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Glama
kaidashova

Job Assistant MCP

by kaidashova

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
MCP_HOSTNoHTTP bind address inside the container. Default: 0.0.0.0 in Docker.0.0.0.0
MCP_PORTNoHTTP port inside the container. Default: 8000 in Docker.8000
MCP_TRANSPORTNoTransport mode: stdio or streamable-http. Default: streamable-http in docker-compose.yml.streamable-http
JOB_ASSISTANT_DBNoSQLite file. Default: /data/jobs.db in Docker./data/jobs.db
JOB_ASSISTANT_HTTP_TIMEOUTNoSeconds before a job-board request times out. Default: 20.20

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}

Tools

Functions exposed to the LLM to take actions

NameDescription
search_jobsA

Search live job boards concurrently. If a profile is stored, each result carries a 0-100 fit score and results are sorted best-first; otherwise newest-first.

get_jobA

Full details (description, tags, application status) of a job from search results.

match_job_to_profileB

Compare a posting with the stored profile: score, matched/missing skills, seniority fit and which of your projects are most relevant to mention.

save_jobB

Add a job to your application tracker with status 'saved'.

update_statusB

Move a job through the pipeline; every change is kept in its history.

list_applicationsB

Your tracked jobs (optionally filtered by status) plus counts per pipeline stage.

set_profileB

Create/update your profile. Only the fields you pass are changed.

get_profileA

Return the stored profile (empty if none has been set yet).

Prompts

Interactive templates invoked by user choice

NameDescription
find_best_jobsFind fresh remote jobs and recommend the best fits.
prepare_applicationDraft a tailored cover letter and talking points for a saved job.

Resources

Contextual data attached and managed by the client

NameDescription
pipelineApplication tracker snapshot.
profile_resourceThe stored candidate profile.

TDQS

A3.7/5.0

Scored across 8 tools

Disambiguation5/5

Each tool targets a distinct resource and action: profile (get/set), jobs (search/get/save/match), and applications (update_status/list_applications). The fit-scoring overlap between search_jobs and match_job_to_profile is intentional and clearly separated by scope. An agent can reliably pick the right tool for any task.

Naming Consistency5/5

All tools use a consistent snake_case verb_noun pattern (get_profile, search_jobs, save_job, list_applications, set_profile, update_status). Naming is predictable and self-describing throughout.

Tool Count5/5

8 tools is well-scoped for a job-assistant domain covering profile management, job discovery, matching, and application tracking. No redundant or filler tools; each earns its place.

Completeness4/5

Covers the core lifecycle: profile get/set, job search/get/match/save, and application tracking with status updates and counts. Minor gaps exist (no way to remove/unsave a job or delete a profile), but agents can work around them.

Maintenance

ActivityMaintained
ResponsivenessNo issues