The real catalog of tools for AI agents

Build and test short-form marketing automations from your agent. Nothing it does can post.

Protein analysis: ESM-2/ESMC embeddings, mutation scoring, landscape scans, ESMFold structure.

Query CAN-IMMUNE: cancer neoantigen mutations, peptides, cell lines, MHC-I binding. Read-only.

Shared task layer for AI coding agents. One MCP surface: task_search, task_get, task_mutate.

Provider-neutral OpenDeepThink reasoning server: generate, judge, rank, mutate.

Secure AsusWRT router administration via SSH — 42+ tools, guarded mutations

Code synthesis through belief revision, mutation testing, and verification

Find test gaps, generate grounded tests, and dynamically prove behavior with mutation testing.

Unofficial Google Ads MCP for campaigns, keywords, budgets, and gated mutations.

Connect AI assistants to Acumatica ERP — 28 tools for queries, mutations, GIs, attachments.

Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent mutations.

Find test gaps, generate grounded tests, and dynamically prove behavior with mutation testing.

MCP server for Google Docs with verified writes — every mutation returns before/after proof.

Google Ads management — campaign writes, GAQL reporting, bulk mutate, validation, and previews

Stdio MCP server that inspects and (with confirmation) mutates one VPS over SSH.

Advanced analytics, reporting, and safe mutations for Zebrunner. 64 tools, 14 resources, 17 prompts.

Microsoft 365 SharePoint via Graph: sites, libraries, pages, lists, search, file/list mutations.

Verify a proposed action against a signed Agent Mandate without executing or mutating accounts.

Context OS for AI coding agents: task-scoped AST context, verified mutation, and rollback.