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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
live_delete_object
sima05020/aviutl2-mcp
unknownDeletes an object from the running project immediately.alternatives
live_add_object
sima05020/aviutl2-mcp
unknownAdds an object to the running project immediately without reopening.alternatives
live_update_object
sima05020/aviutl2-mcp
unknownEdits an object in the running project immediately.alternatives
curdx-flow:tasks
@curdx/flow
unknownGenerate executable tasks based on design.alternatives
curdx-flow:implement
@curdx/flow
unknownEnter task execution loop and verify.alternatives
run_spark
saikiyusuke/sparksheets-mcp
unknownRun a Spark (AI button) from CLI.alternatives
list_sparks
saikiyusuke/sparksheets-mcp
unknownList available Sparks.alternatives
save_snippet
saikiyusuke/sparksheets-mcp
unknownSave a code snippet.alternatives
get_snippet
saikiyusuke/sparksheets-mcp
unknownGet or search a snippet.alternatives
code_assist
mseep-mcp-server-code-assist
unknownProvides code assistance including explanations, refactoring suggestions, and debugging help.alternatives
search_code
mseep-mcp-server-code-extractor
unknownSearch for code patterns using tree-sitter parsing. Supports both single-file and directory-wide searches.alternatives
get_function
mseep-mcp-server-code-extractor
unknownExtract a complete function with all its code.alternatives
get_lines
mseep-mcp-server-code-extractor
unknownGet exact line ranges when you know the line numbers.alternatives
get_class
mseep-mcp-server-code-extractor
unknownExtract an entire class definition including all methods.alternatives
get_signature
mseep-mcp-server-code-extractor
unknownQuickly get just the function signature without the body.alternatives
get_symbols
mseep-mcp-server-code-extractor
unknownList all functions, classes, and other symbols in a file with depth control.alternatives
ingest_repository
gitingest-mcp
unknownTransform a Git repository into an LLM-friendly digestalternatives
project_map
iiTzSenn/sens
unknownA one-screen map of the repo with each file's exportsalternatives
who_uses
iiTzSenn/sens
unknownEvery place a symbol is usedalternatives
find_symbol
iiTzSenn/sens
unknownWhere a symbol is defined (file:line + signature)alternatives
file_outline
iiTzSenn/sens
unknownA file's signatures, without its bodiesalternatives
explain_symbol
iiTzSenn/sens
unknownA symbol's callers and callees (call-graph neighborhood)alternatives
already_exists
iiTzSenn/sens
unknownWhether something matching keywords already existsalternatives
symbol_path
iiTzSenn/sens
unknownThe shortest chain of calls connecting two symbolsalternatives
file_dependencies
iiTzSenn/sens
unknownWhat a file imports and what imports it (import graph)alternatives
dead_code
iiTzSenn/sens
unknownUnused symbols / exports (candidates)alternatives
superops_custom_mutation
Matt-Beyond-Tech/superops-mcp
unknownRun custom GraphQL mutationalternatives
analyze_command
redis-client-mcp-py
unknown分析一条命令(不执行):只读/写/危险、是否需 confirmalternatives
vb_list_kt_files
z-mcp-vb-migration
unknown扫描项目中仍使用 synthetic 的 Kotlin 文件,返回待迁移列表alternatives
vb_migrate_kt_file
z-mcp-vb-migration
unknown迁移指定的 Kotlin 文件到 ViewBinding(自动处理第一个主布局)alternatives
get_repo_info
ranjan-del/mcp-server-client
unknownReturns deterministic offline repo info, optionally using a live API.alternatives
calculate
ranjan-del/mcp-server-client
unknownEvaluates a safe arithmetic expression using an AST whitelist instead of eval.alternatives
mcpservercreator
dawsonlp/BaseMcpServer
unknownGenerator that scaffolds new MCP servers from a code snippetalternatives
bootstrap
climashscape/Proma Manager MCP Server
unknown为跨工作区但缺少 .source.json 的 skill 补溯源文件。指定 skill 名、目标工作区和来源工作区。自动拒绝 default-skills(workspace-watcher 管理的 19 个 skill)。alternatives
info
climashscape/Proma Manager MCP Server
unknown查看单个 skill 的完整溯源视图:各工作区是否存在、hash、文件清单、母/子关系。alternatives
group_list
climashscape/Proma Manager MCP Server
unknown列出指定工作区所有 skill 的 group 状态和内容摘要,供 AI 分析后自动分配 group。自动排除 default-skills 管理的 19 个 watcher 同步 skill。返回每个 skill 的 name、description、当前 group、正文预览alternatives
group_set
climashscape/Proma Manager MCP Server
unknown批量写入 Skill 分组(与 group_list 配合实现 AI 自动归类)。alternatives
check_conventions
autosnippet
unknownCheck if a file or diff follows project conventions and trigger self-repair if violations are found.alternatives
save_pattern
autosnippet
unknownSave a code pattern as a new project convention (Recipe).alternatives
write_code
autosnippet
unknownGenerate code that follows project conventions by injecting relevant Recipes.alternatives
component
@ahmedessyad/liftit
unknownGenerate a React component from a site elementalternatives
suggest_optimizations
souvikdu/perfonext-profiler-mcp
unknownGenerate structured, multi-pattern optimization suggestions for hot functions. Detects high fan-in, recursion, dominant callers, and V8-specalternatives
deepseek_code_review
Skye412/DeepSeek MCP Server
unknown代码审查 — 分析 Bug、性能问题,给出改进建议alternatives
deepseek_debug
Skye412/DeepSeek MCP Server
unknown调试辅助 — 分析错误信息,提供解决方案alternatives
team_merge_requests
ProstoyVadila/GitLab MCP Server
unknownList MRs with a team label (default: 'RE')alternatives
get_pipeline_jobs
ProstoyVadila/GitLab MCP Server
unknownGet jobs for a pipelinealternatives
get_file_content
ProstoyVadila/GitLab MCP Server
unknownGet file content from a repoalternatives
get_merge_request_comments
ProstoyVadila/GitLab MCP Server
unknownGet MR comments/discussionsalternatives
list_repository_tree
ProstoyVadila/GitLab MCP Server
unknownList files/directories in a repoalternatives
list_merge_requests
ProstoyVadila/GitLab MCP Server
unknownList MRs in a project (filter by state, branches, search)alternatives
get_merge_request_changes
ProstoyVadila/GitLab MCP Server
unknownGet MR file diffsalternatives
get_merge_request
ProstoyVadila/GitLab MCP Server
unknownGet MR details including descriptionalternatives
explain_ignore
lenhonbp/codex-memory-intelligence
unknownExplain why a path is ignored or included.alternatives
impact
lenhonbp/codex-memory-intelligence
unknownAnalyze the impact of changing a file or symbol.alternatives
workspaces
lenhonbp/codex-memory-intelligence
unknownList detected workspaces in the project.alternatives
graph
lenhonbp/codex-memory-intelligence
unknownGet the project dependency graph.alternatives
execute_strategy
CPZ-Lab/cpzai-mcp-server
unknownExecute a strategy on the Python backendalternatives
lint
rvaghela20/ForceKit MCP Server
unknownRun static analysis checks on Apex classes, triggers, and LWC files.alternatives
test
rvaghela20/ForceKit MCP Server
unknownExecute Apex unit tests and parse code coverage.alternatives
deep_analyze_project
steering-generator-mcp
unknownDeep analysis with categorized deps, patterns, entitiesalternatives
apply_patch
ShiYioo/opencode_native_tools
unknownApply an OpenCode patch.alternatives
playwright_run
vigilis-mcp
unknownRun a Playwright test file and return results.alternatives
get_instances
mseep-roblox-mcp
unknownGet instances from Roblox Studio by class namealternatives
set_property
mseep-roblox-mcp
unknownSet a property on a Roblox instancealternatives
execute_script
mseep-roblox-mcp
unknownExecute a Lua script in Roblox Studioalternatives
fetch_github_repos
justomsharma/github-resume-assistant
unknownPulls your GitHub profile, repos, stars, languages, recency.alternatives
themes_get_component_source
@gianpieropuleo/radix-mcp-server
unknownGet the source code of a Radix Themes componentalternatives
primitives_get_component_source
@gianpieropuleo/radix-mcp-server
unknownGet the source code of a Radix Primitives componentalternatives
search_recent_commits
alexadler9/mcp-tools-server
unknownSearches recent commits for a public GitHub repositoryalternatives
get_recent_commits
alexadler9/mcp-tools-server
unknownReturns recent commits from a public GitHub repositoryalternatives
lint
@agent-wiki/mcp
unknownSelf-check the wiki for contradictions, broken links, orphan pages, and stale content.alternatives
listRepositories
nilesh-singh-me/mcp-servers
unknownList repositories for a GitHub user or organization.alternatives
getRepository
nilesh-singh-me/mcp-servers
unknownGet details of a specific GitHub repository.alternatives
listCommits
nilesh-singh-me/mcp-servers
unknownFetch the commit history of a branch to understand recent changes.alternatives
listPullRequests
nilesh-singh-me/mcp-servers
unknownList pull requests for a specific GitHub repository.alternatives
createIssue
nilesh-singh-me/mcp-servers
unknownCreate a new issue in a GitHub repository.alternatives
getFile
nilesh-singh-me/mcp-servers
unknownGet the contents of a specific file in a GitHub repository.alternatives
getPullRequest
nilesh-singh-me/mcp-servers
unknownFetch details of a specific pull request (description, mergeability, status).alternatives
createPullRequest
nilesh-singh-me/mcp-servers
unknownOpen a new pull request automatically.alternatives
listPullRequestFiles
nilesh-singh-me/mcp-servers
unknownSee which files were modified in a pull request.alternatives
createPullRequestReview
nilesh-singh-me/mcp-servers
unknownLeave code review comments on specific lines or approve PRs.alternatives
mergePullRequest
nilesh-singh-me/mcp-servers
unknownAutomatically merge a pull request.alternatives
searchCode
nilesh-singh-me/mcp-servers
unknownSearch for specific functions or variables across the entire repository.alternatives
createOrUpdateFile
nilesh-singh-me/mcp-servers
unknownCommit small fixes or create new files directly via the GitHub API.alternatives
deleteFile
nilesh-singh-me/mcp-servers
unknownDelete a file directly via the GitHub API.alternatives
listBranches
nilesh-singh-me/mcp-servers
unknownSee all available branches in a repository.alternatives
createBranch
nilesh-singh-me/mcp-servers
unknownCreate a new branch (e.g., fix/typo-in-readme) to isolate work.alternatives
anchored_edit_many
@carlkibler/toolsmith
unknownSame as anchored_edit, across multiple files atomicallyalternatives
file_skeleton
@carlkibler/toolsmith
unknownExplore an unfamiliar file's shape — returns only declarations at ~10% token costalternatives
get_function
@carlkibler/toolsmith
unknownRead one named symbol, ready to edit — no full-file read neededalternatives
anchored_read
@carlkibler/toolsmith
unknownRead a specific range with stable line anchorsalternatives
anchored_search
@carlkibler/toolsmith
unknownFind matching lines with anchors, across a file or directoryalternatives
find_and_anchor
@carlkibler/toolsmith
unknownSearch a directory and get anchored results — use instead of rg + sedalternatives
symbol_replace
@carlkibler/toolsmith
unknownEdit text inside one named function or class — no pre-read requiredalternatives
anchored_edit
@carlkibler/toolsmith
unknownExact batched edits; validates anchors before writing, fails loudly if stalealternatives
ui_konsta
dmarmijosa/capacitor-stack
unknownGenera snippets de Konsta UI para Reactalternatives
ui_tailwind
dmarmijosa/capacitor-stack
unknownProporciona instrucciones de instalación de Tailwindalternatives
cap_plugins
dmarmijosa/capacitor-stack
unknownLista plugins de Capacitor según features solicitadasalternatives
cap_install
dmarmijosa/capacitor-stack
unknownGenera comandos para instalar y sincronizar Capacitoralternatives
stack_recommend
dmarmijosa/capacitor-stack
unknownRecomienda el stack completo (React + Capacitor + Tailwind + Konsta)alternatives
review_code
mutual-review-mcp
unknownReviews a code snippet directly passed as a string with both models, optionally synthesizing a combined report.alternatives
review_diff
mutual-review-mcp
unknownReviews a unified diff string directly with both models, optionally synthesizing a combined report.alternatives
ghidra_decompile
RoySamson-stack/MCP RE Server
unknownDecompile binary functions with Ghidraalternatives
radare2_analyze
RoySamson-stack/MCP RE Server
unknownAnalyze with Radare2 (functions, imports, strings)alternatives
pestudio_analyze
RoySamson-stack/MCP RE Server
unknownAnalyze PE (Windows) filesalternatives
analyze_project
RoySamson-stack/MCP RE Server
unknownAnalyze project structure, language, frameworkalternatives
analyze_api
RoySamson-stack/MCP RE Server
unknownList all API endpointsalternatives
validate_api_structure
RoySamson-stack/MCP RE Server
unknownCheck REST best practicesalternatives
scaffold_project
RoySamson-stack/MCP RE Server
unknownGenerate project with Docker & testsalternatives
add_tests
RoySamson-stack/MCP RE Server
unknownAdd unit & integration testsalternatives
execute_command
RoySamson-stack/MCP RE Server
unknownExecute a commandalternatives
trueline_outline
trueline-mcp
unknownReturns an AST-based structural outline of any file: functions, classes, declarations, and their line ranges.alternatives
trueline_search
trueline-mcp
unknownFinds lines by literal string or regex and returns them with edit-ready refs and content hashes.alternatives
trueline_changes
trueline-mcp
unknownProvides an AST-based summary of structural changes compared to a git ref.alternatives
lsp_completion
boxxkite-mcp
unknownRequest completions at a positionalternatives
lsp_open
boxxkite-mcp
unknownOpen a file in the language serveralternatives
lsp_stop
boxxkite-mcp
unknownStop the language serveralternatives
execute_python
code-execution-mcp
unknownExecute Python code via IPython in the specified session.alternatives
create_pull_request
cann-gitcode-mcp
unknown创建 Pull Requestalternatives
get_pull_request
cann-gitcode-mcp
unknown获取指定 PR 的详细信息alternatives
list_pull_requests
cann-gitcode-mcp
unknown列出仓库的 Pull Request(支持状态、排序等过滤)alternatives
merge_pull_request
cann-gitcode-mcp
unknown合并 Pull Requestalternatives
comment_pull_request
cann-gitcode-mcp
unknown在 PR 上发表评论alternatives
get_pull_request_files
cann-gitcode-mcp
unknown获取 PR 的变更文件列表alternatives
list_pull_request_comments
cann-gitcode-mcp
unknown获取 PR 的所有评论alternatives
python_eval
wellingtonlee/Esquie
unknownExecute arbitrary Python in a sandboxed Docker container with persistent session state.alternatives
shazam_overview
gjczone/pi-shazam
unknownProject summary: top files, dependencies, hotspots, entry points, key data structuresalternatives
shazam_format
gjczone/pi-shazam
unknownAuto-fix formatting (prettier, biome, eslint, ruff, cargo fmt, gofmt)alternatives
shazam_impact
gjczone/pi-shazam
unknownBlast radius analysis — every file, symbol, and test affected by a changealternatives
shazam_verify
gjczone/pi-shazam
unknownPost-edit verification: LSP diagnostics with auto-detection of unreliable servers, graph analysis, PASS/WARN/FAILalternatives
shazam_changes
gjczone/pi-shazam
unknownGit change summary with symbol-level detail, risk level, affected callersalternatives
shazam_rename_symbol
gjczone/pi-shazam
unknownLSP cross-file symbol rename with atomic writesalternatives
analyze
giauphan/CodeAtlas MCP Enterprise
unknownAnalyze the codebase and return structured insights including classes, functions, dependencies, and metrics.alternatives
get_dependencies
giauphan/CodeAtlas MCP Enterprise
unknownGet dependency graph for a given file or module.alternatives
list_projects
giauphan/CodeAtlas MCP Enterprise
unknownList all projects in the workspace.alternatives
get_project_info
giauphan/CodeAtlas MCP Enterprise
unknownGet detailed information about a specific project.alternatives
get_code_metrics
giauphan/CodeAtlas MCP Enterprise
unknownGet code metrics (LOC, complexity, function counts) for a project.alternatives
get_symbol_info
giauphan/CodeAtlas MCP Enterprise
unknownGet detailed information about a symbol (class, function, variable).alternatives
get_file_info
giauphan/CodeAtlas MCP Enterprise
unknownGet information about a file (exports, imports, functions, classes).alternatives
get_call_graph
giauphan/CodeAtlas MCP Enterprise
unknownGet call graph for a function or method.alternatives
get_related_files
giauphan/CodeAtlas MCP Enterprise
unknownGet files related to a given file (imports, exports, references).alternatives
get_project_tree
giauphan/CodeAtlas MCP Enterprise
unknownGet the directory tree of a project.alternatives
get_code_smells
giauphan/CodeAtlas MCP Enterprise
unknownDetect code smells and anti-patterns in the codebase.alternatives
search
giauphan/CodeAtlas MCP Enterprise
unknownSearch the codebase for symbols, patterns, or text using AST-aware queries.alternatives
get_impact
giauphan/CodeAtlas MCP Enterprise
unknownAnalyze the impact of changing a given file or symbol.alternatives
get_inheritance_tree
giauphan/CodeAtlas MCP Enterprise
unknownGet inheritance tree for a class.alternatives
get_recent_changes
giauphan/CodeAtlas MCP Enterprise
unknownGet recent file changes in the workspace.alternatives
run_style_check
Cappybara12/Article Writer MCP
unknownQuality reportalternatives
push_to_github
Cappybara12/Article Writer MCP
unknownConverts to your site's format and opens a real PR for reviewalternatives
run_python_in_repl
angrysky56/local-repl-mcp
unknownRuns Python code in the specified REPLalternatives
get_repl_info
angrysky56/local-repl-mcp
unknownShows information about a specific REPLalternatives
create_python_repl
angrysky56/local-repl-mcp
unknownCreates a new Python REPL and returns its IDalternatives
list_active_repls
angrysky56/local-repl-mcp
unknownLists all active REPL instancesalternatives
inspect_app
dee0917/electron-live-i18n
unknownInspect an Electron app bundle to find suitable entries for patching.alternatives
patch_app
dee0917/electron-live-i18n
unknownPatch an Electron app to inject the translation loader.alternatives
check
pi-green-loop
unknownRun project checks (typecheck, lint, test, build) once, optionally scoped to affected files.alternatives
fix
pi-green-loop
unknownRun formatters/autofixers (prettier, eslint --fix, ruff format, gofmt, cargo fmt) then re-check.alternatives
grep
ChrisGVE/workspace-qdrant-mcp
unknownSearch for exact strings or regex patterns.alternatives
write_project_file
@lifeng688/remotion-motion-mcp
unknownSafely writes files inside an existing project with path traversal protectionalternatives
create_remotion_project
@lifeng688/remotion-motion-mcp
unknownCreates a local Remotion project with default animationalternatives
list_remotion_projects
@lifeng688/remotion-motion-mcp
unknownLists valid projects from REMOTION_MCP_WORKSPACEalternatives
preview_remotion_project
@lifeng688/remotion-motion-mcp
unknownLaunches Remotion Studio for a projectalternatives
render_remotion_project
@lifeng688/remotion-motion-mcp
unknownRenders MP4 output with strict preflight validationalternatives
validate_remotion_project
@lifeng688/remotion-motion-mcp
unknownChecks project integrity and readiness for renderingalternatives
shadcn_get_component
anomal3/ui-toolkit-mcp
unknownFetch the real source code of a shadcn/ui component from the registryalternatives
file_outline
jesusamador-dev/rtk-mcp-server
unknownGet an outline of a file's structure (symbols, functions, classes) without reading the whole file.alternatives
get_minified_diff
jesusamador-dev/rtk-mcp-server
unknownGet a minified diff of changes.alternatives
check_compatibility
ChrisGVE/localdata-mcp
unknownVerify API backward compatibilityalternatives
get_module
ndslive-mcp
unknownGet module metadata: category, deps, top-level types.alternatives
find_references
ndslive-mcp
unknownFind every place a type is referenced, by field name and source location.alternatives
list_modules
ndslive-mcp
unknownList modules in the bundle, optionally filtered by category.alternatives
get_module_versions
ndslive-mcp
unknownGet every version of a module the bundle has indexed.alternatives
compare_versions
ndslive-mcp
unknownDiff between two versions of the same module: added/removed/changed types.alternatives
search
@owerride/argus
unknownSearch the codebase for symbols or text patterns.alternatives
explore
@owerride/argus
unknownExplore the repository structure and key files.alternatives
trace
@owerride/argus
unknownTrace the call graph or dependencies of a function.alternatives
impact
@owerride/argus
unknownAnalyze the impact of changes to a file or function.alternatives
diff_impact
@owerride/argus
unknownAnalyze the impact of a diff on the codebase.alternatives
list_so
lm060719/reconbridge
unknown列出指定应用加载的 native 库(.so 文件)alternatives
decompile
lm060719/reconbridge
unknown对 APK 或 dex 进行反编译(jadx/androguard/Ghidra)alternatives
find_function
lm060719/reconbridge
unknown在反编译代码中定位函数(支持符号/字符串/交叉引用)alternatives
hook_java
lm060719/reconbridge
unknown对 Java 方法进行动态 hook(M5)alternatives
hook_native
lm060719/reconbridge
unknown对 native 函数进行动态 hook(M3)alternatives
trace_java
lm060719/reconbridge
unknown对 Java 方法进行调用跟踪(M5)alternatives
patch_java
lm060719/reconbridge
unknown对 Java 方法进行实时篡改(M5)alternatives
remove_hook
lm060719/reconbridge
unknown移除指定的 hookalternatives
list_hooks
lm060719/reconbridge
unknown列出当前活动的 hookalternatives
list_worker_routes
@opentabs-dev/opentabs-plugin-cloudflare
unknownList Workers routes for a zonealternatives
list_workers
@opentabs-dev/opentabs-plugin-cloudflare
unknownList Workers scriptsalternatives
skillmd_lint
skillmds
unknownLint a SKILL.md file and return diagnostics and quality score.alternatives
get_apex_log_summary
certinia/debug-log-analyzer-mcp
unknownGet a high-level summary of an Apex debug log including total execution time (in ms), method count, SOQL/DML totals, governor limits, and acalternatives
analyze_apex_log_performance
certinia/debug-log-analyzer-mcp
unknownRank methods in an Apex debug log by self-execution time. Returns method names, durations (in ms), SOQL/DML counts, and optimization recommealternatives
apexlog_execute_anonymous
certinia/debug-log-analyzer-mcp
unknownRun Apex anonymously and analyze the performancealternatives
apexlog_get_summary
certinia/debug-log-analyzer-mcp
unknownGet a high-level summary of an Apex debug logalternatives
apexlog_list_limit_risks
certinia/debug-log-analyzer-mcp
unknownList governor limit risks in an Apex debug logalternatives
apexlog_list_slow_operations
certinia/debug-log-analyzer-mcp
unknownRank what an Apex debug log spent its time on by self-execution timealternatives
execute_anonymous
certinia/debug-log-analyzer-mcp
unknownExecutes anonymous Apex code against any authenticated Salesforce org. Saves the resulting debug log to a local file and returns a summary walternatives
grep_files
Zxyy-mo/MCP RepoBridge
unknownSearch for a pattern in files within the workspace.alternatives
cf_workers_list_scripts
cloudflare-blade-mcp
unknownList all Worker scripts in accountalternatives
chaprola_compile
cletcher/Chaprola MCP Server
unknownCompile .CS source to .PR bytecodealternatives

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.