconds
On the demo repo that ends with billing webhook signature verification SUPPORTED, JWT authentication SUPPORTED, and route test association WEAK, naming the routes with no test importing them. Point it at your own repository and the answers change:
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
On Windows PowerShell:
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:
A full, copy-pasteable walkthrough (including the risk-diff and corroborated-decision steps) is in DEMO_SCRIPT.md.
Verify claims (experimental)
A claim is a statement about the repository. Verification answers it with a status and receipts, never with confidence the evidence cannot back.
- SUPPORTED - required behavior evidence exists in the current scan
- WEAK - the surface exists, but the proving evidence is missing
- CONTRADICTED - credible evidence conflicts with the claim, both sides shown
- UNKNOWN - the surface exists but coverage cannot responsibly decide
- NOT_APPLICABLE - the repository has no surface this claim is about
Four built-in claims ship: route test association, admin authorization, billing
webhook signatures, and JWT authentication. dtc verify leads with what it can
actually verify in your repository, and when nothing applies it says what would
make a claim verifiable instead of dead-ending.
Truth and freshness are separate: when a file behind a verified claim changes, the claim goes STALE and names the file.
To review a change, compare claims at two commits:
It reports what the change did to each claim (a regression, a claim that newly applies, evidence that changed under a claim that held) from isolated snapshots of both commits, without touching your working tree. It runs in GitHub Actions as an advisory job summary.
See VERIFICATION.md for the full model and its limits.
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:
- Can this repository actually prove the thing its file names imply?
- 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
- Verifies claims about a repository and reports status, evidence, and both sides of any contradiction.
- Tracks freshness, so a verified claim goes stale when the evidence behind it changes.
- 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, including which verified claims a diff destabilizes.
- Records decisions locally so rationale can reduce uncertainty when corroborated by code.
Supported concepts
Underneath verification is a scanner that builds local, evidence-backed memory:
[DevTime terminal demo - install, scan, and explain a repo from evidence]
DevTime 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 now. 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
(Also available: dtc evidence, dtc debt, dtc status, dtc doctor --privacy,
dtc export, dtc reset, dtc mcp start.)
Requires Python >= 3.11 and git. See QUICKSTART.md for a step-by-step first run and troubleshooting.
Use with coding agents (MCP)
Your coding agent starts every session amnesiac about your repository and then guesses, confidently. DevTime gives it memory it can trust: a local, read-only MCP server that answers only with claims the repository can prove, plus explicit uncertainty for what it cannot.
Install with MCP support and scan your repo:
Add DevTime to Claude Code:
Or in any MCP client that reads .mcp.json:
The agent gets four read-only tools: list_concepts, explain_concept,
get_context_pack (governed context with do-not-change-without-review paths, tests
to run, and agent guidance), and verify_claim (claim status, contradictions, and
missing evidence, computed fresh and never persisted). Local stdio only - no network listener, no write tools,
no source code returned, only evidence file paths.
DevTime is listed in the official MCP Registry as io.github.Shakargy/devtime.
Installation
Recommended: install from PyPI with pipx so the dtc
command is available on your PATH in an isolated environment:
Or with pip:
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
Windows PowerShell:
Example output
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 --privacyreports the boundaries). dtc resetdeletes 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, write-enabled MCP tools, 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.
Source: README.md at commit 955c558
Tools
0Version history
2- v0.7.0LatestSep 25, 2026
- v0.6.0Sep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts