Deterministic local repository context, impact analysis, and merge-readiness evidence for AI agents.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
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💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Models generate the change. Otito proves whether it is safe to merge.

Otito is a local-first, deterministic, model-agnostic trust layer for AI-assisted development. It builds task-aware repository context before an agent edits, scores how much a change actually touches, and gates merge readiness against the exact staged tree, with no server, no account, and no code leaving the machine.
It does not replace Claude Code, Codex, Cursor, Gemini, or any native agent harness. It runs beside them and keeps working as the models change underneath.
A passing local gate is never an automatic merge approval: hosted CI, GitHub review, CODEOWNERS, and the human release decision remain separate authorities.
Or without installing: npx -y @bashbop/otito doctor.
Rank what a change actually touches, from the request alone, with no model, no embeddings, and no network:
Gate the exact staged tree, and say precisely why:
The convergence score is the part a model cannot grade for itself: it compares the stated intent against the files the diff actually changed, and produces a receipt bound to the exact base, parent, and staged-tree identity.
| Goal | Command |
|---|---|
| Inspect one repo | otito repo . --json |
| Build a code map | otito map . --json |
| Prepare task context for an agent | otito context "add a new MCP tool" --path . |
| Rank change blast radius | otito impact . "add refund handling" --top 12 |
| Score intent vs. execution | otito converge "add refunds" --path . --base HEAD --staged |
| Grade risk flags against history | otito calibrate . --window 30 |
| Gate an exact staged change | otito gate . --staged --run-validation |
| Gate a product change across repos | otito workspace-gate ../web ../api --request "ship change" |
| Review local changes | otito pr . --base origin/main --out .otito/pr-review.md |
| Index and search local projects | otito index ~/projects --discover then otito search "events controller" |
| Generate an agent harness | otito harness . --out .otito/harness.md |
| Run the MCP server | otito mcp |
| Score Agent Experience | otito ax . "add a new MCP tool" |
| Recommend a model tier | otito route . "add a new MCP tool" |
| Sharpen context with a model read | otito context "add a new MCP tool" --path . --online |
Every command takes --json, and otito help lists the full set with flags.
Otito ships a stdio MCP server exposing 14 tools: repo_inspect, repo_map, repo_index, repo_search, context_pack, change_impact, agent_experience, model_route, convergence_score, review_context, review_gate, review_verdict, workspace_report, and repo_harness.
Published in the MCP Registry as io.github.BASHBOP/otito. Repo-map lookups use an external per-user cache and never write into the inspected repository. Host-specific setup for Claude Code, Claude Desktop, Codex, Cursor, VS Code, Gemini CLI, and Kimi Code is in MCP and Agent Workflows.
| Approach | Strengths | Where otito differs |
|---|---|---|
| Sourcegraph / Cody context | Powerful hosted code search and embedding-based context across an org | Local-first and deterministic: no server, no account, no code leaves the machine, and the same query always yields the same packet |
Hand-written CLAUDE.md / rules files | Curated, intent-rich guidance | Hand-written context goes stale; otito regenerates context from the actual code (symbols, imports, routes, tests) on every run and complements a short CLAUDE.md |
grep / ripgrep | Fast, universal text matching | otito ranks whole files by task intent across paths, symbols, exports, and tests, then adds patterns and validation commands, producing a context packet rather than a list of matching lines |
Full command reference, agent workflows, release process, evaluation method, and the design theses behind the trust layer:
npm run ci is the full gate: format, lint, typecheck, version check, tests, coverage floors (70% lines / 60% branches / 75% functions), three evaluation corpora, dependency audit, and a packaged-tarball smoke test. Run it before requesting review.
Start with CONTRIBUTING.md and the Code of Conduct. All changes need maintainer review; main requires passing gates and resolved conversations. Otito follows Semantic Versioning, so say whether a PR is no-impact, patch, minor, or major.
otito is one of four tools that form a deterministic trust layer for AI-assisted development. Each uses static analysis to answer a question people keep handing to an LLM.
More at segunolumbe.com. static analysis, never the model.
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