Enables MCP-compatible apps to expose a folder of RAPP agent.py files as callable tools, deriving each tool's schema from its metadata and running calls in isolated, timed processes.

Enables agents to estimate latent user intent, maintain belief states, and resolve ambiguous requests using entropy-based thresholding through MCP tools.

Enables agents to store LLM query-response pairs and retrieve them via fuzzy cosine similarity matching, reducing duplicate inference calls; it exposes tools for setting cache entries, semantic lookup, and hit-rate statistics.

Enables AI agents to search and invoke 1,939 Atlassian automation tools across Jira, Confluence, Bitbucket, Admin, Assets, and more, with cached reads and JSON-RPC over stdio. It helps agents find tools without calling Atlassian and execute operations while reducing rate-limit pressure.

MCP server for 2kw.ai — EU-hosted AI platform: OpenAI-compatible LLM gateway, schema-driven document extraction, transcription, agents with a knowledge base, and cost observability. 199 tools for Claude Code, Cursor, and Windsurf.

Exposes three read-only tools that list local Agent and MCP runtime candidates, inspect running processes, and check a live runtime against an approved artifact expectation. Returns explicit verdicts such as matched, stale, leaked, conflict, unknown, or not running without exposing argv, environment values, or file contents.

Governance standard and reference toolset for LLM-maintained knowledge corpora

Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI directly to version control workflows through the standard MC

Enables external AI tools to query authorized WeChat messages and available media through read-only or full-permission keys, with restricted conversation scopes.

Publishes a weather MCP server that layers governance onto a working baseline: JWT scope checks on tools, logging with redaction, background tasks with progress and elicitation, and search/code-mode views of the same server. It also supports an in-process proxy provider and a packaged skill for agent-side discovery.

Enables AI tools to access and reason over structured school-management data such as attendance, grades, and occurrences, helping pedagogical coordinators investigate causes and choose timely support actions.

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

A middleware to provide an openAI compatible endpoint that can call MCP tools

Shared memory for your AI tools: tasks, notes and context every tool can read and write over MCP.

One key for 4,000+ tools: web search, scraping, people and company data, SEO, calls and email.

AI music tools for producers: generate tracks and stems, split stems, detect tempo and key.

Library (L402, x402, Lightning, stablecoins): 18 read-only tools plus 3 writers.

Read-only search over 1,771 AI agent tools and 248 MCP servers. No sign-up needed.

Trickl for AI assistants: full docs, setup plans, and sandbox tools to test purchases end to end.

Connect your AI to your own devices, 3D printers, factory tools and a shared agent task pool.

Read-only tools for codemate.com: search, articles, case studies, company and contact facts, jobs.

Instant LTL, partial and truckload freight quotes in the US and Canada, with class and pallet tools