Developer Tools MCP servers

Allure TestOps MCP — projects, launches, test cases, test results via REST API.

Codebase analysis tools for AI agents: complexity, prop drilling, doc coverage, code smells.

Component datasheets (PDF) for LLM agents: index, search, original pages; BOM and CAD checks

Cross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP.

Open files and diffs from your agent in PlainHub, and keep a shared ledger in your own GitHub repo.

Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages, 24 blog posts.

Analyze JVM thread dumps with ThreadMine: deadlocks, CPU spikes, pool exhaustion, health score.

Dispatch coding tasks to local headless agents with persistent history and workflows.

Proves software work: triages failing tests, checks whether a test can fail, and reads migrations.

New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.)

Stable eight-tool MCP server for changed-UI assurance, authority-aware UI task context, and repair.

GraphQL gateway for LLMs. Handles huge GitHub GraphQL & @neo4j/graphql schemas without crashing

ADR drift detection, content safety, and decision memory for architectural decisions

Init is the backend engineer for your coding agent.

SAP Fiori - Model Context Protocol (MCP) server

Contract-first MCP server for RabbitMQ: one typed tool per message contract, safe error recovery.

AI testing agents for web apps — dispatch test runs, crawls, fetch artifacts and status.

Fail reads in web and Electron test apps, inspect recovery, and compare before/after evidence.

Codeforces MCP server for competitive programming, upsolving, and automated stress testing.

Open-source MCP server for AI agents: web search, content extraction, and library docs.

Local hybrid keyword + vector search (SQLite FTS5 + sqlite-vec) over markdown vaults and code.

MCP server for managing Unleash feature flags

Validate, lint, test-run and explain Open Lakehouse Contracts with LakeLogic, from any AI assistant.

Open-source MCP server that turns any AI agent into your technical co-founder

Format, minify and split SQL offline, respecting strings, quotes and comments

Compile and run Omega (.om) programs in a sandbox, and look up Omega errors and keywords.

Lints SQL and checks rewrites return the same rows. Postgres, MySQL, MariaDB, SQLite, MSSQL, DuckDB

Kibi requirements, traceability, and proof MCP. Install as a project dev dependency.