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CoverCraft AI by Ambuj Kumar Tripathi

by io.github.Ambuj123-lab
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Live Hugging Face model proofing, ATS resume scoring and career tools by Ambuj Kumar Tripathi

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2024-11-05
URL
Repository
Ambuj123-lab/career-workspace-ambujsystems
GitHub Stars
0
Server Listing
Ambuj Systems - Career Workspace

TDQS

Score is being calculated.

Available Tools

8 tools
ats_readiness
Read-onlyIdempotent
Inspect

Perform heuristic ATS compliance checks (keyword coverage, word count, metrics density, parseable formatting, contact info).

ParametersJSON Schema
NameRequiredDescriptionDefault
jd_textNoTarget job description text (optional for keyword matching)
letter_textYesGenerated cover letter text

Output Schema

ParametersJSON Schema
NameRequiredDescription
checksYesIndividual heuristic evaluation criteria
suggestionsYesSpecific formatting recommendations
readiness_levelYesATS Readiness Tier: HIGH, MEDIUM, LOW
readiness_scoreNoCalculated readiness percentage (0-100)
company_research
Read-onlyIdempotent
Inspect

Search web for verified company information, tech stack, and engineering culture using Tavily API and grounded synthesis.

ParametersJSON Schema
NameRequiredDescriptionDefault
focus_areasNoOptional focus areas like tech_stack, culture, recent_news
company_nameYesTarget company name (e.g. Stripe, Razorpay)

Output Schema

ParametersJSON Schema
NameRequiredDescription
companyYesTarget company name
sourcesYesVerified source citations with URLs and titles
summaryYesGrounded company summary with source citations
confidenceYesConfidence level: HIGH, MEDIUM, LOW
tech_stackNoVerified tech stack
recent_newsNoRecent developments
sources_countNoCount of verified sources evaluated
cover_letter_generator
Read-only
Inspect

Synthesize structured, evidence-grounded cover letter paragraphs with in-line citations and tone alignment.

ParametersJSON Schema
NameRequiredDescriptionDefault
roleYesTarget role title
toneNoTone style: professional, confident, technical, humble
companyYesTarget company name
candidate_nameYesCandidate name
matched_skillsYesVerified matched skills with evidence
approved_company_factsNoVerified company research facts

Output Schema

ParametersJSON Schema
NameRequiredDescription
greetingYesSalutation
paragraphsYesStructured body paragraphs
subject_lineYesRecommended email subject line
evidence_validator
Read-onlyIdempotent
Inspect

Validate factual resume claims against verified web source citations using deterministic Claim Ledger verification. Rejects unsupported claims.

ParametersJSON Schema
NameRequiredDescriptionDefault
claimsYesList of candidate claims
sourcesYesList of source citations with url and content

Output Schema

ParametersJSON Schema
NameRequiredDescription
summaryYesSummary counts of verified, partial, and unsupported claims
confidenceYesMathematical confidence score between 0.0 and 1.0
claim_ledgerYesDetailed ledger of verified, partial, and unsupported claims
audit_verdictYesAudit conclusion: ALL_CLAIMS_VERIFIED, PARTIAL_EVIDENCE_GAPS, or UNSUPPORTED_CLAIMS_DETECTED
github_proofer
Read-onlyIdempotent
Inspect

Inspect public GitHub repositories, code languages, commit activity, stars, and forks to fact-check candidate technical claims. Validates evidence-backed claims and flags uncorroborated technical claims.

ParametersJSON Schema
NameRequiredDescriptionDefault
technical_claimsNoList of technical claims to cross-reference against code repositories
candidate_github_or_resumeYesGitHub username, URL, or resume text containing GitHub link

Output Schema

ParametersJSON Schema
NameRequiredDescription
usernameYesInspected GitHub handle
profile_urlYesPublic GitHub profile URL
audit_verdictYesEVIDENCE_SUPPORTED, PARTIALLY_SUPPORTED, or UNSUPPORTED_CLAIMS_DETECTED
claim_verificationsYesPer-claim verification breakdown
verified_repositoriesNoVerified repositories matching skills
huggingface_proofer
Read-onlyIdempotent
Inspect

Inspect public Hugging Face assets (models, spaces, datasets, lifetime and rolling 30-day downloads) to verify GenAI, LoRA, GGUF, and LLM fine-tuning claims.

ParametersJSON Schema
NameRequiredDescriptionDefault
ai_technical_claimsNoAI/ML claims to verify
candidate_hf_or_resumeYesHugging Face username or resume text

Output Schema

ParametersJSON Schema
NameRequiredDescription
usernameYesInspected Hugging Face handle
profile_urlYesPublic Hugging Face profile URL
audit_verdictYesGenAI competency audit verdict
verified_modelsNoPublished models with weights and metrics
claim_verificationsNoPer-claim verification breakdown
total_models_publishedNoNumber of public models published
aggregate_downloads_all_timeYesLifetime downloads across all models
aggregate_downloads_last_30_daysNoRolling 30-day downloads
jd_analyzer
Read-onlyIdempotent
Inspect

Parse target Job Description and match required skills against candidate experience with evidence classification and gap detection.

ParametersJSON Schema
NameRequiredDescriptionDefault
jd_textYesJob description text
resume_textYesCandidate resume text

Output Schema

ParametersJSON Schema
NameRequiredDescription
chart_dataYesCategorical breakdown of strong, partial, transferable, and missing skills
role_titleYesIdentified target job title
overall_matchYesDeterministic overall match percentage (0-100)
required_skillsYesExtracted required skills with evidence match
source_filter
Read-onlyIdempotent
Inspect

Audit and categorize research source domains into authoritative tiers (Tier 1: Official/SEC, Tier 2: Reputable tech press, Tier 3: Aggregators) and discard promotional spam.

ParametersJSON Schema
NameRequiredDescriptionDefault
sourcesYesList of research sources with url and content
company_domainNoTarget company primary domain (e.g. stripe.com)

Output Schema

ParametersJSON Schema
NameRequiredDescription
audit_verdictYesSource quality verdict
filtered_sourcesYesCategorized source citations
tier_2_reputable_countNoCount of reputable secondary sources
tier_1_authoritative_countYesCount of official primary sources

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 8 tool updates
    • First observedats_readiness
    • First observedcompany_research
    • First observedcover_letter_generator
    • First observedevidence_validator
    • First observedgithub_proofer
    • First observedhuggingface_proofer
    • First observedjd_analyzer
    • First observedsource_filter

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