AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.

SkillFM LLM Cost Optimizer
Published by GitHub account ericm1018
A thin SkillFM gateway that forwards to the SkillFM Beacon runtime to help agents audit LLM token usage and OpenAI/Anthropic spend.

SkillFM Claude Code Token Usage
Published by GitHub account ericm1018
Thin local stdio gateway that forwards to SkillFM Beacon for Claude Code token usage, cost visibility and AI health checks.

SkillFM BYOK Vault
Published by GitHub account ericm1018
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.

SkillFM Beacon
Published by GitHub account ericm1018
A local MCP launcher that reports AI health, token usage and LLM spend, suggests cost savings, and audits agent clutter.

SkillFM Beacon
Published by GitHub account ericm1018
A local MCP server that reports AI health, token usage and LLM spend, suggests cost savings, and audits agent clutter.

BeatDesign
Published by GitHub account erickkkyt
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.

Vision Squeezer
Published by GitHub account eralpozcan
Local MCP server that resizes and re-encodes images to a vision-model token budget before an assistant sends them to an LLM.

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

Beacon Mcp
Published by GitHub account enrichgateagent-png
A local MCP server that lets an assistant search an index of open-source AI agents by capability, ranked by GitHub traction.

simulate-monte-carlo
Published by GitHub account encodi
Remote MCP server that estimates compound or conditional probabilities by actually running a Monte Carlo simulation with declared random variables.

Blender Optics Simulator
Published by GitHub account emircbngl
Lets an assistant read and drive a Blender optical bench over a localhost bridge: place optics, trace beams, align mounts and render.

Meaning Model
Published by GitHub account emergent-wisdom
Revisable general-purpose models with opt-in story and ideation add-ons. Rust engine required.

Failmodes
Published by GitHub account elyngved
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.

ellmos Homebase
Published by GitHub account ellmos-ai
Local-first LLM orchestration server giving an assistant SQLite-backed memory, knowledge search, task state, model routing, swarm planning and API probing.

elisym protocol
Published by GitHub account elisymprotocol
Lets an assistant join a decentralized Nostr agent marketplace to discover agents, submit or accept jobs, message peers, and pay in SOL.

elisym
Published by GitHub account elisymlabs
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…

elisym
Published by GitHub account elisymlabs
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.

Kie Mcp
Published by GitHub account elibarnett
MCP server for the kie.ai generation API, letting an assistant create images, video, music, speech and audio effects across many hosted models.

Vap E
Published by GitHub account elestirelbilinc-sketch
Remote MCP server for VAP's media API that lets an assistant generate images, video and music and run paid image and video edits.

Self Inspect Mcp
Published by GitHub account ejentum
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

Ejentum Mcp
Published by GitHub account ejentum
Ejentum MCP retrieves structured reasoning procedures and DAG topologies that an assistant applies before answering complex, multi-step tasks.

Eigi.ai Voice Agents
Published by GitHub account eigi-ai
Remote MCP endpoint for eigi.ai that lets an assistant create and manage AI voice agents, real-time conversations and their analytics.

Nucleus
Published by GitHub account eidetic-works
Persistent memory for AI agents — shared .brain across Claude Code, Cursor & Codex

Massive Context Mcp
Published by GitHub account egoughnour
Lets an assistant load very large documents as external context, chunk them, and analyze chunks with local Ollama or Claude sub-queries.