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    Static security linter for MCP servers. Scans tool definitions for vulnerabilities (path traversal, SQL injection, SSRF), scores description quality, and auto-rewrites descriptions for safer agent tool selection.
    2
    188 PyPI
    10
    MIT
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    Generates realistic, referentially-coherent test data (SQL INSERTs, JSON, or CSV) from your database schema, resolving foreign keys and respecting constraints. Paste CREATE TABLE DDL or a JSON schema and get ready-to-run seed data with valid relationships.
    2
    13 npm
    MIT
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    Generates synthetic time-series test data with configurable trend, seasonality, noise, anomalies, and multiple correlated streams, outputting JSON, CSV, or SQL.
    2
    16 npm
    MIT
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    Runs SQL statements in memory against real PostgreSQL 18 and SQLite 3.49 engines after loading your schema and sample rows, returning each statement's own verdict: errors with line, column, and hints, constraint violations, or the resulting rows. It also compares both dialects to expose portability differences, all with no database server, network, or API key.
    1
    1
    MIT
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    Lets an MCP client query SQLite databases through validated, forced read-only, row-capped, time-limited and logged operations, so AI agents can explore data without risking writes or runaway queries. It also ships an eval harness that measures how accurately a model answers benchmark questions via text-to-SQL through the server.
    4
    MIT
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    Enables generating realistic, reproducible fake test data in CSV, JSON, or SQL from a table schema, retrieving invalid-value examples with reasons, and exercising a fake payment sandbox that never moves money. Free, rate-limited, and requires no API key.
    5
    140 npm
    MIT
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    A security audit server for Laravel projects that performs static code analysis, dependency CVE checks, and configuration audits. It enables developers to detect vulnerabilities like SQL injection and XSS while providing active attack simulations directly within MCP-compatible IDEs.
    8
    2
    AGPL 3.0
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    Enables coding agents to run Playwright e2e tests, validate Supabase RLS policies with role-based SQL, typecheck TypeScript, execute npm scripts with parsed test output, and validate Next.js builds, all through a structured MCP interface.
    5
    MIT
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    Enables LLM agents to query and reconcile an accounts-payable ledger through safe read-only SQL, deterministic invoice-to-payment matching, and exception explanations for underpayments, duplicates, currency mismatches, and overdue invoices. Ships with a synthetic ledger, golden-set evals, and a month-end review workflow so quality can be measured in CI.
    4
    MIT
  • F
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    MCP server for IFS Cloud PL/SQL unit testing, enabling check of testability, generation of unit tests, and orchestration of deploy/run steps via ifs-f1-codegen-dev.
    6
    -
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    A comprehensive development toolkit with 23 tools covering code quality analysis, development efficiency, and project management. Enables AI-assisted code review, test generation, performance analysis, SQL generation, UI component creation, and automated project documentation.
    8
    29
    112 npm
    39
    MIT
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    Enables local privacy scanning and masking of secrets and PII, verifies test-suite integrity to prevent silent fake success, and inspects or blocks destructive terminal and SQL commands before execution.
    4
    Apache 2.0
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    Lets Claude and other MCP hosts do real ABAP development on SAP systems through ADT: search objects, read and write source, transports, activation, ABAP Unit, ATC, short dumps, debugger and SQL queries. 173 tools, multi-system (S/4HANA Cloud and on-prem), with server-side guard rails and an audit log.
    2
    426 npm
    15
    MIT
  • A
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    Multi-database SQL validation service with Docker containerization, supporting PostgreSQL, MySQL, Oracle, SQL Server, and more, providing secure SQL execution with transaction rollback and zero data residue.
    MIT