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AI agent tool reliability // full index
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Tools get_callers io.github.devznsh/project-context-connector — Find all call sites of a given function or method.
get_repo_overview io.github.devznsh/project-context-connector — Get an orientation of the repository: stack, entry points, layer structure, hotspots, and existing docs.
find_dead_code io.github.devznsh/project-context-connector — Find unreferenced non-exported symbols, with warnings about static analysis limitations.
write_onboarding_guide io.github.devznsh/project-context-connector — Write the drafted onboarding guide to disk, only with explicit user approval.
get_layer_structure io.github.devznsh/project-context-connector — Describe the architectural layer structure of the project.
get_symbol_references io.github.devznsh/project-context-connector — Get all references to a symbol, with heuristic matches labelled as such.
get_file_info io.github.devznsh/project-context-connector — Get information about a specific file, including its role and complexity.
get_git_history io.github.devznsh/project-context-connector — Get git history for a file or directory, including commit subjects, authors, and timestamps.
discourse_create_category io.github.devzspy/discourse-mcp-extended — Create a new category.
discourse_update_topic io.github.devzspy/discourse-mcp-extended — Update an existing topic.
discourse_create_user io.github.devzspy/discourse-mcp-extended — Create a new user.
discourse_update_user io.github.devzspy/discourse-mcp-extended — Update an existing user.
discourse_upload_file io.github.devzspy/discourse-mcp-extended — Upload a file to Discourse.
discourse_save_draft io.github.devzspy/discourse-mcp-extended — Save a draft.
discourse_delete_draft io.github.devzspy/discourse-mcp-extended — Delete a draft.
discourse_perform_reviewable_action io.github.devzspy/discourse-mcp-extended — Approve, reject, or act on a review queue item.
discourse_list_reviewables io.github.devzspy/discourse-mcp-extended — List items in the review queue (pending/flagged posts) requiring moderation.
discourse_select_site io.github.devzspy/discourse-mcp-extended — Select a Discourse site to interact with.
discourse_create_post io.github.devzspy/discourse-mcp-extended — Create a new post in a topic.
discourse_create_topic io.github.devzspy/discourse-mcp-extended — Create a new topic.
get_account io.github.deyikong/sendgrid-mcp — Get account details.
get_version io.github.deyikong/sendgrid-mcp — Version ID.
update_version io.github.deyikong/sendgrid-mcp — Version data to update.
list_contacts io.github.deyikong/sendgrid-mcp — List contacts with optional filters.
get_contact io.github.deyikong/sendgrid-mcp — Contact ID.
update_contact io.github.deyikong/sendgrid-mcp — Contact data to update.
send_email io.github.deyikong/sendgrid-mcp — Send a transactional email via SendGrid with full personalization support.
create_contact io.github.deyikong/sendgrid-mcp — Create a new contact in SendGrid.
delete_contact io.github.deyikong/sendgrid-mcp — Contact ID.
search_contacts io.github.deyikong/sendgrid-mcp — Search criteria.
create_segment io.github.deyikong/sendgrid-mcp — Segment definition.
list_segments io.github.deyikong/sendgrid-mcp — List segments.
get_segment io.github.deyikong/sendgrid-mcp — Segment ID.
update_segment io.github.deyikong/sendgrid-mcp — Segment data to update.
delete_segment io.github.deyikong/sendgrid-mcp — Segment ID.
create_template io.github.deyikong/sendgrid-mcp — Template data.
list_templates io.github.deyikong/sendgrid-mcp — List templates.
get_template io.github.deyikong/sendgrid-mcp — Template ID.
update_template io.github.deyikong/sendgrid-mcp — Template data to update.
delete_template io.github.deyikong/sendgrid-mcp — Template ID.
create_version io.github.deyikong/sendgrid-mcp — Version data.
list_versions io.github.deyikong/sendgrid-mcp — Template ID.
delete_version io.github.deyikong/sendgrid-mcp — Version ID.
create_custom_field io.github.deyikong/sendgrid-mcp — Custom field data.
list_custom_fields io.github.deyikong/sendgrid-mcp — List custom fields.
get_custom_field io.github.deyikong/sendgrid-mcp — Custom field ID.
update_custom_field io.github.deyikong/sendgrid-mcp — Custom field data to update.
delete_custom_field io.github.deyikong/sendgrid-mcp — Custom field ID.
create_sender io.github.deyikong/sendgrid-mcp — Sender identity data.
list_senders io.github.deyikong/sendgrid-mcp — List sender identities.
get_sender io.github.deyikong/sendgrid-mcp — Sender ID.
update_sender io.github.deyikong/sendgrid-mcp — Sender data to update.
delete_sender io.github.deyikong/sendgrid-mcp — Sender ID.
resend_verification io.github.deyikong/sendgrid-mcp — Sender ID.
get_bounces io.github.deyikong/sendgrid-mcp — List bounces.
delete_bounce io.github.deyikong/sendgrid-mcp — Email address.
get_spam_reports io.github.deyikong/sendgrid-mcp — List spam reports.
delete_spam_report io.github.deyikong/sendgrid-mcp — Email address.
get_single_send io.github.deyikong/sendgrid-mcp — Single send ID.
list_single_sends io.github.deyikong/sendgrid-mcp — List single sends.
create_single_send io.github.deyikong/sendgrid-mcp — Single send data.
update_single_send io.github.deyikong/sendgrid-mcp — Single send data to update.
delete_single_send io.github.deyikong/sendgrid-mcp — Single send ID.
get_unsubscribes io.github.deyikong/sendgrid-mcp — List unsubscribes.
delete_unsubscribe io.github.deyikong/sendgrid-mcp — Email address.
get_global_unsubscribes io.github.deyikong/sendgrid-mcp — List global unsubscribes.
delete_global_unsubscribe io.github.deyikong/sendgrid-mcp — Email address.
get_stats io.github.deyikong/sendgrid-mcp — Get email statistics.
get_global_stats io.github.deyikong/sendgrid-mcp — Get global email statistics.
get_category_stats io.github.deyikong/sendgrid-mcp — Get category statistics.
get_subuser_stats io.github.deyikong/sendgrid-mcp — Get subuser statistics.
get_geo_stats io.github.deyikong/sendgrid-mcp — Get geographic statistics.
get_device_stats io.github.deyikong/sendgrid-mcp — Get device statistics.
get_client_stats io.github.deyikong/sendgrid-mcp — Get client statistics.
get_browser_stats io.github.deyikong/sendgrid-mcp — Get browser statistics.
get_mailbox_provider_stats io.github.deyikong/sendgrid-mcp — Get mailbox provider statistics.
get_automation io.github.deyikong/sendgrid-mcp — Automation ID.
list_automations io.github.deyikong/sendgrid-mcp — List automations.
create_automation io.github.deyikong/sendgrid-mcp — Automation data.
update_automation io.github.deyikong/sendgrid-mcp — Automation data to update.
delete_automation io.github.deyikong/sendgrid-mcp — Automation ID.
update_range Cairas/google-sheets-mcp — Writes values into an exact A1 range. This replaces values inside the specified range.
auth_status Cairas/google-sheets-mcp — Reports which Google authentication mode is configured without exposing secrets.
get_spreadsheet Cairas/google-sheets-mcp — Returns spreadsheet metadata. Use includeGridData=false unless cell-level grid data is required.
list_worksheets Cairas/google-sheets-mcp — Lists worksheet tabs and their grid sizes for a spreadsheet.
read_range Cairas/google-sheets-mcp — Reads values from a Google Sheets A1 range, for example Sheet1!A1:D20.
append_rows Cairas/google-sheets-mcp — Appends rows to a spreadsheet.
batch_update_values Cairas/google-sheets-mcp — Updates multiple ranges in a single request.
clear_range Cairas/google-sheets-mcp — Clears values from a range while preserving formatting.
lint_file zombat/S.C.R.U.B. — Ruff lint + autofix
hygiene_full zombat/S.C.R.U.B. — Full pipeline: lint, docstrings, types, comments
optimize_imports zombat/S.C.R.U.B. — Ruff removes unused, DSPy infers missing imports
generate_tests zombat/S.C.R.U.B. — pytest stubs: happy path, edge cases, parametrize
find_dead_code zombat/S.C.R.U.B. — Unreachable code, unused vars, redundant else, commented blocks
suggest_refactoring zombat/S.C.R.U.B. — Extract function candidates, rename suggestions
read_files zombat/S.C.R.U.B. — Batch-read multiple files in one call
generate_sbom zombat/S.C.R.U.B. — CycloneDX 1.5 / SPDX 2.3 from pip, pyproject, lock files
scan_vulnerabilities zombat/S.C.R.U.B. — Cross-reference PURLs against OSV.dev (PyPI, GHSA, NVD)
generate_docstrings zombat/S.C.R.U.B. — Google-style, all files/classes/methods/functions
annotate_types zombat/S.C.R.U.B. — All args + all returns, no exceptions
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