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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
execute_script
RFingAdam/mcp-blender
unknownExecute a Python script in Blender.alternatives
heal
vigilis
unknownHeal cosmetic DOM drift in a test spec, re-verify it passes, and open a PR. Refuses to heal real bugs.alternatives
prepare_sync
mahmudul006/blocks-translation-mcp
unknownScans the project diff, groups keys by module, fetches tenant cultures, and exact-dedupes. Returns cultures and modules with new keys and exalternatives
find_keys
mahmudul006/blocks-translation-mcp
unknownExtract translation keys from the git diff for the configured framework (ngx-translate, react-i18next, or generic).alternatives
search_project
AleeexWind/mcp-csharp-server
unknownSearch for strings in project files within MCP_PROJECT_ROOT, skipping bin/obj/.gitalternatives
list_public_api
AleeexWind/mcp-csharp-server
unknownList public types and methods from .cs files in the sandboxalternatives
rosh_compile
io.github.rosh-studio/rosh-mcp
unknownCompile Rosh code to HTMLalternatives
rosh_list_programs
io.github.rosh-studio/rosh-mcp
unknownList your programsalternatives
rosh_get_program
io.github.rosh-studio/rosh-mcp
unknownGet program details by IDalternatives
ps_sdk_snippet
proxy-seller-mcp
unknownReady-to-use SDK example for an operation in a languagealternatives
get_component_source_code
dmjacas/heroui-v2-mcp
unknownReact/TypeScript source from packages/components/<pkg>/srcalternatives
get_component_source_styles
dmjacas/heroui-v2-mcp
unknowntailwind-variants style definition from packages/core/theme/src/componentsalternatives
list_scripts
iflow-mcp_tdeckers-openhab-mcp
unknownList all scriptsalternatives
get_script
iflow-mcp_tdeckers-openhab-mcp
unknownGet a specific script by UIDalternatives
create_script
iflow-mcp_tdeckers-openhab-mcp
unknownCreate a new scriptalternatives
update_script
iflow-mcp_tdeckers-openhab-mcp
unknownUpdate an existing scriptalternatives
edit_file_apply
zoster81/mcp-file-tools
unknownApply previously previewed edits to a filealternatives
patch_package_apply
zoster81/mcp-file-tools
unknownApply a previously previewed multi-file patchalternatives
patch_package
zoster81/mcp-file-tools
unknownApply a multi-file patch with preview/apply workflowalternatives
run_script
zoster81/mcp-file-tools
unknownExecute a supported script or executable inside an allowed directory when explicitly enabledalternatives
source_symbols
zoster81/mcp-file-tools
unknownProvides bounded declaration/navigation workflows for source code symbols.alternatives
source_query
zoster81/mcp-file-tools
unknownAdds structural search, supported project relations, fingerprint-verified context, and coherent process-local index generations.alternatives
shell
zoster81/mcp-file-tools
unknownExecute an unrestricted shell command when explicitly enabledalternatives
submit_task
yeyuancc0-glitch/codex-bridge
unknown向已授权的本地项目提交一个任务,由指定的Agent执行alternatives
get_task
yeyuancc0-glitch/codex-bridge
unknownRetrieve real-time progress and final report of a submitted taskalternatives
scan_codebase
Pavankurapati03/Context-Optimizer-MCP
unknownScan the repository and return a compact AST blueprint of the codebase structure.alternatives
get_optimized_context
Pavankurapati03/Context-Optimizer-MCP
unknownGet an optimized, context-dense summary of the codebase relevant to a query.alternatives
discover_scan
Pavankurapati03/Context-Optimizer-MCP
unknownScans the codebase and extracts structural information (endpoints, queries, classes, functions, TODOs).alternatives
discover_query
Pavankurapati03/Context-Optimizer-MCP
unknownQueries the codebase blueprint for specific structures.alternatives
call_api
tifyr/gimp3-mcp
unknownEvaluates Python code inside GIMPalternatives
pbi_lint_page
rajdeepraoextras-dev/pbi-mcp
unknownLint a page.alternatives
pbi_bpa
rajdeepraoextras-dev/pbi-mcp
unknownBest practice analyzer.alternatives
pbi_format_dax
rajdeepraoextras-dev/pbi-mcp
unknownFormat DAX expression.alternatives
pbi_validate_dax
rajdeepraoextras-dev/pbi-mcp
unknownCompile a measure expression; nothing persisted.alternatives
pbi_project_diff
rajdeepraoextras-dev/pbi-mcp
unknownDiff vs another project/backup.alternatives
pbi_bpa_fix
rajdeepraoextras-dev/pbi-mcp
unknownFix BPA issues.alternatives
pbi_format_measures
rajdeepraoextras-dev/pbi-mcp
unknownFormat measures.alternatives
project_map_context
klypix-mcp
unknownRead-only, bounded code-graph evidence beside correction-aware brain context, with exact-path review proposalsalternatives
project_map_scan
klypix-mcp
unknownKLYPIX's own zero-install scanner: gitignore-aware file inventory + file-level import edges written to klypix-map/graph.jsonalternatives
project_map_drift
klypix-mcp
unknownRead-only drift report: brain cards whose referenced files are gone or moved (with rename candidates), plus a headline when the checkout itsalternatives
vdiff_diff
mcurmi05/vdiff
unknownGet a breaking-change diff between two versions of an npm packagealternatives
vdiff_resolve
mcurmi05/vdiff
unknownResolve the latest version and dist-tags for an npm packagealternatives
find_function
iflow-mcp_text-editor
unknownFind and extract function definitions in Python and JavaScript/JSX filesalternatives
run_tests
iflow-mcp_text-editor
unknownRun Python testsalternatives
mcp_connect_exec
YawLabs/mcp
unknownRun a short declarative pipeline of tool calls in one round-trip.alternatives
analyze_code
scopweb/mcp-filesystem-go-ultra
unknownAnalyze code (not in strict profile)alternatives
plan
scopweb/mcp-filesystem-go-ultra
unknownDry-run analysis of a mutation with diff preview and risk report.alternatives
minify_js
scopweb/mcp-filesystem-go-ultra
unknownMinify JavaScript filesalternatives
multi_edit
scopweb/mcp-filesystem-go-ultra
unknownPerform multiple edits with atomic rollback on failurealternatives
patch
scopweb/mcp-filesystem-go-ultra
unknownApply a patch to a file (alternative to apply_patch)alternatives
create_app
@tasklite/mcp
unknownCreates a new app (REST surface).alternatives
create_app_endpoint
@tasklite/mcp
unknownCreates an endpoint for an app with exposed columns and RLS.alternatives
get_app_spec
@tasklite/mcp
unknownGets the specification of an app.alternatives
get_frontend_prompt
@tasklite/mcp
unknownGenerates a frontend prompt for an app.alternatives
ask_codepeel
@codepeelai/codepeel
unknownAsk a code or architecture question.alternatives
fix_code
@codepeelai/codepeel
unknownGenerates a suggested fix for a finding.alternatives
review_code
@codepeelai/codepeel
unknownReviews a unified git diff for bugs, security issues, and code-quality problems.alternatives
list_udfs
iflow-mcp_tg-mcp
unknownFetch installed user-defined functions.alternatives
inspo_add_component
brunovareliuu/inspo
unknownAdd a custom live component to the Labalternatives
wp_run
wp-mcp-router
unknownExecute an ability on one site (guarded).alternatives
wp_run_across
wp-mcp-router
unknownExecute the same ability on many sites in parallel.alternatives
list_projects
mcp-gitlab-server
unknownList GitLab projects accessible to the authenticated user (supports filtering by owned/starred and pagination)alternatives
list_groups
mcp-gitlab-server
unknownList GitLab groups accessible to the authenticated useralternatives
list_group_projects
mcp-gitlab-server
unknownList all projects within a specific GitLab groupalternatives
get_user_info
mcp-gitlab-server
unknownGet information about the authenticated useralternatives
read_repository_code
mcp-gitlab-server
unknownRead the complete code structure and content of a repository with filtering optionsalternatives
get_repository_details
mcp-gitlab-server
unknownGet detailed information about a specific repositoryalternatives
read_repository_file
mcp-gitlab-server
unknownRead the content of a specific file from a repositoryalternatives
list_merge_requests
mcp-gitlab-server
unknownList merge requests for a repository with filtering by state, ordering, and paginationalternatives
git_directory_structure
mcp-git-tools
unknownGet the directory structure of a Git repositoryalternatives
git_read_important_files
mcp-git-tools
unknownRead important files from a Git repositoryalternatives
git_commit_history
mcp-git-tools
unknownGet the commit history of a Git repositoryalternatives
list_issues
umehabibaa/github-mcp-server
unknownList open/closed/all issues in a repoalternatives
get_issue
umehabibaa/github-mcp-server
unknownFull details + full body of one issuealternatives
create_issue
umehabibaa/github-mcp-server
unknownCreate a new issuealternatives
flow_run
cocaxcode/api-testing-mcp
unknownExecute a multi-step flow with variable extraction between stepsalternatives
inspect_last_response
cocaxcode/api-testing-mcp
unknownRetrieve the full response for a previous compressed request using its call_idalternatives
load_test
cocaxcode/api-testing-mcp
unknownRun a load test with concurrent requests and get percentile metricsalternatives
diff_response
cocaxcode/api-testing-mcp
unknownCompare responses from the same endpoint across different environmentsalternatives
bulk_run
cocaxcode/api-testing-mcp
unknownRun multiple saved tests in a collectionalternatives
collection_create
cocaxcode/api-testing-mcp
unknownCreate a new collection for organizing testsalternatives
collection_list
cocaxcode/api-testing-mcp
unknownList all saved collectionsalternatives
assert
cocaxcode/api-testing-mcp
unknownSend an HTTP request and run assertions on the responsealternatives
collection_export_postman
cocaxcode/api-testing-mcp
unknownExport a collection to Postman formatalternatives
collection_import_postman
cocaxcode/api-testing-mcp
unknownImport a collection from Postman formatalternatives
export_curl
cocaxcode/api-testing-mcp
unknownExport a request as a cURL commandalternatives
environment_create
cocaxcode/api-testing-mcp
unknownCreate a new environment with variablesalternatives
environment_list
cocaxcode/api-testing-mcp
unknownList all environmentsalternatives
environment_switch
cocaxcode/api-testing-mcp
unknownSwitch the active environment for the sessionalternatives
environment_set_default
cocaxcode/api-testing-mcp
unknownSet an environment as the defaultalternatives
openapi_import
cocaxcode/api-testing-mcp
unknownImport an OpenAPI/Swagger spec from a URL or file pathalternatives
openapi_list_endpoints
cocaxcode/api-testing-mcp
unknownList all endpoints from an imported OpenAPI specalternatives
validate_skills
Alpha-Oi/next-skill-router
unknownLint SKILL.md files for correctnessalternatives
resolve_import
io.github.IgniteUI/mcp-server
unknownReturn ready-to-paste import statements for up to 50 symbols.alternatives
wikipathways_execute
QuentinCody/wikipathways-mcp-server
unknownCode Mode: write JavaScript in a V8 isolate (api.get() / api.post() / searchSpec()) instead of issuing tool calls one by onealternatives
review_latest_submission
YashDalal11/Leetcode-MCP-Server
unknownReviews the user's latest LeetCode submission.alternatives
mutate_graphql
michael-elliott-co-uk/hardcover-mcp
unknownExecute a mutation GraphQL query of your own.alternatives
github_get_repo
octocode
unknownGet repository metadata from GitHub.alternatives
github_get_file
octocode
unknownGet a file's content from a GitHub repository.alternatives
github_list_directory
octocode
unknownList directory contents in a GitHub repository.alternatives
lsp_references
octocode
unknownFind references to a symbol using LSP.alternatives
localSearch
octocode
unknownSearch local code using ripgrep and AST queriesalternatives
localRead
octocode
unknownRead specific files or code regions from local workspacealternatives
lspReferences
octocode
unknownFind all references to a symbol using LSPalternatives
localSearchCode
octocode
unknownSearch local code with ripgrep and AST search.alternatives
github_get_pull_request
octocode
unknownGet details of a GitHub pull request.alternatives
github_list_pull_requests
octocode
unknownList pull requests for a GitHub repository.alternatives
lsp_definition
octocode
unknownGo to definition of a symbol using LSP.alternatives
lsp_hover
octocode
unknownGet hover information for a symbol using LSP.alternatives
search
octocode
unknownSearch code using ripgrep or AST patterns across local workspace or GitHub repos.alternatives
ast
octocode
unknownGet AST for a file or code snippet.alternatives
lsp
octocode
unknownQuery LSP for definitions, references, hover, etc.alternatives
github_read
octocode
unknownRead a file from a GitHub repo without cloning.alternatives
github_tree
octocode
unknownGet directory tree of a GitHub repo.alternatives
github_pr
octocode
unknownGet details of a pull request.alternatives
npm_read
octocode
unknownRead a file from an npm package.alternatives
npm_tree
octocode
unknownGet directory tree of an npm package.alternatives
localTree
octocode
unknownGet directory tree structure of local workspacealternatives
githubRead
octocode
unknownRead files from GitHub repositoriesalternatives
lspDefinition
octocode
unknownGo to definition of a symbol using LSPalternatives
githubTree
octocode
unknownGet directory tree from GitHub repositoryalternatives
execute_tutorial_steps
io.github.u2n4/video-url-analyzer-mcp
unknownValidate and review extracted steps safely; executes only with confirmation.alternatives
list_obfuscators
iflow-mcp_yenn503-boaz-mcp
unknownList all available LLVM obfuscatorsalternatives
update_objects
@dchoueiry/slate-mcp
unknownEdit text, colors, positions, wrapped text width, and Reveal Mode metadataalternatives
bgee_execute
QuentinCody/bgee-mcp-server
unknownRun JavaScript in a V8 isolate with SPARQL query helpers and common ontology prefixes.alternatives
update_test
madhawar/xray-cloud-mcp
unknownChange a Test's type and/or append stepsalternatives
find_todos
AlanRasch/MCP-server-for-your-tools
unknownLists TODO, FIXME, HACK and XXX commentsalternatives
git_status
AlanRasch/MCP-server-for-your-tools
unknownShows changed, staged and untracked filesalternatives
git_log
AlanRasch/MCP-server-for-your-tools
unknownShows recent commitsalternatives
git_diff
AlanRasch/MCP-server-for-your-tools
unknownShows uncommitted changes, optionally for one file or only staged changesalternatives
run_tests
AlanRasch/MCP-server-for-your-tools
unknownRuns pytest, or npm test when there is a package.jsonalternatives
code_mode
QuentinCody/phewas-mcp-server
unknownExposes Genebass gene-level PheWAS via Code Mode at /genebass/api/phewas/{ensembl_gene_id}.alternatives
build_callgraph
iflow-mcp_zacarx-javasinktracer_mcp
unknown构建项目调用关系图alternatives
extract_method_code
iflow-mcp_zacarx-javasinktracer_mcp
unknown提取指定方法源代码alternatives
get_tool_source
cli-to-mcp
unknownView tool source (yaml/template/help)alternatives
opencode_ask
opencode-mcp
unknownAsk a quick question or follow-up to OpenCodealternatives
opencode_run
opencode-mcp
unknownStart work and wait for completion synchronouslyalternatives
opencode_job_input
opencode-mcp
unknownProvide input required by a job (e.g., answers to questions, permissions)alternatives
opencode_provider_models
opencode-mcp
unknownList available models for a provideralternatives
opencode_job_get
opencode-mcp
unknownGet details of a specific jobalternatives
opencode_job_cancel
opencode-mcp
unknownCancel a recorded jobalternatives
opencode_project_init
opencode-mcp
unknownCreate or open a project directory on the MCP hostalternatives
opencode_job_list
opencode-mcp
unknownList recorded jobsalternatives
execute_command
splice-cad/@splice-cad/mcp
unknownSingle command (live canvas update)alternatives
execute_commands
splice-cad/@splice-cad/mcp
unknownBatch (atomic, single undo)alternatives
audit_component
Pedro21062014/ui-polish-mcp
unknownAnalisa código JSX/TSX e detecta padrões que fazem o componente parecer gerado por IA. Retorna score de 0-100, grade (A-F), lista de issues alternatives
search_code
@mhalder/qdrant-mcp-server
unknownSearch indexed codebase using natural language queriesalternatives
reindex_changes
@mhalder/qdrant-mcp-server
unknownIncrementally re-index only changed files (detects added/modified/deleted)alternatives
get_index_status
@mhalder/qdrant-mcp-server
unknownGet indexing status and statistics for a codebasealternatives
clear_index
@mhalder/qdrant-mcp-server
unknownDelete all indexed data for a codebasealternatives
search_git_history
@mhalder/qdrant-mcp-server
unknownSearch indexed git history using natural language queriesalternatives
index_new_commits
@mhalder/qdrant-mcp-server
unknownIncrementally index only new commits since last indexingalternatives
get_git_index_status
@mhalder/qdrant-mcp-server
unknownGet indexing status and statistics for a git history indexalternatives
index_codebase
@mhalder/qdrant-mcp-server
unknownIndex a codebase for semantic code search with AST-aware chunkingalternatives
index_git_history
@mhalder/qdrant-mcp-server
unknownIndex git commit history for semantic search over past changes and fixesalternatives
scan_html
seoonpage/seo-mcp-server
unknownScan non-live HTML (local build, template, draft).alternatives
spawn
iflow-mcp_zhizhuodemao-frida-mcp
unknownStart an Android application with optional script injection.alternatives
attach
iflow-mcp_zhizhuodemao-frida-mcp
unknownAttach to a running process with optional script injection.alternatives
run_tests
aliboIly/Tripwire
unknownRun all headless tests in the place.alternatives
run_test_file
aliboIly/Tripwire
unknownRun a specific test file headlessly.alternatives
run_luau
aliboIly/Tripwire
unknownExecute Luau code headlessly in a Roblox place via Open Cloud.alternatives
depot_set_ci_variable
akshayjain3450/depot-mcp
unknownSets a CI variable.alternatives
repo_dependencies
palrajjp/agentRamen
unknownList dependencies of a file.alternatives
repo_tests
palrajjp/agentRamen
unknownFind test files related to a given file.alternatives
repo_search
palrajjp/agentRamen
unknownSearch the repository index for files matching a query.alternatives
repo_explain
palrajjp/agentRamen
unknownExplain the purpose and structure of a file.alternatives
repo_impact
palrajjp/agentRamen
unknownAnalyze the impact of changes to a file.alternatives
repo_changes
palrajjp/agentRamen
unknownList recent changes in the repository.alternatives
repo_architecture
palrajjp/agentRamen
unknownMap the repository's architecture and structure.alternatives
repo_hotspots
palrajjp/agentRamen
unknownIdentify hotspots (frequently changed files) in the repository.alternatives
repo_graph
palrajjp/agentRamen
unknownExport the repository dependency graph.alternatives
run_script
pcmdagonger/FDTD Lumerical MCP
unknownExecute a Lumerical script (.lsf) file from the workspace.alternatives
WaitForBreakpoint
io.github.rison1337/x64dbg-mcp
unknownWaits for a breakpoint to be hitalternatives
RegisterGet
io.github.rison1337/x64dbg-mcp
unknownReads the value of a CPU registeralternatives
RegisterSet
io.github.rison1337/x64dbg-mcp
unknownSets the value of a CPU registeralternatives
MemoryRead
io.github.rison1337/x64dbg-mcp
unknownReads memory at a given addressalternatives
MemoryWrite
io.github.rison1337/x64dbg-mcp
unknownWrites data to memory at a given addressalternatives
DebugSetBreakpoint
io.github.rison1337/x64dbg-mcp
unknownSets a software breakpoint at a given addressalternatives
SetHardwareBreakpoint
io.github.rison1337/x64dbg-mcp
unknownSets a hardware breakpointalternatives
RunNativeTrace
io.github.rison1337/x64dbg-mcp
unknownStarts a native instruction tracealternatives
GetNativeTrace
io.github.rison1337/x64dbg-mcp
unknownRetrieves the native instruction trace resultsalternatives
StartApiTrace
io.github.rison1337/x64dbg-mcp
unknownStarts tracing API callsalternatives
StartHeapTrace
io.github.rison1337/x64dbg-mcp
unknownStarts tracing heap operationsalternatives
GetBasicBlockCoverage
io.github.rison1337/x64dbg-mcp
unknownGets basic block coverage informationalternatives
WaitForBreakpointCapture
io.github.rison1337/x64dbg-mcp
unknownWaits for a breakpoint and captures contextalternatives
SearchStrings
io.github.rison1337/x64dbg-mcp
unknownSearches for strings in the debuggeealternatives
ScanMemoryStrings
io.github.rison1337/x64dbg-mcp
unknownScans memory for stringsalternatives
PatternFindMem
io.github.rison1337/x64dbg-mcp
unknownFinds a byte pattern in memoryalternatives
FindOEP
io.github.rison1337/x64dbg-mcp
unknownFinds the original entry pointalternatives
RunUntilOEP
io.github.rison1337/x64dbg-mcp
unknownRuns execution until the original entry pointalternatives
FindIATCandidates
io.github.rison1337/x64dbg-mcp
unknownFinds import address table candidatesalternatives
InspectRuntimeIAT
io.github.rison1337/x64dbg-mcp
unknownInspects the runtime import address tablealternatives
ValidateDump
io.github.rison1337/x64dbg-mcp
unknownValidates a dumped PE filealternatives
ExportPatchedFile
io.github.rison1337/x64dbg-mcp
unknownExports a patched filealternatives
ImportStaticAnnotations
io.github.rison1337/x64dbg-mcp
unknownImports static annotations from IDAalternatives
ResolveModuleRva
io.github.rison1337/x64dbg-mcp
unknownResolves a module RVA to an addressalternatives
LaunchFileUnderDebugger
io.github.rison1337/x64dbg-mcp
unknownLaunches a file under the debugger with full controlalternatives
FixDumpImports
io.github.rison1337/x64dbg-mcp
unknownFixes imports in a dumped PEalternatives
list_workspaces
@infracodebase/mcp
unknownList the projects in an enterprise, and see which repo each one is linked to.alternatives
trigger_compliance_evaluation
@infracodebase/mcp
unknownStart a compliance run on the code you have already pushed to the linked branch.alternatives

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.