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Most reliable analysis AI agent tools

As of the latest check, Glimind tracks 25 analysis AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
analysis_status
bethington/ghidra-mcp
unknownGet auto-analysis status for open programsalternatives
arcbridge_get_boundary_analysis
@arcbridge/mcp-server
unknownServer/client boundary analysisalternatives
graph_analyze
emergent-wisdom/understanding-graph
unknownFind structural gaps, cycles, bridges, open questions, and serendipity nodes.alternatives
graph_semantic_gaps
emergent-wisdom/understanding-graph
unknownFind disconnected concepts.alternatives
graph_centrality
emergent-wisdom/understanding-graph
unknownMost influential concepts.alternatives
graph_score
emergent-wisdom/understanding-graph
unknownStructural proxy for chronology, revision, resolution, edge specificity, and connectivity.alternatives
analyze_slide
iflow-mcp-jenstangen1-pptx-xlsx-mcp
unknownAnalyze the content of a slidealternatives
x_account_verdict
ciinkwia/twitter-signal-mcp
unknownGet an AI-written read on an account: what it's about, activity level, and worthiness.alternatives
analyze_assignment
moodle-mcp
unknownAnalyze an assignment: status, requirements, materials, progress, deadlinealternatives
extract_assignment_requirements
moodle-mcp
unknownExtract requirements, deliverables, constraints, and evaluation criteria from an assignmentalternatives
get_course_health
moodle-mcp
unknownHealth check for a course: progress, grades, unsubmitted and overdue countsalternatives
analyze_app_structure
tercumantanumut/sunnysideFigma-Context-MCP
unknownArchitectural breakdown of a scanned projectalternatives
analyze_figma_components
tercumantanumut/sunnysideFigma-Context-MCP
unknownComponent detection across a filealternatives
analyze_stock
ykato45/stock-sdk-mcp
unknown个股全景分析(行情+K线+指标+资金流+分红)alternatives
compare_stocks
ykato45/stock-sdk-mcp
unknown多股对比分析(2-10 只股票并排对比)alternatives
get_sector_analysis
ykato45/stock-sdk-mcp
unknown板块深度分析(行情+K线+龙头股)alternatives
plcs_start_analysis
PLCsai/plcs-ai-mcp
unknownStart an analysis on a project (e.g., dead code, race conditions, interlock audits).alternatives
deep_paper_analysis
LLLeoLi/PubMed MCP Server
unknownPerform a comprehensive analysis of a PubMed article.alternatives
un_default_scan
NomadBuilder/un-default
unknownScans text or files for biased language and returns findings with suggestions.alternatives
find_uncovered_failure_areas
gaffer-sh/mcp
unknownFiles with low coverage AND test failures.alternatives
red_flag_check
MaheChadeffaud/stochastly-mcp
unknownChecks for red flags in a strategy.alternatives
analyze_competitor_ad
Das-rebel/Marketic
unknownAnalyze a specific competitor ad.alternatives
breakdown_ad
Das-rebel/Marketic
unknownBreak down an ad into its components.alternatives
bandarmology
INo-xious/stockbit-mcp
unknownBroker accumulation, distribution, flowalternatives
analysis
INo-xious/stockbit-mcp
unknownIndicators, patterns, strategy comparison, backtests, scansalternatives

FAQ

What are the most reliable analysis MCP tools right now?

As of the latest check, Glimind tracks 25 analysis AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank analysis tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a analysis tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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