Skip to main content
Glama
pro-target

ai-r

by pro-target
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

Related Servers

Alternatives to ai-r

No user-submitted related servers found.

    Related Servers

    • mcp-session-insight

      ArtLjn
      A
      license
      A
      quality
      C
      maintenance
      Enables AI assistants to query and analyze past Claude Code sessions, providing structured insights like file changes, decisions, errors, and git history across projects.
      11
      9 npm
      1
      MIT

    • Codex History MCP Bridge

      Meldh-LLC
      A
      license
      Not graded
      quality
      B
      maintenance
      Enables reading and reconstructing local Codex session history through MCP, with verified session resolution, paginated recovery, project discovery, and multi-root project scopes.
      MIT

    • devcontract

      maazbin
      A
      license
      A
      quality
      C
      maintenance
      Enables AI coding agents to retrieve cited git-history explanations for files and tickets, compile a Team Engineering Contract from repository artifacts, and follow guided Understand/Build workflows over MCP stdio. It lets clients such as Grok, Claude Code, Codex, Kiro, and Cursor share the same tools for evidence-backed repository understanding.
      1
      10 npm
      Apache 2.0

    • Brain

      sdrshn-nmbr
      A
      license
      Not graded
      quality
      B
      maintenance
      Self-hosted MCP server for collecting, searching, and sharing agent session history from Claude Code, Codex, and Cursor, with repository scoping and token-based authentication.
      Apache 2.0
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.1/5.0

    Scored across 18 tools

    Disambiguation2/5

    Multiple tools serve overlapping purposes: list_sessions, locate, and search_sessions all find sessions; query, find_file_edits, and find_tool_calls all filter events; session_stats and aggregate largely duplicate each other; session_diff and diff are nearly identical. The descriptions are detailed but the boundaries are vague, making misselection likely.

    Naming Consistency3/5

    The set mixes verb_noun patterns (list_sessions, read_session, find_file_edits) with bare nouns (incidents, network, quotes) and noun_noun compounds (session_stats, session_diff). While each name is readable, the inconsistent conventions and generic verbs like query and aggregate reduce predictability.

    Tool Count3/5

    At 18 tools, the set is heavy, but many tools are explicitly presets over a core (audit_brief, incidents, network, quotes, plan, session_diff) so the count reflects a deliberate tradeoff between convenience and atomicity. The redundancy between aggregate/session_stats and query/find_* makes it feel over-scoped, but it is within the 16-25 heavy range.

    Completeness4/5

    The tool set covers the full audit lifecycle: discovery (list_sessions, locate, search_sessions, detect_current), reading (read_session, get_body), event search (query, find_*), aggregation (aggregate, session_stats), and specialized presets (audit_brief, incidents, network, quotes, plan). Minor gaps exist—e.g., no bulk export or cross-session diff—but the core domain is well covered.

    Maintenance

    ActivityMaintained
    ResponsivenessUnresponsive

    Resources