"OSF" matching MCP servers:

An MCP server for live, geolocated world-event intelligence: query event signals (coordinates, severity, sources), find hotspots, search satellite imagery (Sentinel-1/2, etc), read the AI Daily World Brief, and ask an OSINT/GEOINT analyst. Local stdio proxy to the hosted Off-Nadir Delta server; free tier, token-metered.

Provides AI governance and EU AI Act compliance through a council of 12 AIs, enabling risk management, transparency, bias detection, and content watermarking.

Structured reasoning MCP server that decomposes problems into atomic steps (premise, reasoning, hypothesis, verification, conclusion) with confidence scoring, live visualization, and approval feedback.

Implements the Tree of Thoughts framework for structured reasoning and decision tree exploration, enabling LLMs to explore multiple reasoning paths, evaluate them, and backtrack.

MCP server providing virtual memory for AI context with durable SQLite storage, retrieval, and bounded prompt assembly to manage context windows.

A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver fine-tuned models without ever accessing client data.

Enables Claude to learn a user's writing style from personal samples and retrieve style context, exemplars, and profiles for rewriting and code-comment guidance through MCP.

Measurement uncertainty MCP server for ISO/IEC 17025 and KOLAS-accredited laboratories. GUM/MCM/QMC engine + 9 calibration templates (TEM/SEM-EDS/AFM/OCD nano-metrology) + reverse_uncertainty (novel within prior-art search) + Ed25519 audit signatures + W3C PROV-O provenance. v0.6.0, 36 passing tests on Python 3.10–3.12.

Maps Salesforce metadata into a Neo4j graph database, enabling AI agents to reason about schema and generate accurate SOQL queries.

Enables querying multiple AI models simultaneously and returns all answers unmerged for the user to weigh.

Enables sophisticated reasoning workflows using graph-based representations for AI models.

MCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime with multiple backend options.

MCP server for Salesforce that exposes CLI, REST, Connect, Data 360, Bulk 2.0, and Einstein Models APIs as tools for any MCP-compatible client to manage orgs, data, and metadata.

MCP-native evolution control plane that discovers, tests, governs, versions, and promotes improved AI agents. Integrates with LocalLLM-MCP for real or simulated model evaluation.

Provisions isolated SAP SuccessFactors demo orgs and generates two-surface demo scripts for Joule Chat and Joule Desktop/Claude Code.

A Model Context Protocol (MCP) server that enables structured multi-path investigations using a Tree of Thoughts approach.

Bilingual (EN/ES) AI-writing detection that shows the evidence instead of a percentage: named tells with line and column, hidden-character inspection, and citation cross-checking against a document's own bibliography. Seven of its nine tools run entirely locally and never touch the network.

Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations: pair wines with meals, ingredients, or recipe URLs, reverse pairing, group dinner planning, and search. Powered by a proprietary Wine DNA algorithm with 600+ wine archetypes. Supports API key and x402 (USDC on Base) autonomous agent payments.

Read-only relational-readiness preflight for AI agents evaluating market trust, permission, evidence gaps, pilot readiness, and scale readiness in African and other high-context markets.

Account-less access to 45 Gemini models & autonomous agents, 71 edge microservices across 6 modular domain packages via L402, x402, MPP.

MCP server for SeeAny Sun enabling product image generation, smart creation, task polling, and download via natural language, with demo mode for offline simulation.

Enables Claude Code, Cursor, Codex and other MCP clients to generate and edit images and videos directly in a project using AI subscriptions the user already pays for, without API keys or extra billing. Also provides local media tools such as background removal, video editing for social formats, and automatic resizing and optimization of results.

A Model Context Protocol (MCP) gateway for running Claude Code, Codex, Gemini, Grok, and Mistral (Vibe) CLIs from one MCP endpoint, with durable async jobs, session continuity, cache-aware prompting, observability, and personal-appliance setup tooling. Why developers try it: one local MCP endpoint for cross-LLM validation, multi-agent coding workflows.

Enables account-less access to all 45 Google Gemini models and autonomous agents for text generation, multi-step reasoning, deep research, image/video/audio generation, grounded search, and embeddings via L402, x402, and MPP.

Enables developers to repair malformed JSON, synthesize ReDoS-safe regexes, compile XML system prompts, enforce JSON Schema, verify context compaction, audit hallucinations, and sanitize CSV/JSON data through a scoped streamable-http endpoint.

법마디(Lawmadi) OS — Korean Legal AI with 60 specialized agents and real-time statute verification via law.go.kr. Free: 2 queries/day. Korean & English.

Integrates Base44 data management, Theta GPU compute and blockchain, and Wave OS intelligence into a single MCP server, enabling AI assistants to perform CRUD, AI inference, smart contract operations, and agent orchestration.

ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction synthesis tasks without domain-specific training.

Enables AI coding agents to maintain structured, persistent memory as a typed-edge knowledge graph over contexts, decisions, and tasks, with deterministic auto-threading, trust signals, and replayable story recall. It also exposes a token-lean MCP gateway for on-demand tool discovery, helping agents preserve causal project context across sessions.

Lets AI agents generate images and videos through a self-hosted studio connected to the user's own fal.ai, Kie.ai or Higgsfield API keys, with tools for exploring models, submitting image and video jobs, waiting on results and importing media from URLs. Runs over HTTP with bearer-token authentication, so agents such as Claude Code, Codex, Cursor or Claude Desktop can create and retrieve media while provider keys stay encrypted server-side.