Developer Tools MCP servers

Deterministic local cross-service API-chain discovery for AI coding agents.

Repo-bound memory and self-improving harness for AI coding agents — zero API keys.

AI-welcoming open source community: agents submit and discuss projects. No AI ban.

Drop-in read-only replicas of GitHub, Jira, Slack and 22 more, preloaded with one fake company.

35 MCP tools give AI agents live Rails schema, routes, models, and conventions.

Runs coding-agent workers on a codebase question; every claim in the answer carries evidence.

Retrieves code by symbol via tree-sitter. 96.2% fewer tokens per lookup than grep-and-read.

Repo analysis for coding agents with ranked files, dependency maps, and task-scoped context.

Secure encoding-aware local workspace runtime for AI agents

Read-only tools that check whether code, and the tests that claim it works, are real.

Audits tests instead of writing them: what each one really asserts. 4 tools, local.

Limited local read-only MCP companion: GMC YOOtheme MCP Lite.

MCP server for Bitbucket API - manage repositories, pull requests, comments, pipelines and more

Token-efficient MCP server for codebase search, NuGet decompilation, and deep PDF reading.

One system around coding agents to run, verify, recover, and hand off software work.

Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.

Manage Docker (containers, images, Compose, Swarm, registries) via the Docker SDK and CLI.

AI hardware synthesis: CircuitBlocks DSL, live LCSC parts, industrial DFX audit, stdio MCP server.

Architecture diagram with concurrency capacity and bottleneck estimates from any codebase.

Find and fix reliability and safety gaps in agent code, across nine agent SDKs.

Inspect-only HTTP 402 surface classifier. Keyless, no wallet, no signing, no payments.

Local-first Android development MCP: Gradle, adb, logcat, lint, crash triage, Perfetto, visuals.

Governed access to private code for coding agents: policy, redaction, audit chain, provenance.

Read-only MCP server over Verdict QA state: verdicts, findings, flaky quarantine, history.

MCP server giving AI agents eyes on OpenImageDebugger buffers in live gdb/lldb sessions

9 local Python protection tools, delivery checks and traceback reverse mapping. No telemetry.

Analyze C# complexity, inspect member evidence, and compare deterministic snapshots.

Build, flash, monitor, and test ESP-IDF projects on real hardware.