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imprintcv MCP server · D · ToolBench

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imprintcv

github.com/vmlgtm/imprintcv

AI resume verification engine & ATS document compiler

2026-07-28+STDIO6 tools

59/100

Definition Quality73

Protocol Readiness50

Supportability40

Spec posture

Inferred effective spec 2026-07-28+·current baseline 2026-07-28

Static source inference · medium confidence

Current-spec patterns detected

Summary

imprintcv defines 6 tools with reasonable naming (verb_noun pattern) and descriptions. All tools have input schemas with Zod validation. However, descriptions are inconsistent in depth, some are detailed (imprintcv_verify_draft, imprintcv_save_application) while others are terse (imprintcv_get_facts). Parameter descriptions are present but often lack constraint details (ranges, formats, examples). Output schemas are not explicitly documented in the tool definitions, responses are inferred from code. Error handling returns basic text messages without recovery guidance or error classification. No tool annotations (readOnlyHint, destructiveHint, idempotentHint) despite clear risk profiles (WRITE vs READ_ONLY). Composition is sound, tools are single-purpose and chainable, but some parameters are overloaded (e.g., imprintcv_verify_draft accepts both tailoredResume object and tailoredResumeJson string, requiring dual parsing logic).

Tools (6)

imprintcv_get_factsread onlysource verified65/100

Retrieve immutable structured facts with stable IDs and metrics from the Career Vault.

imprintcv_initwritesource verified77/100

Bootstrap Master Profile / Career Vault from legacy resume PDF, DOCX, or TXT file.

imprintcv_list_applicationsread onlysource verified67/100

List all saved application bundles with metadata and verification status.

imprintcv_save_applicationwritesource verified77/100

Save complete verified application bundle (PDF, JSON, RenderCV YAML, Diff MD, Verification Report, and optional Cover Letter) into applications/<job-slug>/ with page budgeting.

imprintcv_tailor_resumeread only50/100

Generate a tailored resume draft by analyzing job description compatibility and creating a strategic tailoring plan with reordered/rewritten bullets.

imprintcv_verify_draftread onlysource verified75/100

Deterministically verify a tailored resume draft against the Career Vault (Layer 1-3 checks). Returns PASS, PASS_WITH_WARNINGS, or FAIL with machine-readable repair actions.

Issues (5)

HIGHtool ↗

Output schemas not documented. Tool descriptions state what is returned (e.g., 'Returns PASS, PASS_WITH_WARNINGS, or FAIL') but the actual JSON structure is not formally specified. LLMs cannot reliably extract fields from undocumented responses.

imprintcv_verify_draftimprintcv_save_applicationimprintcv_tailor_resumeimprintcv_get_facts

MEDIUMtool ↗

Dual parameter patterns (object + JSON string) increase cognitive load and parsing complexity. imprintcv_verify_draft, imprintcv_save_application, and imprintcv_tailor_resume all accept both 'tailoredResume' (object) and 'tailoredResumeJson' (string), forcing the tool to handle JSON parsing and validation twice.

imprintcv_verify_draftimprintcv_save_applicationimprintcv_tailor_resume

HIGHrecovery-guide ↗

Error responses lack recovery guidance and error classification. Errors return plain text (e.g., 'Init Error: <message>') without indicating whether the error is retryable, user-fixable, or fatal. No actionable next steps provided to the LLM.

Recommendations

Document output schemas for all tools. For imprintcv_verify_draft, formally specify the structure of the verification report (status, errors, warnings, repair_actions). For imprintcv_save_application, document the bundle structure (pdf_path, json_path, yaml_path, diff_md_path, report_path).
Consolidate dual-parameter patterns. Accept only structured objects (tailoredResume, masterResume) and let the MCP SDK handle JSON serialization. Remove the _Json variants to reduce parsing complexity and ambiguity.
Enhance error responses with recovery guidance. Return structured errors: {status: 'error', code: 'VAULT_NOT_FOUND', message: '...', retryable: true, nextSteps: ['Call imprintcv_init() first', 'Verify vaultPath exists']}.
Add tool annotations. Mark imprintcv_init and imprintcv_save_application with destructiveHint: true. Mark read-only tools with readOnlyHint: true. Mark idempotent operations (imprintcv_get_facts, imprintcv_list_applications) with idempotentHint: true.
Expand parameter descriptions with constraints. For targetPages, state '1 or 2 pages'. For vaultPath, state 'Absolute or relative path; defaults to ~/career/'. For template, list all valid enum values inline in the description.

Score history

Overall score trend

First recorded score · v2 rubric

59/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	D	59	2026-07-28+	v2