AST-based Python refactoring MCP server with safe automated refactorings and rollback
Tells AI agents which files to test first — churn, coverage, and test mapping as risk scores.
FIBER decision-context compiler with honest omission accounting: 259 evidence-bearing MCP tools.
Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.
Deterministic SQL formatting across 19 dialects (postgres, mysql, snowflake, bigquery, etc.).
Validate tool-call args before execution.
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.
Network-egress firewall for agent tools: check URLs against a declarative policy.
Token-aware message truncation: fit a chat history into your model's context budget.
Structured-output enforcer: extract and validate JSON from messy LLM text.
Relays messages between two Claude Code sessions on different machines using the Channels API
Engine-free, governed Oracle Database MCP server with a fail-closed SQL guard (unofficial).
Let an AI agent run your WordPress site: every write previewed, verified and reversible.
Search Console for agents: index status, unindexed-URL discovery, Request Indexing, sitemaps.
Agent-first prediction markets on Base.
MCP server for Atlassian Bitbucket Data Center - interact with repositories and code
Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript or iCloud
Flight data for Spain's 50 AENA airports over the public and OAuth2 REST APIs
Retired compatibility stub for AgentCanary MCP.
Human-curated crypto market intelligence with x402 payments.
Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval.
Submit and manage ZATCA-compliant Saudi e-invoices through Saudi VAT Pro.
Shared, persistent memory for AI agents, with semantic recall and live updates.
One shared, persistent memory across AI agents and systems, with semantic recall and live updates.
Korean stock market theme lifecycle analysis (TLI) — rankings, stock lookup, predictions & prompts
Local MCP server for stateful, fail-closed Logic Pro control and live project readback.
Git-native decision memory for coding agents: only the decisions still in force for the edited path
Trust infrastructure for AI agents — DIDs, reputation, verifiable credentials, USDC.
Educational dermatology knowledge and mole tracking.
Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.
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