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MCP servers and skills: search, filter by where they run, and compare.
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MCP servers and skills: search, filter by where they run, and compare.
Self-improving skills and memory for any AI agent framework, with governance built in
PythonMIT★ 5No key
Post-hoc trace reconstruction for AI agents: turns raw runtime traces into per-property reconstructability reports naming evidenced, missing, and opaque decision facts.
PythonApache-2.0★ 1Few starsNo key
Attenu Derive: computes the permission set each AI agent task needs from the app itself — roster, tools, observed calls — for attenu-guard to enforce on every tool call and sub-agent handoff.
PythonApache-2.0★ 1Few starsNo key
ContextOps toolkit for production AI agents. Compile, govern, scan, visualize & optimize LLM context before every model call — token budgets, policy governance, PII/secret scanning, Context Bill of Ma
PythonMIT★ 2Few starsNo key
Grounded IT-support agent on Microsoft Agent Framework: hybrid search over Microsoft docs, MCP tools for Copilot Studio, Entra ID auth, ticketing, evals.
PythonMIT★ 1Few starsNo key
Intelligent GeoServer MCP server built on the Microsoft Agent Framework: an LLM agent (local Ollama, Ollama Cloud, or Anthropic Claude) drives GeoServer in natural language — workspaces, PostGIS datas
PythonMIT★ 1Few starsNo key
AI film-room analyst: finds the moments where a better option was on, judges them against the coach's tactical style, and explains them with verified numbers.
MCPLink only★ 1Few stars
SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.
OfficialSkillMIT★ 19kNo key
Multi-agent financial Q&A workflow on the Microsoft Agent Framework — Azure OpenAI Responses agents, parallel per-file analysis via remote MCP tools, deployed as an Azure AI Foundry hosted agent.
MCPLink onlyFew stars
The open-source agentic framework to build, orchestrate, and operate production AI agents.
PythonApache-2.0★ 151No key
Adversarial security testing for AI agents — prompt injection, tool misuse, memory poisoning, and MCP scanning, with CI-ready regression testing and reports.
PythonApache-2.0★ 17No key
agents use to improve info,work efficecy,life quality
PythonApache-2.0★ 7No key
Focusing on building both MCP servers and clients using the Python SDK to make sure these three core primitives—tools, resources, and prompts—and understand how they integrate with Claude AI, Gemini A
PythonApache-2.0★ 8No key
An MCP that for any tool call that mutates state (send email, charge card, delete file), force a “citation-first” dry-run with an human-readable preview; only on explicit approval by the human (or age
PythonAGPL-3.0★ 6No key
MCP servers for Microsoft Office — Excel, Outlook, PowerPoint, Word. Local-first, governed, developer-controlled.
PythonMIT★ 8No key
AI-powered MCP server for creating Azure architecture diagrams in Visio and Draw.io — with WAF/CAF validation, 151 Azure resources, and reference architectures
SkillMIT★ 2Few starsNo key
Personal AI Operating System. A production-grade CLI assistant with autonomous tool calling, Google Workspace, GitHub, Spotify, Document Intelligence, Memory, MCP integration, intelligent planning, lo
PythonApache-2.0★ 1Few starsNo key
PythonMIT★ 1Few starsNo key
Extract Microsoft Fabric semantic model metadata. AI-ready exports for LangChain, OpenAI, Semantic Kernel, AutoGen, and custom plugins. Multi-provider LLM enrichment, MCP server, and cross-model gover
PythonMIT★ 1Few starsNo key
AI quoting agent for electronics distributors. Parses RFQ documents (PDF, Excel, Word) with Claude, looks up every line item against your SAP, Epicor, Oracle, or Dynamics 365 ERP via MCP connectors, a
PythonMITFew starsNo key
MCP server for Microsoft LISA Linux testing framework — discover, select, generate, and run Linux tests via Claude
PythonMITFew starsNo key
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