all tools / code

Most reliable code AI agent tools

As of the latest check, Glimind tracks 200 code 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
bash
@skyforgeai/skyforge
unknownExecute shell commands with streaming and pty supportalternatives
LSP
@skyforgeai/skyforge
unknownLanguage Server Protocol support (experimental)alternatives
apply_patch
@skyforgeai/skyforge
unknownApply a patch to filesalternatives
git_status
@basegrid_tech/mcp
unknownGet git status of the repositoryalternatives
git_push
@basegrid_tech/mcp
unknownPush commits to remotealternatives
git_pull
@basegrid_tech/mcp
unknownPull latest changes from remotealternatives
git_commit
@basegrid_tech/mcp
unknownCommit changes to gitalternatives
get_repository
piyushgithub15/GitHub MCP Server
unknownRepository metadataalternatives
leanlane_decide
talocode/LeanLane
unknownLadder decision before codingalternatives
leanlane_score_diff
talocode/LeanLane
unknownScore unified diffsalternatives
leanlane_review
talocode/LeanLane
unknownOver-engineering review + delete-listalternatives
leanlane_rules
talocode/LeanLane
unknownMode ruleset markdownalternatives
list_components
@ark-ui/mcp
unknownList all Ark UI components for a frameworkalternatives
list_examples
@ark-ui/mcp
unknownGet available examples for a componentalternatives
get_example
@ark-ui/mcp
unknownRetrieve complete example code with dependenciesalternatives
get_component_props
@ark-ui/mcp
unknownGet component props for a frameworkalternatives
review_project
Saad0149/Flutter Analysis Engine (MCP)
unknownAnalyze once → executive summary + sessionId (use detail=full only if needed)alternatives
analyze_state_management
Saad0149/Flutter Analysis Engine (MCP)
unknownState-flow slice from sessionId (or path)alternatives
explain_finding
Saad0149/Flutter Analysis Engine (MCP)
unknownMentor-style explanation for one findingalternatives
explore_finding
Saad0149/Flutter Analysis Engine (MCP)
unknownEvidence for one finding (files, symbols, refactor)alternatives
update_repositories
Saad0149/Flutter Analysis Engine (MCP)
unknownClone/pull all repos; reindexes when indexOnUpdate is truealternatives
analyze_code_quality
Saad0149/Flutter Analysis Engine (MCP)
unknownMaintainability slice from sessionId (or path)alternatives
find_widget
Saad0149/Flutter Analysis Engine (MCP)
unknownLocate widget (index preferred)alternatives
explain_widget
Saad0149/Flutter Analysis Engine (MCP)
unknownDeclaration, inheritance, docs from indexalternatives
trace_widget
Saad0149/Flutter Analysis Engine (MCP)
unknownInheritance tree + related symbolsalternatives
find_examples
Saad0149/Flutter Analysis Engine (MCP)
unknownSamples / example directoriesalternatives
find_tests
Saad0149/Flutter Analysis Engine (MCP)
unknownTests for a symbol; prefers widget testsalternatives
find_intended_behavior
Saad0149/Flutter Analysis Engine (MCP)
unknownJoins widget tests + samples + migrations/docs + sourcealternatives
analyze_architecture
Saad0149/Flutter Analysis Engine (MCP)
unknownArchitecture slice from sessionId (or path)alternatives
get_package_api
DimonSmart.NugetMcpServer
unknownGet public API definitions for a specific package version.alternatives
get_package_files
DimonSmart.NugetMcpServer
unknownList files inside a NuGet package.alternatives
lsp_hover
semantic-js-mcp
unknownInferred type and documentationalternatives
lsp_diagnostics
semantic-js-mcp
unknownFocused diagnostics for one filealternatives
lsp_count_text_matches
semantic-js-mcp
unknownExact identifier text count without semantic verificationalternatives
lsp_count_named_symbol
semantic-js-mcp
unknownDefinition and reference counts by namealternatives
lsp_count_references
semantic-js-mcp
unknownReference counts at a positionalternatives
lsp_audit_named_symbol
semantic-js-mcp
unknownCompact composed summary by symbol namealternatives
lsp_document_symbols
semantic-js-mcp
unknownStructure for one filealternatives
lsp_workspace_symbols
semantic-js-mcp
unknownSymbol-name discoveryalternatives
lsp_definition
semantic-js-mcp
unknownDefinition resolution at a positionalternatives
lsp_audit_symbol
semantic-js-mcp
unknownCompact composed summary at a positionalternatives
validate
snippetfence
unknownValidate config and fence layout across the repoalternatives
add
snippetfence
unknownInsert fence markers around a line range in a filealternatives
scan
snippetfence
unknownScan a file or entire repo for protected regionsalternatives
check
snippetfence
unknownCheck staged git changes against protected regionsalternatives
python_check_package
peeyushcodes/Windows Developer MCP Server
unknownCheck if a Python package is installed.alternatives
node_run
peeyushcodes/Windows Developer MCP Server
unknownRun a Node.js script.alternatives
npm_run
peeyushcodes/Windows Developer MCP Server
unknownRun an npm command.alternatives
project_analyze
peeyushcodes/Windows Developer MCP Server
unknownAnalyze the project structure and detect frameworks.alternatives
git_status
peeyushcodes/Windows Developer MCP Server
unknownShow the working tree status.alternatives
github_auth_status
peeyushcodes/Windows Developer MCP Server
unknownCheck GitHub authentication status.alternatives
git_log
peeyushcodes/Windows Developer MCP Server
unknownShow commit logs.alternatives
git_diff
peeyushcodes/Windows Developer MCP Server
unknownShow changes between commits, working tree, etc.alternatives
python_run
peeyushcodes/Windows Developer MCP Server
unknownRun a Python script.alternatives
delegate_to_claude
millanrp25-dot/claude-bridge-mcp
unknownExecute a coding task via Claude Codealternatives
review_changes
millanrp25-dot/claude-bridge-mcp
unknownStructured review of a diffalternatives
ci_repo_overview
codestrate
unknownStructure, build system, frameworks, entry pointsalternatives
ci_explore
codestrate
unknownFTS5 + camelCase + graph searchalternatives
ci_get_context
codestrate
unknownToken-budgeted context bundle for a taskalternatives
ci_graph_explain
codestrate
unknownFull profile: explain graphalternatives
ci_query_graph
codestrate
unknownFull profile: query graphalternatives
ci_trace_bfs
codestrate
unknownFull profile: BFS tracealternatives
ci_detect_cycles
codestrate
unknownFull profile: detect cyclesalternatives
ci_detect_dead_code
codestrate
unknownFull profile: detect dead codealternatives
code_from_screenshot
me9rez/llm-vision-mcp
unknown从磁盘图片提取代码alternatives
add_code_cell
kamalrana22/colab-mcp
unknownAdd a code cell to the notebookalternatives
get_cells
kamalrana22/colab-mcp
unknownRead current notebook state (cells, IDs, contents, outputs)alternatives
update_cell
kamalrana22/colab-mcp
unknownEdit an existing cell by cellIdalternatives
run_code_cell
kamalrana22/colab-mcp
unknownExecute a code cell by cellIdalternatives
push_notebook
mtrakretech/Kaggle MCP Server
unknownPush a notebookalternatives
preview_notebook
mtrakretech/Kaggle MCP Server
unknownPreview a notebookalternatives
unity_reflection_call
codingriver/upilot
unknown调用已经编译并加载到 Unity 程序集中的现有方法,稳定自动化入口。alternatives
unity_roslyn_execute
codingriver/upilot
unknown通过 Roslyn 动态编译并执行临时 C# 代码片段,适合一次性诊断和实验。alternatives
unity_roslyn_status
codingriver/upilot
unknown按 executionId 查询动态执行任务的状态。alternatives
unity_roslyn_abort
codingriver/upilot
unknown按 executionId 终止动态执行任务。alternatives
reflection_eval
codingriver/upilot
unknown执行一条受限 C# 表达式语句,支持链式访问、索引、方法调用、运算符、赋值、三元、cast/as/is、空条件访问和 typed array 参数。alternatives
telegram_call
timoncool/telegram-api-mcp
unknownCall any Telegram Bot API method by name with JSON parameters.alternatives
getCodeExample
com.extentos/mcp-server
unknownReturns full canonical code compositions for common patterns.alternatives
generateConnectionModule
com.extentos/mcp-server
unknownScaffolds a connection module for a platform and glasses, including Gradle/SPM wiring and permissions.alternatives
validateIntegration
com.extentos/mcp-server
unknownPre-test correctness gate for the integration.alternatives
refactor_to_pattern
air237/python-patterns-mcp
unknownIdempotent AST rewrite — turn anti-pattern code into proper patternalternatives
generate_pattern
air237/python-patterns-mcp
unknownRender a customised implementation (your type_name, your module_name)alternatives
validate_pattern
air237/python-patterns-mcp
unknownPattern-specific code-quality check (ERROR / WARNING / INFO)alternatives
detect_pattern
air237/python-patterns-mcp
unknownAST-based detection: inline source, file list, or recursive directory scanalternatives
validate_workflow
luislopezsanchez/n8n MCP Server
unknownValidate an n8n workflow JSONalternatives
listIssues
amardiyab/github-mcp-server
unknownList issues for a repositoryalternatives
getPullRequest
amardiyab/github-mcp-server
unknownGet a pull request by numberalternatives
createPullRequestComment
amardiyab/github-mcp-server
unknownCreate a comment on a pull requestalternatives
updatePullRequest
amardiyab/github-mcp-server
unknownUpdate a pull requestalternatives
listPullRequests
amardiyab/github-mcp-server
unknownList pull requests for a repositoryalternatives
find_events
MelkyWay/mcp-dalamud
unknownFind event arg types and delegate subscription points across the API.alternatives
search_members
MelkyWay/mcp-dalamud
unknownSearch properties/methods/events across already-loaded types (no network).alternatives
get_member
MelkyWay/mcp-dalamud
unknownFull docs for a specific member on a type.alternatives
compile_schematic
unmateria/MCP-KiCad
unknownCompiles a declarative schematic description into a finished .kicad_sch file, with ERC verification.alternatives
get_trending_repos
RipperMercs/tensorfeed
unknownGets trending repositories.alternatives
neighborhood
pyscope-mcp
unknownBounded bidirectional subgraph around a symbol, rank-truncated to fit a token budgetalternatives
stats
pyscope-mcp
unknownSanity-check the loaded indexalternatives
callers_of
pyscope-mcp
unknownWho calls this function, transitivelyalternatives
callees_of
pyscope-mcp
unknownWhat does this function reachalternatives
file_skeleton
pyscope-mcp
unknownAll top-level functions, classes, and methods defined in a filealternatives
module_callers
pyscope-mcp
unknownModule-level dependency edges: who calls this modulealternatives
module_callees
pyscope-mcp
unknownModule-level dependency edges: what does this module callalternatives
code_metrics
sweecksss/mcp-forge
unknownAnalyze codebase line count (LOC), file counts, and language breakdown.alternatives
git_summary
sweecksss/mcp-forge
unknownGit repository status, branch, and commit telemetry.alternatives
mermaid_validate
sweecksss/mcp-forge
unknownValidate Mermaid.js diagram syntax structure.alternatives
summarize_project
AvaTar-ArTs/Ecosystem Intelligence MCP
unknownProvides a bounded directory structure, file counts, extensions, markers, and representative text-file paths for a project.alternatives
review_workspace
Marcelo-Henry/mcp-cli-tools
unknownRun scoped code review on uncommitted changes, a base branch, or a commitalternatives
run_codex
Marcelo-Henry/mcp-cli-tools
unknownCompatibility wrapper for codex review onlyalternatives
vault_lookup_code_graph
@fancyrobot/agent-vault
unknownLook up symbols in the code graph index.alternatives
vault_prepare_context
@fancyrobot/agent-vault
unknownPrepare context for a task, using code graph and stubs.alternatives
set_active_decompiler
GzSakura1338/Recaf MCP
unknownSet the active decompileralternatives
decompile_class_with
GzSakura1338/Recaf MCP
unknownDecompile a class with a specific decompileralternatives
get_superclasses
GzSakura1338/Recaf MCP
unknownGet superclasses of a classalternatives
get_interfaces
GzSakura1338/Recaf MCP
unknownGet interfaces of a classalternatives
get_direct_subclasses
GzSakura1338/Recaf MCP
unknownGet direct subclasses of a classalternatives
get_all_subclasses
GzSakura1338/Recaf MCP
unknownGet all subclasses of a classalternatives
get_implementors
GzSakura1338/Recaf MCP
unknownGet implementors of an interfacealternatives
ragebot_generate_tests
ragebot-mcp
unknownAuto-generate tests.alternatives
ragebot_apply_edit
ragebot-mcp
unknownApply natural language edits to files.alternatives
validate_config
goreleaser/GoReleaser MCP
unknownValidate a GoReleaser configuration for errors and deprecated optionsalternatives
fix_deprecations
goreleaser/GoReleaser MCP
unknownGet prompted to fix deprecated configuration options with detailed instructionsalternatives
get_cometchat_implementation_bundle
cometchat/CometChat Docs
unknownReturn a curated implementation bundle for a named scenario — prerequisites, install commands, configuration, working code.alternatives
list_cometchat_bundles
cometchat/CometChat Docs
unknownList every available implementation bundle (identifier, title, framework, last-verified date) for discovery.alternatives
status
inth3shadows/runecho
unknownShows the current status of a repository: enrolled, indexed, last snapshot, drift.alternatives
structure
inth3shadows/runecho
unknownReturns the structural snapshot of a repository (functions, classes, exports, imports) at a given snapshot or current state.alternatives
diff
inth3shadows/runecho
unknownComputes a structural diff between two snapshots of a repository.alternatives
hash
inth3shadows/runecho
unknownReturns the current content hash of a file or the repository root hash.alternatives
locate
inth3shadows/runecho
unknownFinds the file and line number where a symbol is defined.alternatives
codex_exec
dan-0526/mcp-dev-tools
unknown调用 Codex CLI 执行独立任务alternatives
claude_exec
dan-0526/mcp-dev-tools
unknown调用 Claude Code CLI 执行独立任务,支持 direct / relay 模式alternatives
github_get_file
dan-0526/mcp-dev-tools
unknown获取 GitHub 仓库中指定文件的内容alternatives
github_list_files
dan-0526/mcp-dev-tools
unknown列出 GitHub 仓库的文件目录alternatives
github_search_code
dan-0526/mcp-dev-tools
unknown搜索 GitHub 仓库代码alternatives
gitlab_get_file
dan-0526/mcp-dev-tools
unknown获取 GitLab 仓库中指定文件的内容alternatives
gitlab_list_files
dan-0526/mcp-dev-tools
unknown列出 GitLab 仓库的文件目录alternatives
gitlab_search_code
dan-0526/mcp-dev-tools
unknown搜索 GitLab 仓库代码alternatives
get_github_repo
ThuongHan/project-1
unknownGet a GitHub repository from the given usernamealternatives
run_command
nelvinzfx/termux-mcp-shell
unknownRun a shell command via /bin/sh -c with optional timeout and working directory.alternatives
software_delivery_loop
RPasquale/lightbulb-mcp
unknownExecute a software delivery loop for coding tasks.alternatives
software_spot_weld_fix
RPasquale/lightbulb-mcp
unknownExecute a spot weld fix for software issues.alternatives
app.scaffold
MediaSFU/MediaSFU MCP SDK Tools
unknownScaffolds a new MediaSFU integration project or component.alternatives
Bash
lumen-agent
unknown执行bash命令alternatives
edit_symbol
io.github.Eilodon/calm-mcp
unknownEdits a symbol after confirmation from edit_context. Returns CONFIRM_REQUIRED if not preceded by edit_context.alternatives
diff_impact
io.github.Eilodon/calm-mcp
unknownAnalyzes the impact of a diff before committing, showing affected symbols and files.alternatives
callers
io.github.Eilodon/calm-mcp
unknownShow every known caller of a symbol before a change ships.alternatives
callees
io.github.Eilodon/calm-mcp
unknownShow the functions a given symbol calls.alternatives
edit_context
io.github.Eilodon/calm-mcp
unknownProvide context for editing a symbol, including callers and risk assessment.alternatives
fitness_report
io.github.Eilodon/calm-mcp
unknownGenerate a report on codebase health including hub concentration, dead code, complexity, and architecture violations.alternatives
find_related
deyavinaba597-pixel/ContextWeave
unknownCode related to any termalternatives
get_recent_changes
deyavinaba597-pixel/ContextWeave
unknownRecent commits with contextalternatives
annotate
deyavinaba597-pixel/ContextWeave
unknownAdd notes to any file or functionalternatives
get_project_summary
deyavinaba597-pixel/ContextWeave
unknownLanguages, frameworks, statsalternatives
blast_radius
io.github.Elmoaid/tempograph
unknownWhat breaks if you change this file or symbolalternatives
focus
io.github.Elmoaid/tempograph
unknownConnected subgraph around a symbol — callers, calleesalternatives
hotspots
io.github.Elmoaid/tempograph
unknownRanked risk list — complexity x coupling x sizealternatives
dead_code
io.github.Elmoaid/tempograph
unknownUnreferenced symbols — cleanup candidatesalternatives
overview
io.github.Elmoaid/tempograph
unknownRepository orientation: size, languages, entry pointsalternatives
lookup
io.github.Elmoaid/tempograph
unknownWhere is X? What calls X?alternatives
dependencies
io.github.Elmoaid/tempograph
unknownCircular imports, dependency layersalternatives
cochange_context
io.github.Elmoaid/tempograph
unknownFiles that historically change togetheralternatives
index_repo
io.github.Elmoaid/tempograph
unknownBuild or rebuild the graphalternatives
watch_repo
io.github.Elmoaid/tempograph
unknownLive incremental updatesalternatives
diff_context
io.github.Elmoaid/tempograph
unknownImpact analysis of changed filesalternatives
architecture
io.github.Elmoaid/tempograph
unknownModule-level dependency viewalternatives
symbols
io.github.Elmoaid/tempograph
unknownFull symbol inventoryalternatives
file_map
io.github.Elmoaid/tempograph
unknownFile tree with top symbols per filealternatives
g8_connect_repo
g8-mcp-server
unknownConnect a GitHub/GitLab repositoryalternatives
g8_scan_repo
g8-mcp-server
unknownScan repo for tech stack and GTM readinessalternatives
g8_get_scan_results
g8-mcp-server
unknownGet scan resultsalternatives
g8_status
g8-mcp-server
unknownGet repo connection and install statusalternatives
windbg_disassemble
chensiling/Windbg-MCP
unknown反汇编指定地址的指令,可指定数量。alternatives
windbg_evaluate
chensiling/Windbg-MCP
unknown表达式求值,返回十进制和十六进制结果。alternatives
windbg_lookup
chensiling/Windbg-MCP
unknown符号/类型/地址解析,可指定解析种类。alternatives
windbg_read_memory
chensiling/Windbg-MCP
unknown读取内存,支持多种格式和元素数量。alternatives
windbg_breakpoint
chensiling/Windbg-MCP
unknown断点管理,支持设置、列出、清除、启用、禁用。alternatives
windbg_control
chensiling/Windbg-MCP
unknown执行控制,支持 go、step_into、step_over、step_out。alternatives
windbg_sympath
chensiling/Windbg-MCP
unknown符号路径管理,支持显示、设置、重载、检查。alternatives
indexar_codebase
e2its/graphrag-local
unknownIndexa el código fuente en el grafo de código.alternatives
verify_lean
axiom-axle-mcp
unknownVerifies a Lean theorem or proof using the Axiom Lean Engine.alternatives
prove
axiom-axle-mcp
unknownAttempts to prove a given Lean statement automatically.alternatives
run_python_script
For-Sunny/darkside-mcp
unknownExecute a .py file with argumentsalternatives
run_python_code
For-Sunny/darkside-mcp
unknownRun inline Python snippets with safety checksalternatives
check_python_syntax
For-Sunny/darkside-mcp
unknownValidate Python syntax without executingalternatives
run_powershell
For-Sunny/darkside-mcp
unknownExecute any PowerShell command (no safety checks)alternatives
run_powershell_script
For-Sunny/darkside-mcp
unknownRun .ps1 scripts with argumentsalternatives
get_powershell_info
For-Sunny/darkside-mcp
unknownGet system and PowerShell infoalternatives
get_python_info
For-Sunny/darkside-mcp
unknownGet Python version and environment infoalternatives
evaluate
io.github.Enreign/pagerunner
unknownRun JavaScript in a tabalternatives
execute_python
Hari842-ai/Pluggio MCP Server
unknownExecute Python code.alternatives
batch_execute
Hari842-ai/Pluggio MCP Server
unknownExecute multiple operations.alternatives
getSelection
Ponywen0819/Claude Code IDE for Obsidian
unknownGets the current selection in the active editor.alternatives
openDiff
Ponywen0819/Claude Code IDE for Obsidian
unknownShows a diff view between two file contents.alternatives
run_shell
namanbansalcodes/MCP Gatekeeper
unknownShell exec (always blocked)alternatives
arcpy_execute
thaparSAAB14/ARCclaude
unknownRun any Python/ArcPy code in the persistent session (REPL semantics)alternatives
run_gp_tool
thaparSAAB14/ARCclaude
unknownExecute a GP tool by name with parameters; returns outputs + messagesalternatives
godot-project
dcc-mcp/dcc-mcp-godot
unknownInspect the project or write a bounded .gd file below res://alternatives
godot-scene
dcc-mcp/dcc-mcp-godot
unknownInspect the current scene and make undoable node editsalternatives
godot-roguelike
dcc-mcp/dcc-mcp-godot
unknownCreate and validate a 2D roguelike skillalternatives
biome_check
yriveiro/biome-mcp
unknownRun formatting, linting, and assist checks in one passalternatives
biome_lint
yriveiro/biome-mcp
unknownLint-only diagnostics with severity filteralternatives

FAQ

What are the most reliable code MCP tools right now?

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