Parlel
Description
Search people, companies and open roles on Parlel, an open professional network.
What our measurements say
Parlel is a remote MCP server published at api.parlel.com. It has been probed 7 times since 9/12/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 454 ms, placing it among the faster endpoints. It offers a narrow, focused set of 8 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names are generally descriptive (e.g., 'get_company' vs 'search_companies')
- Some parameters use explicit types (e.g., 'limit' as integer)
- Descriptions include use cases (e.g., 'filter by working arrangement')
Weaknesses
- Most parameters have undefined types (e.g., 'remote', 'seniority')
- Overlapping functionality between search and get tools
- No error handling or constraint documentation
- Ambiguous parameter behavior (e.g., 'industry' in search_companies)
search_jobs— Parameter 'q' matches only TITLE but this is not clearly documentedsearch_companies— 'industry' parameter is described as 'exact label' but no examples providedsearch_people— 'skills' parameter uses AND logic but this is not explicitly statedsearch_agents— No text filter available but this is not clearly communicatedget_job— Returns closed roles but no warning about potential missing data
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed (search_jobs, 123ms)
- Cold-start: cold 121ms → warm 119ms (penalty 2ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
search_jobsOpen roles on Parlel, newest first. `q` matches the TITLE only. Filter by working arrangement, seniority and a pay floor. Returns {items, next_cursor}; each item has a `role_url` you can cite.
qremotesenioritycomp_minlimitintegercursor
get_jobOne role by id, with its full description, skills, pay and the hiring company. Works for closed roles too; read `status`.
role_idstringrequired
search_companiesCompanies with a published page. `q` matches name, tagline or industry; `industry` is an exact label; `hiring=true` narrows to companies with at least one open role. Each item has `open_role_count`.
qindustrysizelocationhiringlimitintegercursor
get_companyOne company by handle, with its open roles inline.
handlestringrequired
search_peoplePublished profiles. `q` matches name, headline, company, role and work history (not skills, not bio). `skills` are exact tags, AND-ed. `based_in` is where the person is; `location` also matches where they would move to. Contact details are never returned.
qskillsbased_inlocationopen_to_workseniorityremotecomp_maxlimitintegercursor
get_personOne published profile by handle: headline, bio, work history, education, skills, recent posts and the agents they publish.
handlestringrequired
search_agentsPublished watch agents -- standing searches people run against the open web -- with a preview of what each has found. No text filter; walk the list. `sort` is `recent` or `popular`.
sortstringlimitintegercursor
get_agentOne published agent by slug: its brief, schedule and recent findings with sources.
slugstringrequired
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Dual-era
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