all tools / debug

Most reliable debug AI agent tools

As of the latest check, Glimind tracks 200 debug 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
debug_echo
silentwasd/debug-mcp-server
unknownReturns all passed arguments as JSON along with sessionId and _metaalternatives
debug_inspect
silentwasd/debug-mcp-server
unknownRecursively prints the type and structure of any valuealternatives
debug_server_info
silentwasd/debug-mcp-server
unknownReturns Node.js version, platform, uptime, memory usagealternatives
Get_Graph_Context
PoOpOpO/kl-sharepoint-mcp
unknownDebug helper showing the current drive context.alternatives
dynamic.registers.write
kumburovicbranko682-boop/headless-re-mcp
unknownWrite registersalternatives
dynamic.memory.read
kumburovicbranko682-boop/headless-re-mcp
unknownRead memoryalternatives
debug_snapshot
sandexplus/yandex-eda-mcp
unknownURL + текст + скриншот страницы для отладкиalternatives
scrapeer_get_run_steps
com.scrapeer/mcp-server
unknownGet block-by-block execution breakdown (useful for debugging failures)alternatives
set_breakpoint
Zafiro.GameBoy.Debug.Mcp
unknownSet a breakpoint at a specific memory address.alternatives
clear_breakpoint
Zafiro.GameBoy.Debug.Mcp
unknownRemove a previously set breakpoint.alternatives
list_breakpoints
Zafiro.GameBoy.Debug.Mcp
unknownList all currently set breakpoints.alternatives
clear_watchpoint
Zafiro.GameBoy.Debug.Mcp
unknownRemove a previously set watchpoint.alternatives
list_watchpoints
Zafiro.GameBoy.Debug.Mcp
unknownList all currently set watchpoints.alternatives
set_watchpoint_range
Zafiro.GameBoy.Debug.Mcp
unknownSet a watchpoint over a range of memory addresses.alternatives
debugConversion
MuhammadRaza-dev713/Smart Conversion Debugging MCP Server
unknownFull analysis with issues + fixesalternatives
t32_list_registers
coldclosewin-design/trace32-mcp
unknownRead register(s)alternatives
t32_read_variable
coldclosewin-design/trace32-mcp
unknownRead an HLL variable/symbolalternatives
t32_eval
coldclosewin-design/trace32-mcp
unknownEvaluate a PRACTICE function expressionalternatives
t32_go
coldclosewin-design/trace32-mcp
unknownRun controlalternatives
t32_break
coldclosewin-design/trace32-mcp
unknownRun controlalternatives
t32_step
coldclosewin-design/trace32-mcp
unknownRun controlalternatives
t32_set_breakpoint
coldclosewin-design/trace32-mcp
unknownBreakpointsalternatives
t32_clear_breakpoint
coldclosewin-design/trace32-mcp
unknownBreakpointsalternatives
t32_write_memory
coldclosewin-design/trace32-mcp
unknownWrite memory/registeralternatives
t32_write_register
coldclosewin-design/trace32-mcp
unknownWrite memory/registeralternatives
t32_run_command
coldclosewin-design/trace32-mcp
unknownArbitrary TRACE32 commandalternatives
t32_flash
coldclosewin-design/trace32-mcp
unknownProgram target flash via a flash .cmmalternatives
tap_to_source
com.execbro/execbro
unknownPoint at any element and get back the absolute source file and line where it is renderedalternatives
dynamic.events
kumburovicbranko682-boop/headless-re-mcp
unknownGet next batch of debug eventsalternatives
dynamic.wait
kumburovicbranko682-boop/headless-re-mcp
unknownWait for a debug eventalternatives
dynamic.launch
kumburovicbranko682-boop/headless-re-mcp
unknownLaunch a process for debuggingalternatives
dynamic.attach
kumburovicbranko682-boop/headless-re-mcp
unknownAttach to a running processalternatives
dynamic.stop
kumburovicbranko682-boop/headless-re-mcp
unknownStop debuggingalternatives
dynamic.pause
kumburovicbranko682-boop/headless-re-mcp
unknownPause the debugged processalternatives
dynamic.resume
kumburovicbranko682-boop/headless-re-mcp
unknownResume the debugged processalternatives
dynamic.step_into
kumburovicbranko682-boop/headless-re-mcp
unknownStep into the next instructionalternatives
dynamic.step_over
kumburovicbranko682-boop/headless-re-mcp
unknownStep over the next instructionalternatives
dynamic.registers.read
kumburovicbranko682-boop/headless-re-mcp
unknownRead registersalternatives
dynamic.memory.write
kumburovicbranko682-boop/headless-re-mcp
unknownWrite memoryalternatives
mcp_debug_console
claude-playwright
unknownMonitor console messagesalternatives
mcp_debug_network
claude-playwright
unknownTrack network requestsalternatives
c64_debug
io.github.chrisgleissner/c64bridge
unknownDebug operations on the C64.alternatives
dump_modal
YPYT1/frida-ios-mcp
unknownDump the current modal view hierarchy (debug tool).alternatives
get_debug_report
developerlabsai/debug-mcp-server
unknownRetrieve specific debug report by IDalternatives
clear_old_reports
developerlabsai/debug-mcp-server
unknownClean up old debug dataalternatives
submit_debug_report
developerlabsai/debug-mcp-server
unknownReceive debug data from browseralternatives
list_debug_reports
developerlabsai/debug-mcp-server
unknownList all stored debug reportsalternatives
debug_clear_breakpoints
polybugger-mcp
unknownClear breakpointsalternatives
debug_adapter_doctor
SLP-DEV1/qwen-dap-mcp
unknownAdapter capability, rr, and security-profile auditalternatives
set_text_at_point
YPYT1/frida-ios-mcp
unknownSet text at a specific point on screen (debug tool).alternatives
debug_get_breakpoints
polybugger-mcp
unknownList all breakpoints for a sessionalternatives
mc_debug_events
Ethanout/MCFunction Debug Toolkit MCP Server
unknownRead successful #! output and runtime errorsalternatives
mc_debug_diagnostics
Ethanout/MCFunction Debug Toolkit MCP Server
unknownRead reload warnings and detailed diagnosticsalternatives
debug_runtime_report
SLP-DEV1/qwen-dap-mcp
unknownFingerprints, symbols, sanitizer evidence, memory hazards, ABI/API analysis, hypotheses, and breakpoint planningalternatives
debug_symbol_doctor
SLP-DEV1/qwen-dap-mcp
unknownBinary identity, local symbols, and PDB/DWARF mismatch diagnosisalternatives
debug_dump_batch
SLP-DEV1/qwen-dap-mcp
unknownBounded crash-dump fleet analysisalternatives
debug_crash_families
SLP-DEV1/qwen-dap-mcp
unknownExact/semantic/family crash comparisonalternatives
debug_cpp_object
SLP-DEV1/qwen-dap-mcp
unknownRead-only C++ object/vtable inspectionalternatives
debug_evidence_bundle
SLP-DEV1/qwen-dap-mcp
unknownJSON/Markdown/SARIF evidence handoffalternatives
debug_trace_lifetime
SLP-DEV1/qwen-dap-mcp
unknownObject/pointer lifetime and writer provenancealternatives
debug_adaptive_evidence
SLP-DEV1/qwen-dap-mcp
unknownCheap → medium → full bounded evidence collectionalternatives
debug_reverse_execution
SLP-DEV1/qwen-dap-mcp
unknownCapability-gated reverseContinue / stepBackalternatives
debug_cluster_crashes
SLP-DEV1/qwen-dap-mcp
unknownCluster normalized crash reportsalternatives
debug_regression_oracle
SLP-DEV1/qwen-dap-mcp
unknownClassify original/changed/inconclusive reproductionsalternatives
debug_child_requests
SLP-DEV1/qwen-dap-mcp
unknownInspect fail-closed child/fork reverse requestsalternatives
debug_adopt_child
SLP-DEV1/qwen-dap-mcp
unknownExplicitly adopt one reviewed startDebugging child into an isolated sessionalternatives
debug_time_travel
SLP-DEV1/qwen-dap-mcp
unknownBounded rr recording/replay planning and reverse workflowsalternatives
debug_thread_timeline
SLP-DEV1/qwen-dap-mcp
unknownMulti-thread progress and explicit-owner lock graphalternatives
set_exception_breakpoints
Csdbg.Mcp
unknownSet exception breakpoints.alternatives
debugger_get_variables
kindly-software/kdb
unknownRead memoryalternatives
debug_console
mickorz/CocosMCP
unknown控制台管理 - 获取/清空控制台日志,支持过滤和限制alternatives
debug_logs
mickorz/CocosMCP
unknown日志分析 - 读取/搜索/分析项目日志文件,支持模式匹配alternatives
debug_element_mappings
iflow-mcp-jenstangen1-pptx
unknownDebug tool to inspect element mappings for a slidealternatives
debug_memory_read
Helistana/mcp-e2studio-server
unknownRead memory (hex dump + ASCII)alternatives
get_oid_buffer
oid-mcp
unknownRetrieve the current OpenImageDebugger buffer data from a live debugging session.alternatives
list_oid_buffers
oid-mcp
unknownList all available OpenImageDebugger buffers in the current debugging session.alternatives
get_snapshot
kpkhxlgy0/Unity Debugger Pure MCP
unknownGet debug snapshotalternatives
gdb_chunk
Aiyakami/PWN-MCP
unknown查看 glibc malloc chunk header(prev_size/size + pwndbg malloc_chunk)alternatives
gdb_source_window
Aiyakami/PWN-MCP
unknown围绕 source chunk 查看溢出窗口内存alternatives
gdb_read_output
Aiyakami/PWN-MCP
unknown读取 GDB 输出缓冲区(不等待 prompt)alternatives
heap_begin_action
Aiyakami/PWN-MCP
unknown标记堆操作阶段开始alternatives
heap_end_action
Aiyakami/PWN-MCP
unknown结束阶段,返回增量 delta(支持 caller/地址/类型过滤)alternatives
heap_snapshot
Aiyakami/PWN-MCP
unknown获取完整堆状态快照(所有活跃 chunk)alternatives
fluidity_debug_workflow
maheshmishra271090-design/android-dev-mcp
unknownFull debug protocol: ADB + layout tree + screenshot + ACR + lintalternatives
get_binding_errors
AvaloniaMcp
unknownAll broken bindings with error messages and timestampsalternatives
continue_execution
Csdbg.Mcp
unknownContinue execution after a breakpoint or step.alternatives
wait_for_stop
Csdbg.Mcp
unknownWait for the debuggee to stop (e.g., at a breakpoint).alternatives
pause_execution
Csdbg.Mcp
unknownPause the debuggee execution.alternatives
step_over
Csdbg.Mcp
unknownStep over the current line.alternatives
step_into
Csdbg.Mcp
unknownStep into the current line.alternatives
n8n_debug_last_error
leonardosepulvedat/mcp-n8n
unknownFailing node + message from the last erroralternatives
get_runtime_snapshot
Ljj041120/Lujo-MCP
unknownCaptures a snapshot of the runtime state, including CPU, memory, thread, and process information.alternatives
ppsspp_trace_memory_access
ppsspp-dfx-mcp
unknownTrace memory accesses for a given address range.alternatives
get_event
io.github.glslang/windbg-mcp
unknownGet the current debug event.alternatives
debug_compare_runs
SLP-DEV1/qwen-dap-mcp
unknownSemantic comparison of baseline and failing stopped sessionsalternatives
debug_conditions
@nataliapc/mcp-openmsx
unknownCondition management (like breakpoints, but not tied to an address — a Tcl expression evaluated continuously while the CPU runs): create, realternatives
debug_log
@nataliapc/mcp-openmsx
unknownDebug log: log, read.alternatives
debug_source_disassembly
SLP-DEV1/qwen-dap-mcp
unknownCorrelate source with nearby native instructionsalternatives
debug_sessions
SLP-DEV1/qwen-dap-mcp
unknownCreate, inspect, and remove isolated sessionsalternatives
debug_diagnose_stop
SLP-DEV1/qwen-dap-mcp
unknownDiagnose the current debugger stopalternatives
debug_run_to_stop
SLP-DEV1/qwen-dap-mcp
unknownContinue/launch toward a bounded meaningful stopalternatives
debug_find_writer
SLP-DEV1/qwen-dap-mcp
unknownStop at the code that writes a watched valuealternatives
debug_analyze_snapshot
@hyperfixi/mcp-server
unknownExplain a captured execution state and predict the next stepalternatives
debug_explain_handler
@hyperfixi/mcp-server
unknownBreak down an event handler step-by-step; flag issues and breakpointsalternatives
debug_suggest_fix
@hyperfixi/mcp-server
unknownAnalyze a snapshot where something went wrong; suggest causes + fixesalternatives
debug_trace_variable
@hyperfixi/mcp-server
unknownTrace how a variable changed across an execution-history snapshot setalternatives
inspect_state
com.execbro/execbro
unknownDiscover and inspect Apollo Client, Redux stores, Expo Router, and custom globalsalternatives
debug_layers
io.github.birkskyum/maplibre-mcp
unknownShows for each layer if it draws at a place/zoom and why not.alternatives
debug_state
gang2k-coder/SharpBridge
unknownGet the current state of a debug session.alternatives
list_buffers
io.github.OpenImageDebugger/oid-mcp
unknownList observable buffers at the current breakpoint.alternatives
open_windbg_dump
iflow-mcp_svnscha-mcp-windbg
unknownAnalyze crash dumps for initial crash dump analysis.alternatives
close_windbg_dump
iflow-mcp_svnscha-mcp-windbg
unknownCleanup dump sessions for resource management.alternatives
open_windbg_remote
iflow-mcp_svnscha-mcp-windbg
unknownConnect to remote debugging for live debugging sessions.alternatives
context
go-delve/mcp-dap-server
unknownGet full debugging context including current location, stack trace, and all variables.alternatives
evaluate
go-delve/mcp-dap-server
unknownEvaluate an expression in the current debugging context.alternatives
set-variable
go-delve/mcp-dap-server
unknownModify a variable's value in the debugged program.alternatives
info
go-delve/mcp-dap-server
unknownGet program metadata.alternatives
disassemble
go-delve/mcp-dap-server
unknownDisassemble code at a memory address.alternatives
mcp_evidence
io.github.CrumbtrailDev/crumbtrail
unknownExposes MCP-readable evidence from the output directory for diagnosing bugs.alternatives
exception_breakpoints
gang2k-coder/SharpBridge
unknownList available exception filters and configure which exceptions cause breaks.alternatives
debug_select
gang2k-coder/SharpBridge
unknownSwitch the default debug session.alternatives
debug_halt
ZMC1011/Keil5 MCP Server
unknownHalt targetalternatives
debug_step
ZMC1011/Keil5 MCP Server
unknownSingle stepalternatives
debug_resume
ZMC1011/Keil5 MCP Server
unknownResume targetalternatives
reverse_detach
inorilzy/cloak-auth-bridge
unknown分离调试会话alternatives
reverse_attach
inorilzy/cloak-auth-bridge
unknown附加到调试会话alternatives
reverse_status
inorilzy/cloak-auth-bridge
unknown获取逆向工具状态alternatives
set_breakpoint_on_text
inorilzy/cloak-auth-bridge
unknown在文本上设置断点alternatives
break_on_xhr
inorilzy/cloak-auth-bridge
unknown在 XHR 上断点alternatives
get_debug_context
Ljj041120/Lujo-MCP
unknownRetrieves structured debug context for a given request or session, including trace, errors, and runtime state.alternatives
get_stacktrace
Ljj041120/Lujo-MCP
unknownRetrieves the stack trace for a specific error or exception, including local variables and source line numbers.alternatives
debug_trace_lifetime
io.github.SLP-DEV1/qwen-dap-mcp
unknownObject/pointer lifetime and writer provenancealternatives
debug_adaptive_evidence
io.github.SLP-DEV1/qwen-dap-mcp
unknownCheap → medium → full bounded evidence collectionalternatives
debug_diagnose_stop
io.github.SLP-DEV1/qwen-dap-mcp
unknownDiagnose the current debugger stopalternatives
debug_source_disassembly
io.github.SLP-DEV1/qwen-dap-mcp
unknownCorrelate source with nearby native instructionsalternatives
debug_find_writer
io.github.SLP-DEV1/qwen-dap-mcp
unknownStop at the code that writes a watched valuealternatives
debug_run_to_stop
io.github.SLP-DEV1/qwen-dap-mcp
unknownContinue/launch toward a bounded meaningful stopalternatives
debug_open_dump
io.github.SLP-DEV1/qwen-dap-mcp
unknownOpen supported postmortem dump/core targetsalternatives
debug_snapshot
io.github.SLP-DEV1/qwen-dap-mcp
unknownCapture structured runtime evidencealternatives
debug_status
io.github.SLP-DEV1/qwen-dap-mcp
unknownInspect debugger/session statealternatives
debug_disconnect
io.github.SLP-DEV1/qwen-dap-mcp
unknownCleanly end a debugger sessionalternatives
debug_thread_timeline
io.github.SLP-DEV1/qwen-dap-mcp
unknownMulti-thread progress and explicit-owner lock graphalternatives
debug_symbol_doctor
io.github.SLP-DEV1/qwen-dap-mcp
unknownBinary identity, local symbols, and PDB/DWARF mismatch diagnosisalternatives
debug_dump_batch
io.github.SLP-DEV1/qwen-dap-mcp
unknownBounded crash-dump fleet analysisalternatives
debug_crash_families
io.github.SLP-DEV1/qwen-dap-mcp
unknownExact/semantic/family crash comparisonalternatives
debug_evidence_bundle
io.github.SLP-DEV1/qwen-dap-mcp
unknownJSON/Markdown/SARIF evidence handoffalternatives
debug_adapter_doctor
io.github.SLP-DEV1/qwen-dap-mcp
unknownAdapter capability, rr, and security-profile auditalternatives
debug_read_registers
ZMC1011/Keil5 MCP Server
unknownRead registersalternatives
edb_register
oakkaya/EDB Debugger MCP
unknownGet/set/dump all registers, FPU state, SIMD state, EFLAGSalternatives
edb_memory
oakkaya/EDB Debugger MCP
unknownRead/write/search/fill/compare/map/dump memory operationsalternatives
edb_config
oakkaya/EDB Debugger MCP
unknownASLR, lazy binding, signal handling, catchpoints, TTY, debug outputalternatives
edb_environment
oakkaya/EDB Debugger MCP
unknownEnvironment variables, session logging, raw GDB commandsalternatives
apps_debug
keyfire/elemctl
unknownGet debug-session data for an applicationalternatives
addBreakpoint
SeKam68/edt-companion-mcp
unknownAdds a breakpoint for debugging.alternatives
removeBreakpoint
SeKam68/edt-companion-mcp
unknownRemoves a breakpoint.alternatives
listBreakpoints
SeKam68/edt-companion-mcp
unknownLists all breakpoints.alternatives
getState
SeKam68/edt-companion-mcp
unknownGets the debug state.alternatives
getVariables
SeKam68/edt-companion-mcp
unknownGets debug variables.alternatives
evaluate
SeKam68/edt-companion-mcp
unknownEvaluates an expression in debug.alternatives
debug_memory
0xmortuex/gdbstub-mcp
unknownRead memory as hexdump, words, or string.alternatives
debug_break
0xmortuex/gdbstub-mcp
unknownSet a breakpoint or watchpoint.alternatives
debug_time_travel
io.github.SLP-DEV1/qwen-dap-mcp
unknownBounded rr recording/replay planning and reverse workflowsalternatives
debug_cpp_object
io.github.SLP-DEV1/qwen-dap-mcp
unknownRead-only C++ object/vtable inspectionalternatives
set_breakpoint
jlink-mcp
unknownSet a breakpoint at addressalternatives
debug_getStackTrace
yangfch3/Unity-MCP-Server
unknown获取最近 Error/Exception 的完整堆栈alternatives
debug_getPerformanceStats
yangfch3/Unity-MCP-Server
unknown获取 FPS、DrawCall、内存等性能指标alternatives
debug-inspect
JasonPeng2019/BYO Server
unknownConnect, halt, resume, step, reset, inspect CPU and execution state, resolve symbols, and perform bounded memory access.alternatives
get_last_request_log
swayyaam/blobfish-mcp
unknownSee the exact URL/body of the last N requests.alternatives
debug_list
gang2k-coder/SharpBridge
unknownList all active debug sessions.alternatives
debug_continue
gang2k-coder/SharpBridge
unknownContinue execution until a breakpoint or exception is hit.alternatives
modules_list
gang2k-coder/SharpBridge
unknownList the modules (assemblies) loaded into the debugged process with their paths.alternatives
open_windbg_dump
FlorentinoJink/mcp-windbg
unknownOpen and analyze a crash dump filealternatives
open_windbg_remote
FlorentinoJink/mcp-windbg
unknownConnect to a remote debugging sessionalternatives
launch_debug
FlorentinoJink/mcp-windbg
unknownLaunch a program under CDB for debuggingalternatives
debug_request_context
MCP Toolkit
unknownFull request/MCP snapshot including headers, auth material, query params, and body.alternatives
inspect_request_headers
MCP Toolkit
unknownShows the request headers exactly as the server received them.alternatives
inspect_request_body
MCP Toolkit
unknownShows body size, decoded text, parsed JSON, and base64 preview when needed.alternatives
inspect_request_summary
MCP Toolkit
unknownCompact view of method, path, caller, and forwarding chain.alternatives
get_debug_status
pmanyeh/DOSBox-X MCP Debugger
unknownReturns the current debugger status, including whether execution is running or stopped.alternatives
get_cpu_state
pmanyeh/DOSBox-X MCP Debugger
unknownReturns a snapshot of the CPU registers.alternatives
get_current_instruction
pmanyeh/DOSBox-X MCP Debugger
unknownReturns the current instruction being executed.alternatives
edb_disassemble
oakkaya/EDB Debugger MCP
unknownDisassemble at address/range, current instruction, assemble, analyze callsalternatives
lldb
castdrian/jb-p1lot
unknownDebug processes with LLDB on the devicealternatives
frida
castdrian/jb-p1lot
unknownRun Frida scripts on the devicealternatives
debug_get_stack_frames
NitrogenT7/jadx-mcp-multisession
unknown获取调试堆栈帧alternatives
debug_get_threads
NitrogenT7/jadx-mcp-multisession
unknown获取调试线程alternatives
debug_get_variables
NitrogenT7/jadx-mcp-multisession
unknown获取调试变量alternatives
debug_events
SLP-DEV1/qwen-dap-mcp
unknownRead recent asynchronous DAP eventsalternatives
debug_causal_trace
SLP-DEV1/qwen-dap-mcp
unknownConsumer-to-writer producer evidence for suspicious runtime statealternatives
debug_this_crash
SLP-DEV1/qwen-dap-mcp
unknownHigh-level native crash diagnosis and bounded autonomous verificationalternatives
debug_compare_runs
SLP-DEV1/qwen-dap-mcp
unknownSemantic comparison of baseline and failing stopped sessionsalternatives
debug_trace_value
SLP-DEV1/qwen-dap-mcp
unknownBounded temporal tracing of a suspicious valuealternatives
debug_diagnose_stop
SLP-DEV1/qwen-dap-mcp
unknownDiagnose the current debugger stopalternatives
debug_source_disassembly
SLP-DEV1/qwen-dap-mcp
unknownCorrelate source with nearby native instructionsalternatives
debug_find_writer
SLP-DEV1/qwen-dap-mcp
unknownStop at the code that writes a watched valuealternatives
debug_run_to_stop
SLP-DEV1/qwen-dap-mcp
unknownContinue/launch toward a bounded meaningful stopalternatives
debug_open_dump
SLP-DEV1/qwen-dap-mcp
unknownOpen supported postmortem dump/core targetsalternatives
debug_status
SLP-DEV1/qwen-dap-mcp
unknownInspect debugger/session statealternatives
debug_progress_probe
SLP-DEV1/qwen-dap-mcp
unknownResume/pause sampling for no-progress and busy-loop triagealternatives
debug_progress_probe
io.github.SLP-DEV1/qwen-dap-mcp
unknownResume/pause sampling for no-progress and busy-loop triagealternatives

FAQ

What are the most reliable debug MCP tools right now?

As of the latest check, Glimind tracks 200 debug 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 debug 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 debug 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.