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
generate_code
Helistana/mcp-stm32cubeide-server
unknown从 .ioc 文件生成 STM32 初始化代码(调用 CubeMX CLI)alternatives
github_list_pull_requests
florianfendt/Spidergate MCP
unknownLists pull requests from a GitHub repository.alternatives
analyze_files
io.github.sshahzaiib/agy-bridge
unknownAnalyzes large files, logs, dumps, or generated code that would be too heavy for Claude's contextalternatives
deep_search
io.github.sshahzaiib/agy-bridge
unknownPerforms git log/diff/blame archaeology and repo-wide grepsalternatives
compare_api
Koodattu/wow-addon-api-mcp
unknownCompare one exact API between two retail patchesalternatives
diff_versions
Koodattu/wow-addon-api-mcp
unknownList added, removed, and structurally changed APIs, optionally by kind or namespacealternatives
issue_get
wellkilo/RepoPilot
unknownFetch a GitHub issuealternatives
pr_create
wellkilo/RepoPilot
unknownCreate a pull requestalternatives
checks_get
wellkilo/RepoPilot
unknownGet GitHub check runs for a commitalternatives
list_changes
ivanivanovcreatex-bit/Google Ads MCP Server
unknownLists the local change log, with IDs for undo.alternatives
undo_change
ivanivanovcreatex-bit/Google Ads MCP Server
unknownReverts a change from its snapshot.alternatives
inspect_ui
Channel-Carl/mimo-vision
unknownPerform UI engineering analysis with 13 structured results (Layout, size ratios, Grid, Spacing, Typography, Colors, border/radius/shadow, coalternatives
get_script
rmterenzi/qseow-mcp
unknownRead an app's load scriptalternatives
set_script
rmterenzi/qseow-mcp
unknownReplace an app's load scriptalternatives
check_script
rmterenzi/qseow-mcp
unknownSyntax-check without reloadingalternatives
validate_code
io.github.AKR1166/rules-mcp
unknownValidates code against governance rules.alternatives
review_diff
io.github.AKR1166/rules-mcp
unknownReviews a diff for rule violations.alternatives
score_output
io.github.AKR1166/rules-mcp
unknownScores output against governance criteria.alternatives
explain_violation
io.github.AKR1166/rules-mcp
unknownExplains a rule violation.alternatives
generate_artifacts
io.github.AKR1166/rules-mcp
unknownGenerates governance artifacts.alternatives
detect_project_versions
Orel-Toledano/mcp-server-dev-docs
unknownReads package.json from the current working directory and returns a JSON summary of dependencies and devDependencies with their declared veralternatives
export_to_pydantic_models
io.github.neo4j-contrib/mcp-neo4j-data-modeling
unknownExport a data model to Pydantic modelsalternatives
validate_node
io.github.neo4j-contrib/mcp-neo4j-data-modeling
unknownValidate a single node structurealternatives
analyze_imports
io.github.neogeweb3/code-health-suite
unknownImport dependency graph, circular depsalternatives
find_clones
io.github.neogeweb3/code-health-suite
unknownType-1/2/3 code clone detectionalternatives
analyze_test_quality
io.github.neogeweb3/code-health-suite
unknownTest suite metrics, anti-patternsalternatives
full_health_check
io.github.neogeweb3/code-health-suite
unknownCombined report with overall gradealternatives
get_hotspot_score
io.github.neogeweb3/code-health-suite
unknownProject churn-complexity scorealternatives
get_type_score
io.github.neogeweb3/code-health-suite
unknownType coverage score 0-100alternatives
audit_git_commits
io.github.neogeweb3/code-health-suite
unknownCommit quality audit (security + complexity)alternatives
analyze_complexity
io.github.neogeweb3/code-health-suite
unknownPer-function CC, cognitive complexity, nesting, gradesalternatives
find_dead_code
io.github.neogeweb3/code-health-suite
unknownUnused imports, functions, variables, argumentsalternatives
get_import_health
io.github.neogeweb3/code-health-suite
unknownImport architecture score 0-100alternatives
find_hotspots
io.github.neogeweb3/code-health-suite
unknownFiles with high git churn AND high complexityalternatives
analyze_change_impact
io.github.neogeweb3/code-health-suite
unknownBlast radius of file changesalternatives
get_coupling_score
io.github.neogeweb3/code-health-suite
unknownModule coupling metricsalternatives
analyze_types
io.github.neogeweb3/code-health-suite
unknownType annotation coveragealternatives
get_git_audit_score
io.github.neogeweb3/code-health-suite
unknownGit commit health scorealternatives
list_github_repository_files
Sidrahhh/Company Data MCP Server
unknownLists files in the configured GitHub repository.alternatives
read_github_repository_file
Sidrahhh/Company Data MCP Server
unknownReads a file from the GitHub repository.alternatives
search_github_repository
Sidrahhh/Company Data MCP Server
unknownSearches the GitHub repository for code or content.alternatives
repo_map
nduc99911/repo-context-mcp
unknownLightweight tree + manifests/entrypointsalternatives
search_code
nduc99911/repo-context-mcp
unknownFast substring search with path:line hitsalternatives
diff
sandeep231004/remotehands
unknownReview tracked and untracked workalternatives
recent_prs
riemannulus/knowledge-base
unknownGet recent pull requestsalternatives
search_code
riemannulus/knowledge-base
unknownSearch code repositoriesalternatives
opentrons_validate_protocol
koji/otie-mcp
unknownValidate Python protocol syntax and check compatibility with connected modules/pipettes.alternatives
spawn_init
wfbcargo/spawn-mcp
unknownInitializes the game project and provides guide and API docsalternatives
spawn_latest
wfbcargo/spawn-mcp
unknownPulls the latest head or published versionalternatives
spawn_validate
wfbcargo/spawn-mcp
unknownValidates the game projectalternatives
run_tests
pakkio/MCP Unity
unknownRuns tests using the Unity Test Runneralternatives
create_scene
pakkio/MCP Unity
unknownCreates a new scene and saves it to the specified pathalternatives
load_scene
pakkio/MCP Unity
unknownLoads a scene by path or name, with optional additive loadingalternatives
delete_scene
pakkio/MCP Unity
unknownDeletes a scene by path or name and removes it from Build Settingsalternatives
get_gameobject
pakkio/MCP Unity
unknownGets detailed information about a specific GameObject including all componentsalternatives
add_asset_to_scene
pakkio/MCP Unity
unknownAdds an asset from the AssetDatabase to the Unity scenealternatives
recompile_scripts
pakkio/MCP Unity
unknownRecompiles all scripts in the Unity projectalternatives
save_scene
pakkio/MCP Unity
unknownSaves the current active scene, with optional Save As to a new pathalternatives
get_scene_info
pakkio/MCP Unity
unknownGets information about the active scene including name, path, dirty state, and all loaded scenesalternatives
unload_scene
pakkio/MCP Unity
unknownUnloads a scene from the hierarchy (does not delete the scene asset)alternatives
duplicate_gameobject
pakkio/MCP Unity
unknownDuplicates a GameObject in the scene with optional renaming and reparentingalternatives
delete_gameobject
pakkio/MCP Unity
unknownDeletes a GameObject from the scenealternatives
reparent_gameobject
pakkio/MCP Unity
unknownChanges the parent of a GameObject in the hierarchyalternatives
create_prefab
pakkio/MCP Unity
unknownCreates a prefab with optional MonoBehaviour script and serialized field valuesalternatives
move_gameobject
pakkio/MCP Unity
unknownMoves a GameObject to a new position (local or world space)alternatives
rotate_gameobject
pakkio/MCP Unity
unknownRotates a GameObject to a new rotation (local or world space, Euler angles or quaternion)alternatives
hs_eval
vukvukovich/hammerspoon-mcp
unknownEvaluate arbitrary Lua. Requires HS_MCP_TOOLS=all.alternatives
run_python
harnios/Harnios MCP
unknownRun limited Python code without network/filesystem/env accessalternatives
repos
io.github.mrfentmen/bitbucket-mcp
unknownList repos for a workspace.alternatives
repo
io.github.mrfentmen/bitbucket-mcp
unknownGet a repo.alternatives
qa_run_api
shahinnr/qa-mcp
unknownGenerates and runs the API matrix. Mutating endpoints are skipped while policy.readOnly is on.alternatives
generate_preprocessing_pipeline
pranjalisr/dataset-pipeline-mcp
unknownGenerates a complete, runnable Python preprocessing script for a dataset.alternatives
find_symbol
zloybest/UnityIndexMCP
unknownC# declarations by namealternatives
get_file_outline
zloybest/UnityIndexMCP
unknownCompact type/member structurealternatives
read_snippet
zloybest/UnityIndexMCP
unknownBounded source range within configured rootsalternatives
find_references
zloybest/UnityIndexMCP
unknownC# references with Roslyn or lexical fallbackalternatives
find_implementations
zloybest/UnityIndexMCP
unknownImplementations and derived typesalternatives
get_related_files
zloybest/UnityIndexMCP
unknownRelated code, UXML, USS, and configuration filesalternatives
find_examples
zloybest/UnityIndexMCP
unknownSimilar patterns and implementationsalternatives
impact_analysis
zloybest/UnityIndexMCP
unknownLikely minimal file set for a described changealternatives
check_related_work
morluto/gitcontribute
unknownLook for duplicate reports, linked pull requests, closing relationships, and semantically overlapping work before investing in an implementaalternatives
prepare_draft
morluto/gitcontribute
unknownCreate a local issue, pull-request, or review draft tied to the research and validation evidence already collected.alternatives
validate_change
morluto/gitcontribute
unknownRecord a reproduction, test, benchmark, or other validation and compare the unmodified baseline with a candidate.alternatives
find_candidates
morluto/gitcontribute
unknownSearch a repository or rank its open issues by available evidence, scope, risks, blockers, and signs that maintainer coordination is needed.alternatives
research_issue
morluto/gitcontribute
unknownBuild a research brief from the issue, repository guidance, discussion, linked work, indexed code, and historical contributions.alternatives
scan_source
actions-marketplace-validations/mcp-deprecate
unknownScans a source path for deprecated or removed MCP protocol features and returns a migration checklist in the specified format (defaults to malternatives
check_spec_compat
actions-marketplace-validations/mcp-deprecate
unknownChecks a source path for compatibility with the 2026-07-28 MCP specification release candidate, returning a summary of errors and warnings.alternatives
list_rules
actions-marketplace-validations/mcp-deprecate
unknownLists all deprecation rules that the server can detect, including their severity and descriptions.alternatives
pwncat_run_module
Vip3r-MC/pwncat-mcp
unknownRun any pwncat module by namealternatives
pwncat_run
Vip3r-MC/pwncat-mcp
unknownExecute a command on the targetalternatives
validar_regex
encodi/regexcronsql-validator
unknownValidates a regular expression against a list of strings using native JS RegExp.alternatives
validar_cron
encodi/regexcronsql-validator
unknownCalculates the next real executions of a cron expression using cron-parser.alternatives
get_command_source
io.github.nirholas/claude-code-explorer-mcp
unknownRead a specific command's implementationalternatives
search_source
io.github.nirholas/claude-code-explorer-mcp
unknownRegex search across the entire source treealternatives
get_tool_source
io.github.nirholas/claude-code-explorer-mcp
unknownRead a specific tool's implementationalternatives
read_source_file
io.github.nirholas/claude-code-explorer-mcp
unknownRead any file from src/ by relative pathalternatives
validate
mbarbarydesign/Wellx Design System MCP
unknownValidate code against design system rulesalternatives
generate-install
io.github.nirholas/extract-llms-docs
unknownAI-generate install.md from GitHub or docs URLalternatives
ibm_granite_code
io.github.nirholas/ibm-x402-mcp
unknownCode generate, review, refactor, explain, test, document.alternatives
get_component_tree
RanjithKumarSeekolu/dejank
unknownReact component names via Fusebox DevToolsalternatives
delegate_review_diff
external-subagents-mcp
unknownPerform an initial review of known code or a supplied diffalternatives
vars
io.github.Algiras/debugium
unknownShow local variables (auto-resolves top frame)alternatives
step_in
io.github.Algiras/debugium
unknownStep into a function callalternatives
sessions
io.github.Algiras/debugium
unknownList active debug sessionsalternatives
threads
io.github.Algiras/debugium
unknownList threads in the current sessionalternatives
stack
io.github.Algiras/debugium
unknownShow call stack for the current threadalternatives
eval
io.github.Algiras/debugium
unknownEvaluate an expression in the current framealternatives
source
io.github.Algiras/debugium
unknownPrint full source file or windowed viewalternatives
context
io.github.Algiras/debugium
unknownFull snapshot: paused-at, stack, locals, source, breakpointsalternatives
bp_set
io.github.Algiras/debugium
unknownSet breakpoints at specified file:line locationsalternatives
bp_list
io.github.Algiras/debugium
unknownList all breakpointsalternatives
bp_clear
io.github.Algiras/debugium
unknownClear all breakpointsalternatives
continue
io.github.Algiras/debugium
unknownResume executionalternatives
step_over
io.github.Algiras/debugium
unknownStep over (next line)alternatives
step_out
io.github.Algiras/debugium
unknownStep out of current functionalternatives
get_fonts_css
jinero-online/Jinero MCP Server
unknownGenerate ready-to-use @font-face CSS for a family spec (Google-Fonts-compatible), e.g. "inter:wght@400,700" or a variable range "inter:wght@alternatives
validate
rbstxt/agent-shader
unknownValidate a Panzoid fragment shaderalternatives
build
rbstxt/agent-shader
unknownBuild a Panzoid Shader Object JSON from a shaderalternatives
github_issues
HarshMondal/AI Assistant Hub MCP Server
unknownFetch issues from a GitHub repository.alternatives
extract_strings
io.github.nolindnaidoo/string-le
unknownExtracts URLs from text content, returning each URL with its protocol and position (line and column).alternatives
scaffold_app
seungmanchoi/expo-app-scaffold-mcp
unknownScaffolds a new Expo + React Native app from the FSD template. Copies the template, updates app.json, package.json, eas.json, sets up i18n, alternatives
get_module_info
ifoodsci-ai/MFlowy
unknownGet parameter contract for a specific module via function signature introspectionalternatives
validate_modeling_steps
ifoodsci-ai/MFlowy
unknownPre-validate LLM-generated YAML DAG for module names and graph structure errorsalternatives
compare_code
io.github.notasandy/mcp-code-sanitizer
unknownCompares two versions, detects regressions, recommends merge/request_changesalternatives
generate_tests
io.github.notasandy/mcp-code-sanitizer
unknownGenerates pytest / jest / go test — happy path, edge cases, securityalternatives
explain_code
io.github.notasandy/mcp-code-sanitizer
unknownStep-by-step explanation for junior / middle / senior audiencealternatives
analyze_code
io.github.notasandy/mcp-code-sanitizer
unknownStrict review — bugs, security issues, score 0–100alternatives
check
io.github.noteflowai/dsh-skills-anywhere
unknownCheck a SKILL.md file for missing local links, resource issues, and frontmatter problemsalternatives
bundle
io.github.noteflowai/dsh-skills-anywhere
unknownGenerate a manifest of all files in a skill directory for auditalternatives
update_deps
io.github.novadyne-hq/vulnfeed
unknownUpdate snapshot after upgrading packagesalternatives
monitor_project
io.github.novadyne-hq/vulnfeed
unknownRegister for continuous monitoring (optional webhook_url for push alerts)alternatives
reject_branch
io.github.novyxlabs/novyx-mcp
unknownMerge or reject every open draft in a branchalternatives
update_manifestwork
io.github.ocm-mcp-server/ocm-mcp-server
unknownUpdate an existing ManifestWork. Requires human approval token.alternatives
create_manifestwork
io.github.ocm-mcp-server/ocm-mcp-server
unknownCreate a new ManifestWork on a managed cluster. Requires human approval token.alternatives
lint
io.github.ofershap/ai-context-kit
unknownLint rules for conflicts, duplicates, and issuesalternatives
base64_encode
io.github.ofershap/devutils
unknownEncode a string to Base64alternatives
get_object
io.github.ofershap/s3
unknownDownload and read an object's content as text.alternatives
gist_list
io.github.ofershap/github-gist
unknownList your gists (paginated)alternatives
gist_delete
io.github.ofershap/github-gist
unknownDelete a gistalternatives
gist_starred
io.github.ofershap/github-gist
unknownList your starred gistsalternatives
gist_star
io.github.ofershap/github-gist
unknownStar a gistalternatives
gist_unstar
io.github.ofershap/github-gist
unknownUnstar a gistalternatives
package_info
io.github.ofershap/npm-plus
unknownGet detailed info: description, license, repo, dependenciesalternatives
dependency_tree
io.github.ofershap/npm-plus
unknownShow direct dependencies as a treealternatives
npm_deps
io.github.ofershap/npm-search
unknownList all dependencies of a packagealternatives
condense_source
rafim-dev/mcp-context-condenser
unknownGenerates type-safe AST code skeletons preserving imports, interfaces, types, and method signatures while condensing function bodies.alternatives
extract_symbol
rafim-dev/mcp-context-condenser
unknownSurgically extracts only the requested class, interface, or function with relevant file-level imports.alternatives
compress_log
rafim-dev/mcp-context-condenser
unknownStrips noisy terminal passes and boilerplate, pinpointing failing assertions, compiler errors, and app stack frames.alternatives
token_budget
rafim-dev/mcp-context-condenser
unknownCalculates token weight (~3.8 chars/token) and provides context-window safety warnings before ingesting huge files.alternatives
math
codeprimate/Math MCP Server
unknownExecute a math tool by name with its arguments.alternatives
generate-page-objects
io.github.oguzc/playwright-wizard-mcp
unknownGenerate type-safe page object models with optimal selectorsalternatives
implement-test-suite
io.github.oguzc/playwright-wizard-mcp
unknownImplement & verify complete test suite with quality checks and performance optimizationalternatives
add-api-testing
io.github.oguzc/playwright-wizard-mcp
unknownAdd API testing capabilitiesalternatives
advanced-optimization
io.github.oguzc/playwright-wizard-mcp
unknownDeep dive into auth state reuse, performance tuning, and advanced patternsalternatives
viberaven_validate_npm_package
io.github.ohad6k/viberaven
unknownValidate npm package.alternatives
edit_code
io.github.oraios/serena
unknownApply a code edit at a specified location using semantic understanding.alternatives
get_code_context
io.github.oraios/serena
unknownRetrieve code context around a given location (e.g., function body, class).alternatives
get_code_at_location
io.github.oraios/serena
unknownGet the code at a specific location (file, line, column).alternatives
find_references
io.github.oraios/serena
unknownFind all references to a symbol across the codebase.alternatives
get_symbol_definition
io.github.oraios/serena
unknownRetrieve the definition of a symbol (function, class, variable, etc.).alternatives
rename_symbol
io.github.oraios/serena
unknownRename a symbol across the entire codebase.alternatives
move_symbol
io.github.oraios/serena
unknownMove a symbol to a different file or module.alternatives
package_info
io.github.orhanbalci/droidprobe
unknownGet detailed info about a specific packagealternatives
list_packages
io.github.orhanbalci/droidprobe
unknownList installed packages with optional filteralternatives
references
io.github.ormastes/simple-lsp-mcp-server
unknownFind all references to a symbol at a given positionalternatives
symbols
io.github.ormastes/simple-lsp-mcp-server
unknownList all symbols in a documentalternatives
hover
io.github.ormastes/simple-lsp-mcp-server
unknownGet hover information for a symbol at a given positionalternatives
definition
io.github.ormastes/simple-lsp-mcp-server
unknownGo to definition for a symbol at a given positionalternatives
diagnostics
io.github.ormastes/simple-lsp-mcp-server
unknownGet diagnostics for a documentalternatives
scan_endpoints
@hassanjamal/api-mcp
unknownScan a project and list every endpoint found. Writes discovery-report.md + endpoints.json.alternatives
detect_openapi
@hassanjamal/api-mcp
unknownReport any existing Swagger/OpenAPI spec in the project.alternatives
generate_openapi
@hassanjamal/api-mcp
unknownBuild an OpenAPI 3.0 spec from the code (JSON or YAML). Reuses an existing spec unless told otherwise.alternatives
generate_tests
@hassanjamal/api-mcp
unknownProduce happy-path / edge / negative / security test cases. Writes tests.json.alternatives
run_tests
@hassanjamal/api-mcp
unknownExecute the tests against your live server and save responses + a report.alternatives
full_audit
@hassanjamal/api-mcp
unknownOne call that runs the entire pipeline end-to-end.alternatives
detect_base_url
@hassanjamal/api-mcp
unknownAuto-detect the API base URL from .env / axios / Dart config (web + mobile).alternatives
arden-admin-code-search
Naveen-warden/arden-codebase
unknownSearch the arden-admin codebase for relevant code chunks using semantic search.alternatives
arden-server-resolve-api-endpoint
Naveen-warden/arden-codebase
unknownResolve an API endpoint from the arden-server route manifest.alternatives
arden-server-code-search
Naveen-warden/arden-codebase
unknownSearch the arden-server codebase for relevant code chunks using semantic search.alternatives
list_snippets
io.github.pdfmonkey/pdfmonkey-mcp
unknownList all Liquid code snippetsalternatives
get_snippet
io.github.pdfmonkey/pdfmonkey-mcp
unknownGet snippet codealternatives
colab_execute
io.github.pdwi2020/mcp-server-colab-exec
unknownExecute inline Python code on a Colab GPU runtime.alternatives
colab_execute_file
io.github.pdwi2020/mcp-server-colab-exec
unknownExecute a local .py file on a Colab GPU runtime.alternatives
colab_execute_notebook
io.github.pdwi2020/mcp-server-colab-exec
unknownExecute code and collect all generated artifacts (images, CSVs, models, etc.).alternatives
ark_place
io.github.pedroknigge/arkgate
unknownDetermines the correct layer, path, and naming for a new artifact and optionally scaffolds it.alternatives
ark_manifest
io.github.pedroknigge/arkgate
unknownReturns the current architecture contract and coverage report in a machine-readable format.alternatives
review
io.github.pedroofrancaa/skimless
unknownGera a ordem de leitura e achados de um diff de pull request.alternatives
scan
io.github.pencilrebel/roast-my-design-system
unknownScans the repository and returns the design system health score, per-package scores, and findings with file paths.alternatives
get_canonical_component
io.github.pencilrebel/roast-my-design-system
unknownReturns the canonical component for a given component name, if it exists in the design system.alternatives
get_token_value
io.github.pencilrebel/roast-my-design-system
unknownReturns the design token value for a given token name.alternatives
check_changes
io.github.pencilrebel/roast-my-design-system
unknownChecks the working tree's changed files against the design system and returns findings.alternatives
review_changes
io.github.pencilrebel/roast-my-design-system
unknownReviews the user's changes against the design system and provides feedback.alternatives
extract_xaf_logic
io.github.peopleworks/xaf-logic-explainer
unknownExtracts the complete logic of an XAF application from source code, including entities, controllers, actions, business rules, navigation, Moalternatives
get_widget_methods
wow-addon-api-mcp
unknownShow direct and inherited widget methodsalternatives
lookup_api
wow-addon-api-mcp
unknownExact lookup across functions, methods, events, enums, structures, widgets, and systemsalternatives
get_api_history
wow-addon-api-mcp
unknownShow when an exact API appeared, disappeared, or changedalternatives
get_namespace
wow-addon-api-mcp
unknownList a namespace's functions, events, and typesalternatives
get_enum
wow-addon-api-mcp
unknownShow an enum and its valuesalternatives
get_event
wow-addon-api-mcp
unknownShow an event and its payloadalternatives
compare_api
wow-addon-api-mcp
unknownCompare one exact API between two retail patchesalternatives

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.