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"Understanding Optimized Routing and Orchestrated Call Strategies" matching MCP servers:

  • sswp-mcp

    VrtxOmega
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    SSWP MCP — Deterministic software attestation for AI-augmented development. Witness any repo through a 5-gate pipeline, adversarially probe dependencies, and produce self-verifying .sswp.json attestations. Fleet registry across 131 nodes with tamper-proof audit ledger and FTS5 search. Agent-native — one tool call from Hermes, Claude, or Cline.
    8
    3
    MIT

  • reelier

    seldonframe
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    A
    quality
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    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.
    5
    886
    2
    MIT
  • Lintbase by lintbase

    Lintbaseofficial

    lintbase
    A
    license
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    quality
    B
    maintenance
    Developers are constantly feeding context files to AI tools like Cursor, Windsurf, Copilot Workspace, and Claude Code. If your agent doesn't understand your real database schema, it writes code that fails in production. LintBase acts as the bridge. It connects directly to your database, reads the ground truth of your live documents, and generates structured context optimized for AI. 🤖 Stops AI
    3
    2
    MIT

  • MCP GitLab Server

    Vijay-Duke
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    quality
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    maintenance
    Enables comprehensive GitLab integration allowing LLMs to manage projects, issues, merge requests, repository files, CI/CD pipelines, and perform batch operations. Supports advanced features like AI-optimized summaries, smart diffs, and atomic operations with rollback support.
    72
    2
    Apache 2.0
  • atlasent-mcp by AtlaSent-Systems-Inc

    atlasent-mcpofficial

    AtlaSent-Systems-Inc
    A
    license
    A
    quality
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    maintenance
    Enforces authorize-before-execute for any MCP-compatible AI agent. Exposes atlasent_evaluate and atlasent_verify_permit tools so a protected tool call only runs after AtlaSent issues and verifies a signed, single-use permit — fail-closed on any error, timeout, or malformed response.
    40
    12
    MIT

  • Coolify MCP Server

    GoCoder7
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    license
    A
    quality
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    maintenance
    Enables AI assistants to interact with Coolify self-hosted instances for application deployment, management, and monitoring. Features 4 unified tools optimized for VS Code's limits, covering app management, environment configuration, system administration, and built-in documentation.
    4
    114
    1
    MIT

  • Bitbucket Cloud MCP Server

    or2ooo
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    license
    B
    quality
    C
    maintenance
    MCP server for the Bitbucket Cloud REST API v2.0, providing 32 tools across 5 toolsets for repository management, pull requests, issues, pipelines, and more with safety controls and LLM-optimized output.
    33
    20
    2
    MIT

  • GitLab Forum MCP

    ahnmichael
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    quality
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    maintenance
    Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
    8
    16
    MIT
  • CodeRifts API Governance by coderifts

    CodeRifts API Governanceofficial

    coderifts
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    license
    -
    quality
    B
    maintenance
    An MCP server providing risk-aware API governance tools for AI agents. Agents call preflight checks before tool calls or merges to verify API contracts are safe. Returns risk score, blast radius, agent impact, economic cost, and a deterministic ALLOW/WARN/REQUIRE_APPROVAL/BLOCK decision. MCP endpoint: https://app.coderifts.com/mcp
    MIT

  • Budget Governor

    mightbesaad
    A
    license
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    quality
    A
    maintenance
    Budget & cost control for AI agents: hard per-agent spend caps, rate limits, idempotency, and human-in-the-loop approval — enforced before each LLM call, not after the invoice. One hosted MCP endpoint (no proxy or self-hosting), settled via x402 (USDC on Base).
    MIT

  • gitlab-mcp

    structured-world
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    quality
    A
    maintenance
    Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)
    1,922
    6
    Apache 2.0

  • MCP Template

    unmarco
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    license
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    quality
    D
    maintenance
    A boilerplate for building FastMCP servers, providing a basic setup for testing, linting, formatting, and publishing to NPM.
    13
    1
    MIT

  • JIRA MCP Server

    JasserAmri
    A
    license
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    quality
    B
    maintenance
    Provides comprehensive access to Jira Cloud and Data Center instances for managing issues, epics, and attachments with AI-optimized data cleaning. It supports relationship tracking and dual transport modes via STDIO and Streamable HTTP.
    376
    MIT

  • mcp-deploy-intel

    vellankikoti
    A
    license
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    quality
    C
    maintenance
    Provides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed snapshots, query Prometheus metrics, record deployment history, and generate risk assessments before promoting to production.
    Apache 2.0

  • LUMINO MCP Server

    spre-sre
    A
    license
    -
    quality
    C
    maintenance
    An open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift, and Tekton environments.
    11
    Apache 2.0