MCP Server
Autonomous Tool Factory
io.github.lorenestinfinite-maker/tool-factory
What this MCP does
Researches developer pain points, generates and publishes small tools, manages a tool registry, and monitors tool health.
Capabilities
Tools
20
tools
add-license-information-to-codebase
Automatically prepend license text to multiple codebase files to ensure legal compliance across your project. This tool takes a license string and a list of file paths/contents, returning the updated files with a properly formatted blank line separating the license from your original code. (reference price: $0.0000 per call)
Input schema
{'type': 'object', 'title': 'add_license_information_to_codebaseArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'add_license_information_to_codebaseDictOutput', 'additionalProperties': True}
add-subscriptions-tab-in-user-settings
Add a Subscriptions tab in user settings, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'add_subscriptions_tab_in_user_settingsArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'add_subscriptions_tab_in_user_settingsDictOutput', 'additionalProperties': True}
ai-generated-code-debugging-overhead
45% of developers report debugging AI-generated code is more time-consuming than debugging their own; 66% cite 'AI solutions that are almost right, but not quite' as their single biggest frustration (2025 SO Developer Survey). (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'ai_generated_code_debugging_overheadArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'ai_generated_code_debugging_overheadDictOutput', 'additionalProperties': True}
auto-handoff-when-context-utilization-exceeds-threshold
Auto-handoff when context utilization exceeds threshold, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'auto_handoff_when_context_utilization_exceeds_thresholdArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'auto_handoff_when_context_utilization_exceeds_thresholdDictOutput', 'additionalProperties': True}
automate-min-sdk-version-bump
Automate MIN_SDK_VERSION bump via release pipeline + AI-based SDK-breaking-change detection, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'automate_min_sdk_version_bumpArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'automate_min_sdk_version_bumpDictOutput', 'additionalProperties': True}
check_tool_health
Mode 3 ("The Manager"): deprecate (delete code + registry entry) any
published tool that has earned zero payments after the deprecation
window.
Input schema
{'type': 'object', 'title': 'check_tool_healthArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'check_tool_healthDictOutput', 'additionalProperties': True}
codebase-learning-friction
Learning a codebase generates disproportionate frustration relative to the time spent on it, per the 2025 SO Developer Survey -- largely attributed to inadequate documentation. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'codebase_learning_frictionArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'codebase_learning_frictionDictOutput', 'additionalProperties': True}
deployment-process-friction
Optimize your CI/CD workflows and identify automation opportunities. This tool analyzes deployment steps, manual tasks, and tool versions to provide actionable suggestions for consolidation, scripting, and resilience, estimating potential time savings for your deployment process. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'deployment_process_frictionArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'deployment_process_frictionDictOutput', 'additionalProperties': True}
develop_tools
Mode 2 ("The Brain"): generate, subprocess-smoke-test, and publish a
tool for every queued backlog item. Publishing writes to
data/tool_registry.json, which both the HTTP dispatcher and this MCP
server's dynamic tool registration read from.
Input schema
{'type': 'object', 'title': 'develop_toolsArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'develop_toolsDictOutput', 'additionalProperties': True}
documentation-creation-toil
Instantly transform Python source code into clean, structured Markdown documentation. This tool parses your code's Abstract Syntax Tree (AST) to automatically extract module docstrings, class definitions, methods, and function signatures into a readable format. (reference price: $0.0000 per call)
Input schema
{'type': 'object', 'title': 'documentation_creation_toilArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'documentation_creation_toilDictOutput', 'additionalProperties': True}
help-setting-up-an-instance
Request for assistance with setting up a new instance, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'help_setting_up_an_instanceArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'help_setting_up_an_instanceDictOutput', 'additionalProperties': True}
list_backlog
List every tracked pain point and its current backlog/mention status.
Input schema
{'type': 'object', 'title': 'list_backlogArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'list_backlogOutput', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}, 'title': 'Result'}}}
list_published_tools
List every published tool with its price and live ping/payment stats.
Input schema
{'type': 'object', 'title': 'list_published_toolsArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'list_published_toolsOutput', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}, 'title': 'Result'}}}
offline-session-sync
Ensure zero data loss for user sessions by caching events locally when offline. This tool manages a persistent JSON-based queue that records events and allows for seamless bulk synchronization once connectivity is restored. (reference price: $0.0000 per call)
Input schema
{'type': 'object', 'title': 'offline_session_syncArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'offline_session_syncDictOutput', 'additionalProperties': True}
persist-appearance-options-to-localstorage
Persist UI appearance options (nodes, edges, labels) to localStorage, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'persist_appearance_options_to_localstorageArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'persist_appearance_options_to_localstorageDictOutput', 'additionalProperties': True}
request-help-with-media-search
Request for help with media search, a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'request_help_with_media_searchArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'request_help_with_media_searchDictOutput', 'additionalProperties': True}
research_pain_points
Mode 1 ("The Eyes"): scan GitHub Issues, targeted Reddit subs, and the
public MCP registry for recurring pain points not already solved by an
existing tool; queue anything past the daily mention threshold for
development.
Input schema
{'type': 'object', 'title': 'research_pain_pointsArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'research_pain_pointsDictOutput', 'additionalProperties': True}
run_factory_cycle
Run the full LangGraph-orchestrated pipeline in one call:
research -> develop -> health_check. This is graph.py's only production
entry point -- it is not exposed over HTTP.
Input schema
{'type': 'object', 'title': 'run_factory_cycleArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'run_factory_cycleDictOutput', 'additionalProperties': True}
student-gamification-xp-levels-streak
Student gamification features (XP, Levels & Streaks), a repetitive task that could be automated with a tool. (reference price: $0.0100 per call)
Input schema
{'type': 'object', 'title': 'student_gamification_xp_levels_streakArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'student_gamification_xp_levels_streakDictOutput', 'additionalProperties': True}
support-ticket-system-friction
Automatically organize your support tickets by priority and status to streamline your workflow. This tool generates a status summary, sorts tickets by importance, and identifies high-priority open tickets that need an assignee. (reference price: $0.0000 per call)
Input schema
{'type': 'object', 'title': 'support_ticket_system_frictionArguments', 'properties': {'payload': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Payload', 'default': None}}}
Output schema
{'type': 'object', 'title': 'support_ticket_system_frictionDictOutput', 'additionalProperties': True}
History
Recent tool changes
Added
student-gamification-xp-levels-streak
Sept. 17, 2026, 12:43 p.m.
Added
auto-handoff-when-context-utilization-exceeds-threshold
Sept. 17, 2026, 12:43 p.m.
Added
add-subscriptions-tab-in-user-settings
Sept. 17, 2026, 12:43 p.m.
Added
request-help-with-media-search
Sept. 17, 2026, 12:43 p.m.
Added
automate-min-sdk-version-bump
Sept. 17, 2026, 12:43 p.m.
Added
codebase-learning-friction
Sept. 17, 2026, 12:43 p.m.
Added
help-setting-up-an-instance
Sept. 17, 2026, 12:43 p.m.
Added
add-license-information-to-codebase
Sept. 17, 2026, 12:43 p.m.
Added
persist-appearance-options-to-localstorage
Sept. 17, 2026, 12:43 p.m.
Added
ai-generated-code-debugging-overhead
Sept. 17, 2026, 12:43 p.m.
Added
deployment-process-friction
Sept. 17, 2026, 12:43 p.m.
Added
documentation-creation-toil
Sept. 17, 2026, 12:43 p.m.
Added
support-ticket-system-friction
Sept. 17, 2026, 12:43 p.m.
Added
offline-session-sync
Sept. 17, 2026, 12:43 p.m.
Added
list_published_tools
Sept. 17, 2026, 12:43 p.m.
Added
list_backlog
Sept. 17, 2026, 12:43 p.m.
Added
run_factory_cycle
Sept. 17, 2026, 12:43 p.m.
Added
check_tool_health
Sept. 17, 2026, 12:43 p.m.
Added
develop_tools
Sept. 17, 2026, 12:43 p.m.
Added
research_pain_points
Sept. 17, 2026, 12:43 p.m.
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