Menyediakan lapisan kepercayaan (trust layer) berbasis local-first bagi AI agent untuk menganalisis konteks repositori, menilai dampak perubahan, dan memverifikasi kesiapan merge.
Juga dikenal sebagai BASHBOP/otito, otito, @bashbop/otito
- Stars
- 3
- Tools
- —
- Unduhan, 30 hari
- 663
- Versi terbaru
- 3.5.0
- Commit terakhir
- 15 Nov 2026
- Lisensi
- MIT
Apa itu Solumbe MCP?
Solumbe adalah MCP server. Menyediakan lapisan kepercayaan (trust layer) berbasis local-first bagi AI agent untuk menganalisis konteks repositori, menilai dampak perubahan, dan memverifikasi kesiapan merge.
Ringkasan dibuat dari README proyek
Tentang Solumbe MCP server
Solumbe, yang sebelumnya dikenal sebagai Òtítọ́, menyediakan lapisan kepercayaan berbasis local-first yang dirancang untuk pengembangan berbantuan AI. Solumbe berfungsi sebagai tool yang deterministik dan model-agnostic yang berjalan berdampingan dengan lingkungan agentic seperti Claude Code, Cursor, dan VS Code untuk memverifikasi keamanan dan akurasi perubahan kode. Karena bersifat local-first, tidak ada kode atau kredensial yang keluar dari mesin Anda, dan Anda tidak memerlukan akun atau server hosted untuk mengoperasikannya.
Developer menggunakan MCP server ini untuk membangun konteks repositori yang sadar tugas (task-aware) sebelum agent mulai melakukan pengeditan, serta untuk menilai dampak dari perubahan yang diusulkan. Melalui implementasi MCP, Solumbe menyediakan 14 tools termasuk change_impact, review_gate, dan convergence_score. Tools ini memungkinkan AI client untuk memetakan blast radius dari sebuah perubahan, memastikan diff selaras dengan niat awal, dan membatasi kesiapan merge terhadap staged Git tree tertentu. Solumbe bertindak sebagai lapisan verifikasi, bukan sebagai pengganti proses CI/CD atau review manusia yang sudah ada.
Apa yang bisa Anda lakukan dengannya
- 1Menegakkan scope contractsSistem dapat mengidentifikasi jika AI agent telah memodifikasi file yang tidak termasuk dalam niat awal yang dideklarasikan.
- 2Menghasilkan konteks repositoriAgent dapat menggunakan server ini untuk mengumpulkan simbol, test, dan command yang diperlukan untuk menyelesaikan sebuah tugas.
Ditulis berdasarkan README proyek. Setiap use case diperiksa terhadap kutipan dari README tersebut.
Cara menginstal Solumbe MCP
Format diverifikasi 10 Nov 2026Tambahkan ke CursorTambahkan ke GooseInstal Solumbe MCP di Claude Code
$ claude mcp add otito -- npx -y @bashbop/otitoInstal Solumbe MCP di Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"otito": {
"command": "npx",
"args": [
"-y",
"@bashbop/otito"
]
}
}
}Instal Solumbe MCP di VS Code
.vscode/mcp.json
{
"servers": {
"otito": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@bashbop/otito"
]
}
}
}Instal Solumbe MCP di VS Code CLI
$ code --add-mcp '{"name":"otito","type":"stdio","command":"npx","args":["-y","@bashbop/otito"]}'Instal Solumbe MCP di Claude Desktop
claude_desktop_config.json
{
"mcpServers": {
"otito": {
"command": "npx",
"args": [
"-y",
"@bashbop/otito"
]
}
}
}Instal Solumbe MCP di Codex
$ codex mcp add otito -- npx -y @bashbop/otitoInstal Solumbe MCP di Codex config.toml
~/.codex/config.toml
[mcp_servers.otito] command = "npx" args = ["-y", "@bashbop/otito"]
Instal Solumbe MCP di Gemini CLI
$ gemini mcp add -s user otito npx -- -y @bashbop/otitoInstal Solumbe MCP di Gemini settings.json
~/.gemini/settings.json
{
"mcpServers": {
"otito": {
"command": "npx",
"args": [
"-y",
"@bashbop/otito"
]
}
}
}Pengecekan otomatis
Berjalan 14 Nov 2026Laporan lengkap →Lolos checks otomatis kami. Ini bukan audit keamanan: baca kodenya dan berikan server akses paling terbatas yang dibutuhkannya. Cara kerja checks
- Source repository terhubung dan dapat dijangkaubashbop/otito is public and reachablegithub.com/bashbop/otito ↗Lolos
- Nama paket mencantumkan repositori ini sebagai sumbernya@bashbop/otito names bashbop/otito as sourcenpmjs.com/package/@bashbop/otito ↗Lolos
- Provenance build (atestasi Sigstore)Sigstore attestation for @bashbop/otitonpmjs.com/package/@bashbop/otito/v/3.5.0#provenance ↗Lolos
- Lisensi open source (OSI)MITspdx.org/licenses/MIT.html ↗Lolos
- Ada commit atau release dalam satu tahun terakhirLast commit or release 2026-11-12github.com/bashbop/otito ↗Lolos
- OpenSSF ScorecardTidak diperiksa
- Nama package tidak mirip dengan package populerNo popular package one edit away from @bashbop/otitoLolos
- Tidak ada advisory kritis pada paket atau dependensinya2 resolved dependencies checked; no critical advisoryosv.dev ↗Lolos
- Tidak ada instruksi tersembunyi untuk model0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersLolos
- Tools yang bersifat destruktif telah diberi labelTidak diperiksa
- Endpoint remote merespons handshake MCPTidak diperiksa
README
Lihat di GitHubSolumbe
Models generate the change. Solumbe proves whether it is safe to merge.
Formerly Òtítọ́ (@bashbop/otito), renamed in 4.0.0; the CHANGELOG maps every old name to its new one.

Solumbe 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.
Install
npm install -g @bashbop/solumbe
solumbe doctor
solumbe install --host all
The last command connects Solumbe's MCP server to every agent host it finds: Claude Code, Claude Desktop, Codex CLI, Cursor, VS Code, Gemini CLI and Kimi Code CLI. Add --dry-run to see the plan first, or name hosts with --host claude-code,cursor. Restart each host afterwards.
Or without installing: npx -y @bashbop/solumbe doctor.
What it does
Rank what a change actually touches, from the request alone, with no model, no embeddings, and no network:
$ solumbe impact . "add refund handling to checkout" --top 3
concepts: money flow
1. src/payment/checkout.service.ts score 155
|- role: required
|- path matches: checkout
|- symbol matches: checkout, refund
|- concept match: money flow (×1.4 + 6.0)
|- risk: money flow
2. src/payment/stripe.webhook.ts score 6
|- role: advisory
|- concept match: money flow (×1.4 + 6.0)
Gate the exact staged tree, and say precisely why:
$ solumbe gate . --staged --base origin/main --request "add refund handling to checkout" --min-convergence 80
[OK] Changed files 1 changed file found.
[OK] Staged snapshot Changed-file scope and convergence evidence are captured from the exact staged Git tree.
|- Tree: 7d0b513dd256877d6bd309a6406468a9b1eaeedc
|- Base: b776f04fcfbd02c8ce8d63e1a0c2450be58de039
[OK] Secret safety No secret file paths and no credential values found in the changed content.
[WARN] Risk review Risk-sensitive files changed; maintainer review should be explicit.
|- src/payment/checkout.service.ts
[OK] Convergence Task and diff satisfy the convergence requirement.
|- Score: 100/100 (aligned)
|- Receipt handle: rcpt_a8d31efae06e
|- Subject tree: 7d0b513dd256877d6bd309a6406468a9b1eaeedc
VERDICT WARN
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.
Hold the change to what was declared. Record the files a request is expected to touch before the edit, and the gate names any file that was never declared:
$ solumbe declare . "add refund handling to checkout"
$ # ... the agent edits ...
$ solumbe gate . --staged --base HEAD --intent .solumbe/intent.json
[FAIL] Scope contract Touched `src/auth/session.ts`, which was never declared. Amend the intent with the reason it belongs (`solumbe amend <file> --reason "<why>"`), or take it out of the change.
|- Request: "add refund handling to checkout"
|- Contract: fe655c2af2b31b7e3edec6aedd248b379235811d1228c829f87ff73796ace487
|- Changed files: 3 (1 declared, 0 amended, 1 implied, 1 undeclared)
|- Implied: tests/checkout.service.test.ts (owner-test of src/payment/checkout.service.ts)
|- Undeclared on a risk-sensitive path: src/auth/session.ts [auth/security]
An amendment adds a file with its reason, hashed onto the contract, so a reviewer reads why the scope grew. Over MCP it is change_impact with declare: true, and review_gate with intent.
The core
Four commands are the product. They call no model, open no socket, and read nothing outside the repository.
| Step | Command | What it proves |
|---|---|---|
| Before the edit | solumbe context "add refund handling" --path . |
Which files, tests and commands the request needs |
| After the edit | solumbe converge . "add refund handling" --base origin/main --staged |
How far the diff is from the request, with a receipt |
| Before the merge | solumbe gate . --staged --base origin/main --request "add refund handling" |
PASS / WARN / FAIL on the exact staged tree |
| After the merge | solumbe attest . --verdict verdict.json --merge <sha> |
A hash-chained record of what shipped, under which verdict |
solumbe help shows these and how to set up; solumbe help --all lists every command, including the ones that support them (impact, declare, pr, review, map, calibrate, route, ax, dashboard and the rest). Nothing was removed.
Nothing hosted is required, and nothing hosted can change a verdict. Local Core, Optional Hosted lists exactly what the optional pieces send, and where.
Supporting commands
| Goal | Command |
|---|---|
| Rank change blast radius | solumbe impact . "add refund handling" --top 12 |
| Score intent vs. execution | solumbe converge "add refunds" --path . --base HEAD --staged |
| Score a committed change exactly | solumbe converge "add refunds" --path . --base HEAD~1 --head HEAD |
| Gate a product change across repos | solumbe workspace-gate ../web ../api --request "ship change" |
| Grade risk flags against history | solumbe calibrate . --window 30 |
| Grade route tiers against history | solumbe regret . --window 30 --offline |
| Regrade a saved run, same answers | solumbe regret --rescore run.json |
| Score Agent Experience | solumbe ax . "add a new MCP tool" |
| Recommend a model tier | solumbe route . "add a new MCP tool" |
| Sharpen context with a model read | solumbe context "add a new MCP tool" --path . --online |
| Inspect one repo | solumbe repo . --json |
| Build a code map | solumbe map . --json |
| Index and search local projects | solumbe index ~/projects --discover then solumbe search "events controller" |
| Generate an agent harness | solumbe harness . --out .solumbe/harness.md |
| Run the MCP server | solumbe mcp |
Every command takes --json, and solumbe help lists the full set with flags.
MCP
Solumbe 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.
{
"mcpServers": {
"solumbe": {
"command": "npx",
"args": ["-y", "@bashbop/solumbe", "mcp"]
}
}
}
solumbe install --host all writes this entry for you, using absolute paths so hosts that do not inherit your shell PATH can still start it. Published in the MCP Registry as io.github.BASHBOP/solumbe. 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.
How it compares
| Approach | Strengths | Where solumbe 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; solumbe 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 | solumbe 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 |
Documentation
Full command reference, agent workflows, release process, evaluation method, and the design theses behind the trust layer:
Contributing
git clone https://github.com/BASHBOP/solumbe.git
cd solumbe && npm ci && npm run ci
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. Solumbe follows Semantic Versioning, so say whether a PR is no-impact, patch, minor, or major.
Part of the toolchain
solumbe 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.
- solumbe (this tool), for context: what does this change actually touch?
- tieline, for contracts: did the front end and back end quietly stop agreeing?
- bouncer, for compliance: could you defend this to Ofcom?
- aiglare, for governance: where can the model do something you can't undo?
More at segunolumbe.com. static analysis, never the model.
Pertanyaan tentang Solumbe MCP
Bagaimana cara menambahkan Solumbe MCP ke Claude Code?
Jalankan claude mcp add otito -- npx -y @bashbop/otito di terminal Anda. Tambahkan --scope user agar tersedia di semua proyek.
Bagaimana cara menambahkan Solumbe MCP ke Cursor?
Buka ~/.cursor/mcp.json dan tambahkan server di bawah mcpServers, menggunakan config Cursor yang ditunjukkan di bagian instalasi di atas.
Apakah Solumbe menggantikan alat coding AI yang sudah ada?
Tidak, Solumbe tidak menggantikan alat seperti Claude Code, Cursor, atau Gemini; ia berjalan berdampingan dengan alat tersebut untuk menyediakan lapisan kepercayaan yang deterministik.
Apakah kode saya dikirim ke server remote?
Tidak, Solumbe bersifat local-first dan memastikan tidak ada kode yang keluar dari mesin Anda.
Bagaimana cara menghubungkan Solumbe ke AI agent saya?
Anda dapat menggunakan perintah solumbe install --host all untuk terhubung secara otomatis ke host seperti Claude Desktop, Cursor, dan VS Code.