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AI & ML

AI & ML MCP Servers

LLM providers, agents, models, embeddings, inference, and machine learning workflows.

SkillFM LLM Cost Optimizer

Published by GitHub account ericm1018

Verified

A thin SkillFM gateway that forwards to the SkillFM Beacon runtime to help agents audit LLM token usage and OpenAI/Anthropic spend.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

SkillFM Claude Code Token Usage

Published by GitHub account ericm1018

Verified

Thin local stdio gateway that forwards to SkillFM Beacon for Claude Code token usage, cost visibility and AI health checks.

STDIODesktop only
AI & MLNot validated yetNov 3, 2026

SkillFM BYOK Vault

Published by GitHub account ericm1018

Verified

A thin SkillFM gateway that gives MCP assistants guidance on safely storing provider API keys and viewing usage, delegating work to the SkillFM local runtime.

STDIODesktop only
AI & MLNot validated yetOct 25, 2026

SkillFM Beacon

Published by GitHub account ericm1018

Verified

A local MCP launcher that reports AI health, token usage and LLM spend, suggests cost savings, and audits agent clutter.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

SkillFM Beacon

Published by GitHub account ericm1018

Verified

A local MCP server that reports AI health, token usage and LLM spend, suggests cost savings, and audits agent clutter.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

BeatDesign

Published by GitHub account erickkkyt

Verified

BeatDesign is a local-first AI media workbench whose MCP tools let an assistant work in the same image and video projects you see in the browser.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

Vision Squeezer

Published by GitHub account eralpozcan

Verified

Local MCP server that resizes and re-encodes images to a vision-model token budget before an assistant sends them to an LLM.

STDIODesktop only
AI & ML4 toolsNov 6, 2026

AgentLedger

Published by GitHub account entradox

Verified

AgentLedger is a hosted MCP server for metering, capping and blocking AI agent spend across payment rails, with budgets, alerts and reports.

Streamable HTTPWeb executable
AI & ML18 toolsOct 24, 2026

Beacon Mcp

Published by GitHub account enrichgateagent-png

Verified

A local MCP server that lets an assistant search an index of open-source AI agents by capability, ranked by GitHub traction.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

simulate-monte-carlo

Published by GitHub account encodi

Verified

Remote MCP server that estimates compound or conditional probabilities by actually running a Monte Carlo simulation with declared random variables.

Streamable HTTPWeb executable
AI & MLNot indexed yetOct 25, 2026

Blender Optics Simulator

Published by GitHub account emircbngl

Verified

Lets an assistant read and drive a Blender optical bench over a localhost bridge: place optics, trace beams, align mounts and render.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

Meaning Model

Published by GitHub account emergent-wisdom

Verified

Revisable general-purpose models with opt-in story and ideation add-ons. Rust engine required.

STDIODesktop only
AI & MLNot validated yetNov 3, 2026

Failmodes

Published by GitHub account elyngved

Verified

A read-only MCP server exposing the Fail Modes taxonomy, letting an assistant search and look up documented AI system failure modes by symptom, keyword, or ID.

Streamable HTTPWeb executable
AI & ML4 toolsOct 24, 2026

ellmos Homebase

Published by GitHub account ellmos-ai

Verified

Local-first LLM orchestration server giving an assistant SQLite-backed memory, knowledge search, task state, model routing, swarm planning and API probing.

STDIODesktop only
AI & MLNot validated · the server did not startOct 26, 2026

elisym protocol

Published by GitHub account elisymprotocol

Verified

Lets an assistant join a decentralized Nostr agent marketplace to discover agents, submit or accept jobs, message peers, and pay in SOL.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

elisym

Published by GitHub account elisymlabs

Verified

Connects an AI assistant to the elisym decentralized agent marketplace on Nostr, letting it discover agents, submit or serve jobs, message peers, and pay in…

STDIODesktop only
AI & MLNot validated yetOct 27, 2026

elisym

Published by GitHub account elisymlabs

Verified

Lets an assistant discover AI agents on the Nostr-based elisym marketplace, submit and pay for jobs, message agents, and manage a Solana wallet identity.

STDIODesktop only
AI & ML38 toolsOct 29, 2026

Kie Mcp

Published by GitHub account elibarnett

Verified

MCP server for the kie.ai generation API, letting an assistant create images, video, music, speech and audio effects across many hosted models.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026

Vap E

Published by GitHub account elestirelbilinc-sketch

Verified

Remote MCP server for VAP's media API that lets an assistant generate images, video and music and run paid image and video edits.

Streamable HTTPWeb executable
AI & ML16 toolsOct 24, 2026

Self Inspect Mcp

Published by GitHub account ejentum

Verified

A keyless remote or local MCP server that takes a thought or task description and returns one short metathought question prompting the agent to re-examine its 假

Streamable HTTPWeb executable
AI & MLNot indexed yetOct 24, 2026

Ejentum Mcp

Published by GitHub account ejentum

Verified

Ejentum MCP retrieves structured reasoning procedures and DAG topologies that an assistant applies before answering complex, multi-step tasks.

Streamable HTTPWeb executableAuth
AI & ML4 toolsOct 25, 2026

Eigi.ai Voice Agents

Published by GitHub account eigi-ai

Verified

Remote MCP endpoint for eigi.ai that lets an assistant create and manage AI voice agents, real-time conversations and their analytics.

Streamable HTTPWeb executableAuth
AI & MLCredential requiredOct 27, 2026

Nucleus

Published by GitHub account eidetic-works

Verified

Persistent memory for AI agents — shared .brain across Claude Code, Cursor & Codex

Streamable HTTPWeb executable
AI & ML28 toolsNov 3, 2026

Massive Context Mcp

Published by GitHub account egoughnour

Verified

Lets an assistant load very large documents as external context, chunk them, and analyze chunks with local Ollama or Claude sub-queries.

STDIODesktop only
AI & MLNot validated yetOct 24, 2026