Skip to main content
Glama
104,401 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Technology pre-research resources" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    D
    maintenance
    Fact-checks and fixes AI outputs by catching hallucinations, repairing broken JSON, and correcting errors before they reach users, with tools for verification, validation, and correction.
    4
    25 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.
    204 npm
    -
  • A
    license
    A
    quality
    C
    maintenance
    A remote MCP server exposing 3 tools via Model Context Protocol: score_prompt (free, grades any LLM prompt A-F on 0-40 scale), optimize_prompt (returns optimized prompt + dimension breakdown, $0.025 USDC), and compare_models (Claude vs GPT-4o head-to-head, $1.25 USDC). Remote HTTP server at /api/mcp.
    2
    50 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Screen-reader navigation cost analyzer. Measures how hard it is for assistive-technology users to discover, reach, and operate interactive targets on the web.
    9
    42 npm
    1
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLM agents to programmatically inspect, debug, and test other MCP servers by wrapping the MCP Inspector CLI. Supports listing and calling tools, reading resources, and testing prompts on both local and remote MCP servers.
    6
    10 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Exposes a set of honesty SDK TypeScript libraries as MCP tools so a coding agent can check grounded citations, corroborate evidence, test payout and mutation invariance, score trust and anonymous authenticity, validate provenance claims, track a claims registry and tamper-evident audit chain, and grade recommendations against outcomes. It also scaffolds two runtime kits for agent authorization receipts and pre-call cost governance.
    14
    580 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A high-performance, multi-protocol API mock server with 18 built-in MCP tools for managing HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP mocks, chaos engineering, stateful CRUD resources, and request verification.
    18
    150
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Connects AI coding assistants to TestCollab for managing test cases, plans, and suites directly through natural language. It enables users to create, update, and query testing resources within integrated development environments and AI chat clients.
    17
    36 npm
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that provides tools for certificate verification, equivalence proving, and pre-registration sealing, enabling AI agents to re-derive verdicts from artifacts rather than trust assertions.
    9
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Provides structured, sandboxed test and lint feedback for coding agents, returning compact typed verdicts with failure fingerprints instead of raw runner output. It enables impact-selected test execution in isolated containers, distinguishing pre-existing failures from regressions.
    4
    43 PyPI
    Apache 2.0
  • F
    license
    A
    quality
    A
    maintenance
    Enables local auditing of trading strategies through MCP checkers for point-in-time data provenance, pre-trade order validation, and regime-fragility testing, while deferring promotion verdicts to a hosted service.
    8
    260 PyPI
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to run fast, sandboxed pre-flight validation—tests, type-checking, linting, security audits, Git safety scans, and fix suggestions—before committing or pushing code, with instant caching and optional Docker isolation.
    10
    1 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables building and evaluating shopping/support agents against a deterministic synthetic retail store with in-memory fixtures. Provides tools, resources, and prompts for product search, cart and order flows, inventory, and policy retrieval over stdio or Streamable HTTP.
    6
    MIT