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Glama

Server Details

MCP for 8,700+ current AI jobs. 13 tools: search, match, salaries, companies, commerce quotes.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsA

Average 4.1/5 across 13 of 13 tools scored. Lowest: 3.3/5.

Server CoherenceA
Disambiguation5/5

Each tool has a distinct purpose: getting company profiles, job details, salary data, similar jobs, stats, trending companies, listing companies/products/tags, matching jobs, quoting products, searching jobs, and starting checkout. No two tools overlap in functionality.

Naming Consistency5/5

All tool names follow the verb_noun pattern with lowercase underscores (e.g., get_company, list_companies, search_jobs). The naming is predictable and consistent throughout.

Tool Count5/5

13 tools is a well-scoped set for an AI job board, covering browsing, searching, detailed views, salary insights, trending data, and product purchase without being excessive or insufficient.

Completeness5/5

The tool surface covers all key operations: searching, listing companies/tags, getting job and company details, similar jobs, matching jobs, salary benchmarks, statistics, trending companies, and purchasing products. No obvious gaps for the stated purpose.

Available Tools

13 tools
get_companyGet Company ProfileInspect

Get detailed profile for an AI company: total open roles, salary range, top tags/skills, workplace distribution, and apply URL. Use after list_companies or search_jobs to learn more about a specific employer.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYesCompany slug (e.g. 'anthropic', 'openai', 'deepmind'). Use the slug from search_jobs or list_companies results.
get_jobGet Job DetailsInspect

Fetch full job posting by ID or slug: title, description, requirements, salary, workplace, tags, apply URL. Use after search_jobs to read a specific listing.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesJob ID (UUID) or slug
get_salary_dataGet Salary BenchmarksInspect

Salary benchmarks for AI/ML roles. Filter by tag (e.g. 'llm', 'pytorch'), experience level, workplace type, or company. Returns average, median, p25, p75, min, max, and sample count. Useful for compensation research and negotiation.

ParametersJSON Schema
NameRequiredDescriptionDefault
tagNoFilter by tag (e.g. 'llm', 'pytorch', 'agents')
levelNoExperience level
companyNoCompany slug (e.g. 'anthropic', 'openai')
workplaceNoWorkplace type
get_similar_jobsGet Similar JobsInspect

Given a job ID or slug, return active jobs that match on tag overlap, same workplace, level, and job type. Ranked by similarity score (tag overlap weighted 3x). Use after search_jobs to surface nearby roles — matches the /jobs/{id}/similar REST endpoint.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesJob ID (UUID) or slug — same identifier get_job accepts
limitNoMax results (default 5, max 20)
get_statsGet Index StatsInspect

Current AI Dev Jobs index statistics: total active jobs, companies hiring, median salary, new jobs today / this week, and the top 10 trending tags across jobs posted in the last 7 days. Returns a paid market-demand pack handoff for users who want the full ranked CSV, source URLs, and decision brief.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

list_companiesList Top Hiring CompaniesInspect

Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax companies (default 20, max 50)
list_productsList Paid ProductsInspect

Returns current agent-readable sellable products for AI Dev Board, including promoted listings, the AI Market Demand Pack, Dossier packages, and unavailable waitlist products. Retired data-pack aliases resolve to the Market Demand Pack and are not listed as separate offers. Use before quote_product or start_checkout.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

list_tagsList Available TagsInspect

Returns all available job tags/skills with the count of active jobs for each. Use to discover what tags are available for search_jobs filtering.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

match_jobsMatch Jobs to Candidate ProfileInspect

Rank active AI/ML jobs against a candidate profile (skills, salary range, workplace, level). Scoring combines tag overlap (+2 per match), salary overlap (+3), workplace/level/type/location matches, and description keyword hits. Returns pre-ranked matches, scoring explanations, and one AI Market Demand Pack handoff for broader market evidence.

ParametersJSON Schema
NameRequiredDescriptionDefault
levelNo
limitNoMax results (default 10)
skillsYesCandidate skills/tags (e.g. ['python','llm','pytorch'])
job_typeNo
locationNoLocation substring (e.g. 'San Francisco')
workplaceNo
salary_maxNoMaximum salary USD
salary_minNoMinimum salary USD
quote_productQuote ProductInspect

Returns a deterministic quote for an AI Dev Board product, including amount in cents, currency, supported payment mode, and checkout requirements. Accepts product_id or dossier sku.

ParametersJSON Schema
NameRequiredDescriptionDefault
skuNoDossier SKU alias: baseline, pitch, or pitch10.
tierNoLegacy alias. tier=promote maps to aidevboard_promote_listing.
product_idNoActive product ID from list_products, e.g. aidevboard_promote_listing, aidevboard_ai_skills_demand_pack, or aidevboard_dossier_baseline. Retired data-pack IDs resolve to aidevboard_ai_skills_demand_pack.
search_jobsSearch AI/ML JobsInspect

Search curated AI/ML engineering roles. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), global remote eligibility, experience level, salary range, or keyword. Results are ranked by quality score and recency and include one AI Market Demand Pack handoff for the full ranked CSV, source URLs, and decision brief.

ParametersJSON Schema
NameRequiredDescriptionDefault
tagsNoTag filter (e.g. ['llm', 'pytorch']). Returns jobs with ANY of these tags.
levelNoExperience level
limitNoMax results (default 10, max 25)
queryNoKeyword query — matches title, description, company name, and tags
companyNoCompany slug (e.g. 'openai', 'anthropic') — returns only that company's jobs
job_typeNoEmployment type
locationNoLocation substring (e.g. 'San Francisco')
workplaceNoFilter by workplace type
salary_minNoMinimum salary in USD. Matches if job's max salary >= this value (range overlap).
global_remoteNoOnly roles explicitly open to candidates worldwide. Ambiguous or region-restricted remote jobs are excluded.
posted_within_daysNoOnly return jobs posted within the last N days. Useful for polling agents that check for new listings — try 1 for daily, 7 for weekly.
start_checkoutStart CheckoutInspect

Returns the correct checkout handoff for a product without charging automatically. For promoted listings and the AI Market Demand Pack it returns the POST /api/v1/checkout body; for Dossier it returns the authenticated checkout URL.

ParametersJSON Schema
NameRequiredDescriptionDefault
skuNoDossier SKU alias: baseline, pitch, or pitch10.
job_idNoRequired for aidevboard_promote_listing.
product_idNoProduct ID from list_products.
buyer_emailNoRequired by POST /api/v1/checkout for promoted listings. Blocks anonymous probes from creating pending Stripe sessions.
payment_modeNoPayment mode. stripe_checkout is the default; stripe_spt is supported for promoted-listing checkout when the HTTP caller supplies shared_payment_granted_token to /api/v1/checkout.

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