needle-mcp
Related Servers
Alternatives to needle-mcp
No user-submitted related servers found.
Related Servers
- AlicenseNot gradedqualityCmaintenanceEnables evidence-backed relationship analysis by planning investigations, tracing interaction data, and exposing tools for dataset summaries, search, sessions, run management, conversations, memory, feedback, and titles via MCP.2 npmCreative Commons Attribution Non Commercial Share Alike 4.0 International
- AlicenseNot gradedqualityAmaintenanceEnables Claude Code and other MCP clients to escalate complex code investigations to Google's Gemini AI for large-context trace analysis, cross-service impact assessment, performance bottleneck detection, hypothesis testing, and multi-turn AI-to-AI debugging.MIT
- AlicenseAqualityAmaintenanceEnables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights.1073 PyPI1MIT
- AlicenseAqualityDmaintenanceWraps Claude Code as tools for MCP clients, enabling autonomous coding tasks via a 4-tool lifecycle with session management, async polling, and permission controls.440 npm20MIT
- AlicenseNot gradedqualityBmaintenanceEnables Claude and other MCP clients to manage Pankow organizations, projects, test cases, and CI/runs, configure AI targets, and run LLM evaluations directly from an agent.MIT
- FlicenseNot gradedqualityDmaintenanceEnables AI-driven incident response by connecting Claude to monitoring tools like Prometheus, Grafana, Loki, PagerDuty, and Slack for automated investigation and runbook generation.9-
TDQS
Scored across 7 tools
Each tool targets a distinct stage of the investigation workflow: plan_investigation starts from a bare identifier, correlate_ids handles already-collected snippets, generic source query/list handle adapter access, get_coverage handles topology, analyze_visual_evidence handles HAR, and validate_rca handles output. The only near pair is explicitly disambiguated in the descriptions.
All tool names follow a consistent verb_noun snake_case pattern (plan_investigation, query_generic_source, list_generic_sources, validate_rca). There is no style mixing or vague verb usage.
Seven tools is a well-scoped set for an observability/RCA investigation server. Each tool maps to a distinct workflow step without redundancy or bloat.
The tool surface covers the full investigation lifecycle: identifying a trace ID, querying sources, listing sources, checking coverage, correlating IDs across snippets, analyzing HAR evidence, and validating the final RCA. Vendor-specific log retrieval is intentionally deferred to connected MCPs, so there is no obvious dead-end in the intended workflow.