Skip to main content
Glama
prakhar1605

OpenCollab MCP

by prakhar1605
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

Related Servers

Alternatives to OpenCollab MCP

No user-submitted related servers found.

    Related Servers

    • ContribScout

      smshozab
      A
      license
      Not graded
      quality
      C
      maintenance
      Enables developers to discover and evaluate contribution opportunities in public GitHub repositories through structured analysis of issues, code, and repository metadata.
      MIT

    • contrib-radar

      Bryandero98
      A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to evaluate real OSS contribution opportunities by scoring issues on availability, competing PRs, staleness, and maintainer sentiment, including live feasibility checks for any repository.
      MIT

    • oss-skills-mcp

      chiruu12
      A
      license
      A
      quality
      D
      maintenance
      Guides AI agents through open-source contribution workflows, from finding issues to submitting PRs, while keeping decision-making and coding with the human contributor.
      2
      MIT

    • contribos

      adityatiwari101104
      A
      license
      A
      quality
      A
      maintenance
      Zero-dependency open-source contribution companion: repo rules and AI policy radar, evidence-backed issue briefs, pre-submit checks, and review coaching.
      9
      254 PyPI
      1
      MIT

    • oss-autopilot

      costajohnt
      A
      license
      B
      quality
      A
      maintenance
      Open source contribution manager — tracks PRs across repos, discovers contributable issues, diagnoses CI failures, and drafts maintainer responses. 21 MCP tools, 5 resources, 3 prompts. Ships as CLI, MCP server, and Claude Code plugin.
      20
      17
      MIT

    • Agentic MCP Server

      ShunsukeHayashi
      -
      license
      B
      quality
      Not graded
      maintenance
      Enables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.
      7
      -
    Deploy Server
    Shareable, User-Owned Context BackendPeople, applications, and agents read, write, and coordinate together in one context lake. Reach it over MCP, a CLI, a Python SDK, or REST.fulcradynamics.comAd

    TDQS

    A3.9/5.0

    Scored across 22 tools

    Disambiguation4/5

    Most tools have distinct purposes, but some overlap exists. For example, 'opencollab_find_issues' and 'opencollab_weekend_issues' both find issues, with the latter focusing on quick tasks, which could cause confusion. Similarly, 'opencollab_repo_health' and 'opencollab_contribution_readiness' both assess repository friendliness, though from slightly different angles. Descriptions help clarify, but boundaries are not always sharp.

    Naming Consistency5/5

    All tool names follow a consistent 'opencollab_verb_noun' pattern with snake_case, making them predictable and easy to parse. The verb choices are descriptive and aligned with the tool's function, such as 'analyze_profile', 'check_issue_availability', and 'generate_pr_plan'. This uniformity enhances usability and reduces cognitive load.

    Tool Count3/5

    With 22 tools, the count feels heavy for the open-source contribution domain. While the tools cover various aspects, some could be consolidated (e.g., multiple issue-finding tools) to reduce complexity. It's borderline excessive, potentially overwhelming for agents, but not extreme.

    Completeness5/5

    The tool set provides comprehensive coverage for open-source contribution workflows, from profile analysis and issue discovery to PR planning and impact estimation. It includes all necessary operations like finding issues, assessing repositories, and matching users, with no obvious gaps. The domain is well-covered with tools that support end-to-end contribution processes.

    Maintenance

    ActivityActive
    ResponsivenessResponsive

    Resources