A
licenseA
qualityB
maintenanceAudits MCP tool descriptions for quality and reliability, scoring them 0-100, detecting smells, and providing rewritten versions for better agent accuracy.
4
MIT
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"A tool or method for generating images" matching MCP servers:
- AlicenseAqualityAmaintenanceGraph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.616MIT
- Alicense-qualityCmaintenanceProtects AI agents from bad tool outputs, schema mismatches, and tool poisoning by validating, sanitizing, and scoring reliability of tool responses.MIT
- Alicense-qualityBmaintenanceMCP server that detects and guards against tool poisoning and prompt injection attacks in tool descriptions and schemas. It provides risk scoring, pattern detection, safe rewriting, and audit reports with zero external API cost.MIT
- Alicense-qualityCmaintenanceCross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.10MIT
- Alicense-qualityCmaintenanceAnalyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.MIT
- Alicense-qualityBmaintenanceConnect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.1MIT
- Alicense-qualityCmaintenance20-tool MCP server - production web-intelligence API gateway exposing 10 Website Intelligence + 7 Marketing APIs as 20 MCP tools over Streamable HTTP + stdio, with pay-per-call Solana USDC payments. 20 tools: URL-to-Markdown, metadata, technology detection, contact extraction, SEO audit, SSL, DNS, sitemaps, robots.txt, Google Maps reviews, AI company/website summaries, citation checking Cloud-hostMIT
- AlicenseAqualityCmaintenanceDiscover and connect your agents with other agents via A2A protocol. Share resources for free or fee.6MIT
- AlicenseAqualityAmaintenanceEnables Claude to interact with FTP servers through natural language commands, allowing users to list directories, download/upload files, create directories, and delete files/directories on FTP servers.923625MIT
- AlicenseCqualityCmaintenanceA bridge between iOS simulators and the Model Context Protocol, enabling programmatic control of iOS simulators through standardized communication interfaces.1243TypeScriptMIT
- Alicense-qualityBmaintenanceIdentity infrastructure for AI agents. Gives agents an evolving persona, session continuity, and self-correcting retrieval so they stop being strangers. Local-first, model-agnostic.8AGPL 3.0
- Alicense-qualityBmaintenanceMCP server: is this GitHub repo still maintained? A verdict.1AGPL 3.0
- Flicense-qualityCmaintenanceA tiny always-loaded gateway that lets any MCP-capable client discover all context assets on demand via progressive search, avoiding token cost.
- Flicense-quality-maintenanceSearch for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
- AlicenseAqualityBmaintenanceNectar is a stdio MCP server for Pollinations image and video generation. It gives MCP clients a small, focused toolset for generating images, editing images, generating videos, listing available image/video models, and checking pollen balance.6221Apache 2.0
- AlicenseAqualityBmaintenanceAn MCP server that lets an agent verify a skill, tool, or package before it installs it.23191MIT
- AlicenseAqualityAmaintenanceInstitutional-grade quantitative stock analysis and research signals for AI agents via the Model Context Protocol (MCP).2691MIT
- AlicenseAqualityAmaintenanceGrades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a model picks the right tool. Benchmarked across 36 popular servers; a third scored D or F.371519MIT
- AlicenseAqualityAmaintenanceConnects MCP clients to Frappe/ERPNext sites via REST API, enabling document CRUD, search, and remote method calls.107MIT