MCP Tool Integration · Public

sverklo

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configurationPermission boundariesAcceptance checks

Best fitDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Check whether this project matches your task before installing it.

What it can doMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot71 stars

8 forks · 4 contributors

Doramagic.ai Last verification date: 2026-07-19 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-19

What is sverklo?

sverklo helps connect external tools, services, or data sources to AI hosts that support MCP.
Best fit: Developers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.
Not for: Not for users who cannot change host configuration, grant tool permissions, or isolate network, file, and credential access.
Capability added to an AI workflow: MCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks
First safe verification step: Verify the MCP server command, permission scope, and rollback path in a non-primary host configuration first.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/sverklo/sverklo, https://github.com/sverklo/sverklo#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Match the project to your task before installing it.

CapabilityMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

Repositorysverklo/sverklo

71 stars · 8 forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

System Overview & MCP Integration

Related topics: CLI Workflows, Registry & Operations, Storage, Bi-Temporal Memory & Hybrid Search

Source: https://github.com/sverklo/sverklo / Human Manual

Indexer, Parsers & Language Coverage

Related topics: Storage, Bi-Temporal Memory & Hybrid Search, System Overview & MCP Integration

Source: https://github.com/sverklo/sverklo / Human Manual

Storage, Bi-Temporal Memory & Hybrid Search

Related topics: System Overview & MCP Integration, Indexer, Parsers & Language Coverage, CLI Workflows, Registry & Operations

Source: https://github.com/sverklo/sverklo / Human Manual

CLI Workflows, Registry & Operations

Related topics: System Overview & MCP Integration, Storage, Bi-Temporal Memory & Hybrid Search

Source: https://github.com/sverklo/sverklo / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/sverklo/sverklo, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars71 stars

Forks8 forks

Contributors4 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using sverklo with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
MCP tool names double-prefixed (sverklo_sverklo_*) when server registere
github / github_issue
02
sverklo init --global: one-time setup with memory import, skip per-proje
github / github_issue
03
sverklo unregister should accept --by-path for agent-driven worktree tea
github / github_issue
04
sverklo reindex does not update registry.json lastIndexed timestamp
github / github_issue
05
fingerprintOf is defined but never called — provider-change auto-rebuild
github / github_issue
06
v0.25.1: Ollama reindex still stores 384d vectors despite 1024d config;
github / github_issue
07
Semantic search observability: results always report `method: "fts"` and
github / github_issue
08
Only ~49% of chunks receive embeddings, with no diagnostic explaining sk
github / github_issue
09
Embedding vectors stored at 384 dimensions despite 1024-dim Ollama/custo
github / github_issue
10
`reindex --force` reports success after EBUSY and appears to reuse stale
github / github_issue
11
MCP still failing on Windows in v0.23.0
github / github_issue
12
v0.28.3 - shareable prove receipts
github / github_release

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

npm install -g sverklo

Official start command · https://github.com/sverklo/sverklo#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

sverklo Manual

Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsurf, and Codex CLI: symbol graph, blast radius, diff-aware review, and git-pinned decisions. MIT; no API keys or code upload.

Open the full manual

https://github.com/sverklo/sverklo Project Manual
Table of Contents
System Overview & MCP Integration
Related Pages
1. Purpose & Scope
2. MCP Server Architecture
3. Tool Surface & Presets
4. External Integrations

System Overview & MCP Integration

Related topics: CLI Workflows, Registry & Operations, Storage, Bi-Temporal Memory & Hybrid Search

Source: https://github.com/sverklo/sverklo / Human Manual

Indexer, Parsers & Language Coverage

Related topics: Storage, Bi-Temporal Memory & Hybrid Search, System Overview & MCP Integration

Source: https://github.com/sverklo/sverklo / Human Manual

Storage, Bi-Temporal Memory & Hybrid Search

Related topics: System Overview & MCP Integration, Indexer, Parsers & Language Coverage, CLI Workflows, Registry & Operations

Source: https://github.com/sverklo/sverklo / Human Manual

CLI Workflows, Registry & Operations

Related topics: System Overview & MCP Integration, Storage, Bi-Temporal Memory & Hybrid Search

Source: https://github.com/sverklo/sverklo / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start EvidenceREPO_INSPECTION.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.

high

Configuration risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.