Model and agent tools MCP servers

8,814 servers

Call other models, run sub-agents, manage prompts and evaluate outputs.

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Toolmesh io.github.DunkelCloud/toolmesh

Self-hosted MCP gateway. Turn any REST API into MCP tools via YAML (DADL). Authz, audit, policies.

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Model and agent tools Official MCP Registry · Go modules Remote
AVEL io.github.Ensi81/avel

Identity/reputation verification for agent-to-agent payments across x402, AP2, MPP, checkout.

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Model and agent tools Official MCP Registry Local
Eyebrowse io.github.Evil-Bane/eyebrowse

Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server on stealth Chromium.

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Browser automation Official MCP Registry Local
rekey io.github.Ezra-Black/rekey

Rotate API keys across AWS, GitLab, Cloudflare, OpenAI & more. Secrets never reach the model.

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Cloud platforms Official MCP Registry Local
dyslex.ia io.github.Firou91/dyslex-ia

Accessibility MCP server and Agent Skills for AI agents. Requires Superpowers.

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Developer tools Official MCP Registry Local
Dep Scope io.github.FlorianBruniaux/dep-scope

Symbol-level npm dependency analysis: scan verdicts, native alternatives, migration prompts.

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Model and agent tools Official MCP Registry Local
Dev953 io.github.GRU-953/dev953

dev953 method companion: exposes its multi-agent coding method as callable MCP tools.

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Model and agent tools Official MCP Registry Local
Gru953 Crew io.github.GRU-953/gru953-crew

GRU953 Crew's autonomous multi-agent coding method, exposed as callable MCP tools.

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Model and agent tools Official MCP Registry Local
stipend.sh io.github.Graphiker-Australia/stipend

Non-custodial USDC wallet on Base with spending limits enforced in code, not in a prompt.

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Model and agent tools Official MCP Registry Local
RAGScore io.github.HZYAI/ragscore

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

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Science and research Official MCP Registry Local
Bestie Check io.github.HireBestie/bestie-check

Document reasoning checks: a helicopter view of claims and assumptions before handoff.

89.97% up · 30 days

Office documents and spreadsheets Official MCP Registry Local Remote
Memograph io.github.Indhar01/memograph

Graph-based memory system for LLMs with knowledge graphs and semantic search.

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Memory and context Official MCP Registry Local
Codex4ever io.github.ItsOdeLeo/codex4ever

Plan OpenAI Codex usage from local quota, banked resets and extra-reset forecasts.

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Model and agent tools Official MCP Registry Local
Lethe io.github.JesusGarcia9009/lethe

Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

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Memory and context Official MCP Registry Local
Local Llm Worker io.github.JoblessJoe/local-llm-worker

Local LLM does Claude's bulk work: reads logs and files, researches the web, writes test-gated code.

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Model and agent tools Official MCP Registry Local
Llmxray io.github.LogneBudo/llmxray

What went wrong with your own Ollama calls, in sentences with the fix. Local, read-only.

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Model and agent tools Official MCP Registry Local
Context Guardian io.github.LuminariSoftwares/context-guardian

Compacting proxy for OpenAI-compatible backends, with MCP tools to search the archived history.

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Model and agent tools Official MCP Registry Local
Stack Guardian io.github.LuminariSoftwares/stack-guardian

Health doctor for a home AI stack: Ollama nodes, GPUs and tailnet, with graded confidence.

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Model and agent tools Official MCP Registry Local
Ollama Handoff io.github.Michael-WhiteCapData/ollama-handoff

Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost.

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Model and agent tools Official MCP Registry Local
cogvault io.github.NBibikov/cogvault

Local hybrid-search memory for AI agents over plain Markdown. Multi-tenant, offline, no LLM.

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Office documents and spreadsheets Official MCP Registry Local
Genome io.github.NORTHTEKDevs/genome

Fully local memory for AI agents: zero-LLM ingest, semantic recall, air-gapped, auditable.

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Memory and context Official MCP Registry Local
Codigest io.github.NaNIsaac/codigest

Terminal output, project snapshots and semantic diffs as LLM-ready context

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Model and agent tools Official MCP Registry Local
Osmp io.github.Octid-io/osmp

Agentic AI instruction encoding. 86.8% vs JSON. Inference-free decode. Any channel.

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Utilities Official MCP Registry · PyPI Local
Search Registry io.github.OnticX/search-mcp-registry

Search and discover MCP servers from the MCP Registry.

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Model and agent tools Official MCP Registry · PyPI Local
DAiL Marketplace io.github.Rizzzo21/dail-marketplace

MCP adapter for the DAiL agent-to-agent marketplace: escrow-protected trade via stdio.

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Model and agent tools Official MCP Registry Local
Agent Eval io.github.RudrenduPaul/agent-eval

Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.

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Model and agent tools Official MCP Registry Local
Inferbench io.github.RudrenduPaul/inferbench

Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools.

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Model and agent tools Official MCP Registry Local
Slop Eval io.github.RudrenduPaul/slop-eval

Wraps the slop-eval CLI as a single generic MCP tool for genericness scoring of AI UI output.

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Model and agent tools Official MCP Registry Local
Swarm Rd Orchestrator io.github.RudrenduPaul/swarm-rd-orchestrator

Append-only event log for cross-agent context/memory sharing via 3 MCP tools.

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Model and agent tools Official MCP Registry Local
Taskswarm io.github.RudrenduPaul/taskswarm

Wraps the taskswarm CLI as a single generic MCP tool for multi-agent task coordination.

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Project management Official MCP Registry Local
Workloadtruth io.github.RudrenduPaul/workloadtruth

Classifies GPU workloads as inference or training from telemetry alone via MCP tools.

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Model and agent tools Official MCP Registry Local
ChimeraForge io.github.Sahil170595/chimeraforge

Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance

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DevOps and infrastructure Official MCP Registry Local
Agent Intern io.github.SinanTufekci/agent-intern

Delegate from Claude Code to Gemini, Codex, Copilot, Cursor and opencode CLIs as sub-agents.

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Model and agent tools Official MCP Registry Local
Elite Reasoning io.github.Snehgabani/elite-reasoning-mcp

Evidence-gated verification, selection, and measurement MCP for coding agents.

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Coding agent tools Official MCP Registry Local
Being Human io.github.Syedomershah99/being-human

Learns your writing voice from your own prompt history, then makes the model write like that.

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Design and media Official MCP Registry Local
Ai Consensus io.github.TheStevenJohnstone/ai-consensus

Standing review layer for coding agents: Claude, GPT and Gemini debate, return consensus + dissent.

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Model and agent tools Official MCP Registry Local
Fuuga minion io.github.Thorium/fuuga

Offline local-LLM helper: delegate simple errands to a local model, with sandboxed file tools.

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Files and storage Official MCP Registry Local
Engram io.github.TushaeBXN/engram

Local, private long-term memory for AI: verbatim, searchable, correctable. No LLM or API key.

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Memory and context Official MCP Registry Local
Attestix io.github.VibeTensor/attestix

AI agent identity, signed credentials, delegated authority and governance evidence.

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Model and agent tools Official MCP Registry Local
Humane Proxy io.github.Vishisht16/humane-proxy

AI safety middleware — detects self-harm and criminal intent in LLM prompts.

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Model and agent tools Official MCP Registry Local
Benchwarmers io.github.WendellResearch-AI/benchwarmers

Ask a collection of LLMs at once through your Benchwarmers server; verdicts pick the next panel.

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Model and agent tools Official MCP Registry Local
Forgejudge io.github.ahmedEid1/forgejudge

Open eval leaderboard + CI gate for autonomous coding agents (solve, score, trace).

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Coding agent tools Official MCP Registry Local
defluff io.github.ahmedak/defluff

Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés.

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Developer tools Official MCP Registry Local
Arcus Agent Gateway io.github.alekskram/arcus-agent-gateway

Read-only MCP gateway to 194 tokenized US equities on Robinhood Chain: quotes, holders, whale moves.

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Model and agent tools Official MCP Registry Local
Aster Agent Gateway io.github.alekskram/aster-agent-gateway

Read-only MCP gateway to Aster DEX: 24/7 gold, oil and equity perps, funding with real intervals.

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Model and agent tools Official MCP Registry Local
dYdX Agent Gateway io.github.alekskram/dydx-agent-gateway

Analytics-only MCP gateway to dYdX v4: auditable trader PnL, funding and OI detectors. No keys.

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Data warehouses and analytics Official MCP Registry Local
datoon io.github.andrii-su/datoon

Smart structured-data to TOON gateway: converts to TOON only when it saves LLM tokens.

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Model and agent tools Official MCP Registry Local
SYNAPSE CHANNEL io.github.anulum/synapse-channel

Local-first multi-agent coordination for messages, leases, shared plans, status, and resources.

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Model and agent tools Official MCP Registry Local