MCP servers that give coding agents real developer tooling: linters, package registries, test runners, language docs and local build commands. 13,944 servers in this category.
Lets AI coding agents map a local repository, search files and contents, read files, and inspect dependencies.
$claude mcp add llmscribe -- uvx llmscribe
Enables an AI client to stream, convert, and inspect over 100 different data formats including CSV, JSON, Parquet, and various database types.
$claude mcp add iterabledata -- uvx iterabledata
Transforms source code into a queryable knowledge graph for impact analysis, call graph mapping, and AI-powered development.
$claude mcp add n3mo -- uvx n3mo
Lets an AI agent record decision rationale, rejected approaches and entity history in local SQLite and recall them in later sessions via MCP or CLI.
$claude mcp add selvedge -- uvx selvedge
Converts OpenAPI specs, documentation, or blockchain IDLs into a verified knowledge graph that allows AI agents to call APIs with simulated receipts.
$claude mcp add gecko-surf -- uvx gecko-surf
Turns W3C Thing Descriptions into tools an AI client can call, gating and authorizing each operation.
$claude mcp add thingctx -- uvx thingctx
Enables AI agents to perform associative recall over markdown notes by combining vector search with wikilink graph traversal in SQLite.
$claude mcp add sqlite-graph-memory -- uvx sqlite-graph-memory
Provides AI assistants with a two-tier memory system featuring a zero-latency hot cache and semantic search for persistent project knowledge.
$claude mcp add memory-mcp -- uvx hot-memory-mcp
Lets AI agents safely inspect, query, operate, and tune PostgreSQL databases using 279 specialized tools.
$claude mcp add mcpg -- uvx mcpg
Provides a self-hosted, governed memory layer for multi-agent systems featuring role-based access, provenance, and temporal replay.
$claude mcp add attestor -- uvx attestor
Provides AI agents with airtight mathematical reasoning through theorem search, numeric verification, and Lean 4 formal proof checking.
$claude mcp add mathlas -- uvx mathlas-mcp
Lets AI agents manage Docker environments including containers, images, networks, volumes, and Swarm services via the Docker SDK and CLI.
$claude mcp add docker-mcp -- uvx docker-mcp-serverLets AI agents manage Docker environments including containers, images, networks, volumes, and swarm services via the Docker SDK and CLI.
$claude mcp add docker-mcp -- uvx docker-mcp-server
Test healthcare AI agents by verifying medication claims against cited FDA label text and OTC monographs using deterministic rules.
$claude mcp add --transport http orinyx-mcp https://orinyx-mcp.fly.dev/mcp
Provides a centralized HTTP gateway for AI agents to perform controlled SSH commands and SFTP file transfers with audit logging and command policies.
$claude mcp add ssh-mcp -- docker run -i --rm ghcr.io/gelse/ssh-mcp:0.3.0
Acts as a security proxy for MCP servers to provide behavioral profiling, security scanning, and risk gating for tool execution.
$claude mcp add mcpsafetywarden -- uvx mcpsafetywarden
Enables coding agents to perform browser-based testing, explore user journeys, and verify bugs with evidence and Playwright test exports.
$claude mcp add argus -- uvx argus-testing
Allows an AI client to inspect datasets, preview image augmentations, refine them with visual feedback, and export reproducible pipelines.
$claude mcp add albu-mcp -- uvx albumentationsx-mcp
Provides a read-only audit trail of security findings, test coverage, and repair status to help developers review agent-generated code changes.
$claude mcp add code-factory -- uvx factoryline-code-factory
Lets an AI agent query a local dependency graph to identify how code changes affect routes, calls, tables, and configurations.
$claude mcp add code-graph -- uvx cg-code-graph