#model-context-protocol

Shrinks your AI agent's tool output so it burns fewer tokens, without changing what the agent reads. Lossless by default, no decode step.

Experimental MCP server for Estonian e-arveldaja (RIK e-Financials) API. Not affiliated with RIK. Use at your own risk.

Agentic Version Control System — an AI-native VCS where intent, session, operation, evidence and decision are first-class objects and code is a materialized projection of an operation graph.

MCP server for running heterogeneous AI agents and shell commands in local disposable OpenSandbox containers

An AI-driven dynamic protocol fuzzer for the Model Context Protocol (MCP). Prove runtime exploitability by discovering state violations, transport crashes, and application-layer logic flaws (SSRF, LFI) before your AI agents do.

Terminal code review for AI coding agents. Live diffs, comments the agent answers, PR review, MCP built in.

Self-hosted retrieval infrastructure for AI assistants. MCP-first search and grounded answers over a private corpus, with citations that resolve to a real location in a real document — a page, a heading, a line, a cell.

31 MCP tools that give Claude, Cursor and any MCP client the live web — scrape, crawl, search, real Google rank, change tracking, document parsing, plus an autonomous agent that researches from a plain-English prompt with no URLs. Clean Markdown and schema-validated JSON, not raw HTML. Local-Ollama extraction by default. MIT, 1,000 free credits.

End-to-end encrypted memory for AI agents — portable, yours forever.

MCP server for pūrmemo — AI conversation memory that works everywhere. Save and recall conversations across Claude Desktop, Cursor, and other MCP-compatible platforms.

Zero-dependency Web Crypto suite & Model Context Protocol (MCP) server for AES-256-GCM, RSA-4096, and AI agent security.

MCP server for HamQTH.com — callsign lookup (free QRZ alternative)

MCP server for solar indices and space weather — SFI, SSN, Kp, DSCOVR, alerts

Production intelligence layer for feature flags at scale — blast radius gating, circuit-breaker auto-rollback, Merkle-linked audit log, incident correlation, and Knight Capital–style tombstoning. Go + Python + TypeScript polyglot monorepo.

sempods reference implementation for the JVM — pod server, identity service, hosted MCP, clients

MCP server for Microsoft Entra ID sign-in/audit-log triage (read-only)

🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.

Give your agent capabilities, not giant tool walls.

Extended Memory Layer of Coding AI

PostgreSQL-native deployment tool where deploy.sql controls transactions, execution order, tests, and error handling.

A firewall and password manager for your AI coding agents.

MCP server for Kling AI video generation via AceDataCloud API

MCP server for Luma AI video generation via Ace Data Cloud.

MCP server for Google SERP search, images, news, maps, and knowledge graph results.

Claude Code QA agent with memory, plus a read-only MCP server (verdict-qa-mcp on PyPI): baseline → delta runs (NEW/REGRESSED), a fact harness so the model judges while the system measures, signed run history, flaky quarantine with expiry, and an exit-code release gate for CI. Ships six scored eval fixtures — misses published.

Multi-account tool broker for AI agents — use tools on demand from the CLI or connect through MCP, with credentials kept local.

The self-correcting memory layer for AI agents. Zero-dependency Python memory and MCP server. Supersede, revert, or forget a value deterministically. Verifiable erasure, witness-backed tamper-evident receipts, EU AI Act ready.

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Canonical monorepo for the Irmin data platform, AI, Console, Connectors, and SDKs

TrainingPeaks MCP server for Claude Desktop, Code and Cowork. No API approval needed - works with any account. Query workouts, CTL/ATL/TSB fitness data, power PRs via natural language.