RA
Ragmetric io.github.MukundaKatta/ragmetric-mcp RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.
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Search and retrieval (RAG) Official MCP Registry · npm Local MIT-OR-APACHE-2.0
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Nutrient Processor + Data Extraction MCP: convert, OCR, sign, redact, and extract PDFs/Office docs.
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Office documents and spreadsheets Official MCP Registry · npm Local MIT
IN
Incomeos io.github.Perufitlife/incomeos Ask what you earn across every income stream: Stripe, affiliates, app stores, ads, manual.
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Marketing and SEO Official MCP Registry · npm Local MIT
RE
Reachpad io.github.Reachpad/reachpad-mcp Coding agents build full-stack apps in persistent workspaces and share them by link.
100% up · 30 days
Coding agent tools Official MCP Registry · npm Local Remote MIT
HE
Helm io.github.SCGIS-Wales/helm-mcp The full Helm CLI surface as 46 MCP tools, backed by the Helm v3 and v4 Go SDKs.
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DevOps and infrastructure Official MCP Registry · PyPI Local MIT
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AI agents' spatial awareness inside Autodesk Maya: audit, rollback safety, visual loop (Beta)
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Other Official MCP Registry · PyPI Local MIT
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Static blast-radius audit for MCP servers before agent install. Manifest optional.
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Other Official MCP Registry · PyPI Local MIT
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SCM & forge boundary MCP: normalized, typed JSON from attributed Gitea, GitLab, and GitHub providers
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Git and code hosting Official MCP Registry · npm Local MIT
PO
Portfolio io.github.ayush-s-tomar/portfolio-mcp-server MCP server exposing Ayush Tomar's AI portfolio -- ask what he built or his flagship project.
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Other Official MCP Registry · PyPI Local MIT
AR
Arxiv io.github.blazickjp/arxiv-mcp-server Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
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Science and research Official MCP Registry · PyPI Local APACHE-2.0
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Headless Screaming Frog SEO Spider via its CLI: run crawls, export and filter data, no GUI needed.
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Browser automation Official MCP Registry · PyPI Local MIT
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Image and video generation with one Modelflare Smart API Key.
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Design and media Official MCP Registry · npm Local MIT
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Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
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Memory and context Official MCP Registry · PyPI Local MIT
OP
Opik io.github.comet-ml/opik-mcp Read and score Opik traces, experiments, datasets and prompts from your AI assistant.
100% up · 30 days
Model and agent tools Official MCP Registry · PyPI Local Remote APACHE-2.0
DA
Datris io.github.datris/datris The data control plane for AI agents — acquire, validate, land, and query data over MCP.
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Project management Official MCP Registry · PyPI Local Remote APACHE-2.0
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Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memory compression.
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Memory and context Official MCP Registry · PyPI Local MIT
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MCP server for AI agent read/write access to Obsidian vaults via EVC Team Relay.
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Docs and knowledge bases Official MCP Registry · PyPI Local MIT
AA
Aso Audit io.github.forgemeshlabs/aso-audit-mcp ASO Scanner — the free Agent Readiness scanner as an MCP server. Measures your ASO Score (Agent.
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Marketing and SEO Official MCP Registry · npm Local MIT
KA
Kazi io.github.gabrielmahia/kazi-mcp Kenya labour market MCP: job matching, wage benchmarks, skills gap, Employment Act rights. Demo.
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Jobs and HR Official MCP Registry · PyPI Local MIT
NA
nable io.github.getnable/finops-mcp Prices what your coding agents are about to do, before they do it. Plus local cloud and AI cost.
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Coding agent tools Official MCP Registry · PyPI Local APACHE-2.0