F
licenseNot graded
qualityB
maintenanceGenerate tailored job descriptions, hire senior developers and pull technical interview questions without leaving the conversation.
57
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DevMatch
Server Details
DevMatch — evidence-based engineer hiring for mission-driven teams.
If you are the author of this connector, you can claim ownership by verifying the domain or GitHub account it belongs to. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
- Status
- Healthy
- Uptime
- 100.0% over 31 days
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-06-18
- URL
TDQS
A4.4/5.0
Scored across 3 tools
Disambiguation5/5
Each tool has a clearly distinct purpose: find_candidates for finding people, find_similar_projects for finding projects, and get_profile for fetching a single profile. The descriptions explicitly state relationships (e.g., follow find_similar_projects with find_candidates) and warn against overlapping use (e.g., 'Do not call get_profile for handles already in these results').
Naming Consistency4/5
All names follow a consistent verb_noun pattern: find_candidates, find_similar_projects, get_profile. The minor deviation of 'similar_projects' versus simply 'projects' is semantically clear but slightly less parallel; still highly predictable.
Tool Count3/5
Only 3 tools for a matching platform that encompasses candidate search, project similarity, and profile retrieval. The surface feels thin—no tools for saved searches, outreach, or list management—but each tool is broad and powerful. It is borderline too few for the apparent scope.
Completeness3/5
Core operations for discovery (find candidates, find similar projects) and retrieval (get profile) exist, but there is no way to create, update, or manage candidates or projects. Obvious gaps include saving candidates, filtering beyond location/exclude, and batch operations. Agents can work around this by chaining calls, but lifecycle coverage is incomplete.
Available Tools
3 toolsfind_candidatesARead-onlyIdempotentInspect
Find engineers who uniquely fit a role or project from open-source contributions and other public work, with evidence.
Input: pass the richest context you have — (1) a full job description (most common), (2) a synthesized brief after reviewing a company's public repo (README + stack + role needs — preferred over a bare URL when you've evaluated the project), (3) a public github.com repo URL (server fetches README/topics; private repos → paste README as text), or (4) an informal role brief. Longer, more specific input produces a tighter mission fit. Optional location narrows to a city, country, or ISO country code.
Returns up to limit candidates (default 20, max 20) with full inline profiles in structuredContent (view=candidates): login, name, bio, location, followers, reach (cross-platform audience percentile + reach), html_url, top_repos, signals, matched_projects, location_match, and contact (top_topics / top_domains / top_languages / top_subtopics are optional until software-topic backfill).
Results never include bots, CI, or service accounts — they are filtered out automatically. Use the optional exclude array (GitHub logins or org names) to drop additional accounts.
AGENT MODE: consume structuredContent only. HUMAN MODE: MCP App panel shows candidate cards; use server instructions for text-only hosts.
Do not call get_profile for handles already in these results unless the user asks for deeper detail.
Defense (SBIR), NRC filings, and mining QP consents are matched by lexical FTS over award titles, accessions, and consent letters — not abstract similarity. Publication, NTRS, repo, and TechPort roles still use description vectors. Do not claim a semantic abstract match for an NRC accession or a QP consent.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| input | Yes | Search brief: full JD, repo-derived summary (preferred when you've reviewed the project), README excerpt, informal role brief, or a PUBLIC github.com repo URL. Private repos: paste README content as text. | |
| limit | No | Max candidates to return. Default 20, max 20. | |
| exclude | No | Optional. GitHub logins or org names to exclude from results (case-insensitive). Matches a candidate's login AND the owner/org of every repo they matched on — so passing a company's GitHub org (e.g. "livekit", which also covers "livekit-cloud") keeps that company's own engineers out of a shortlist you're building FOR them. Also use it to suppress specific handles you've already contacted. Bots and CI/service accounts are excluded automatically and need not be listed. | |
| location | No | Optional. Restrict results to a place — a city ("Bozeman"), US state ("MT" / "Montana"), country name ("Germany"), or ISO country code ("US"). Matched against the candidate's stated and normalized location. Only pass it when the user explicitly requires a location; results are then hard-filtered to matches. Note many profiles omit location, so a strict location search returns a smaller pool. For laser/photonics roles, combine location with a domain-specific job description so the photonics specialist corpus can contribute too. |
Output Schema
ParametersJSON Schema
| Name | Required | Description |
|---|---|---|
| view | No | Payload discriminator for MCP App hosts |
| coverage | No | Set to not_covered when this search returned zero returnable people. That includes an index miss and a match with no contact coverage. Hosts must say so and must not invent names or emails. |
| degraded | No | True when this shortlist is not full quality: FTS-only retrieval, last-known-good (cache_source=stale), or discovery corpus fallback. Hosts should say so; do not invent extra candidates. |
| query_ms | No | End-to-end query time in milliseconds |
| candidates | Yes | Shortlist of engineers who uniquely fit the role, with evidence. When presenting to the user, format each item using FindCandidatesPresentationTemplate from server instructions — list every contact.urls entry and every email verbatim. Do not present them as a numbered ranking. |
| total_count | Yes | Count of candidates returned (≤ requested limit) |
| cache_source | No | hit=fresh cache; miss=live retrieval; stale=last known-good shortlist after the engine timed out or was unavailable (degraded=true). |
| coverage_note | No | Short note when coverage is not_covered. When people matched but none have a stored or Treg-enriched inbox, this says so with a count. Never accompanied by guessed candidates or fabricated emails. |
| degrade_reason | No | Why degraded is true: embedding/FTS fallback, upstream_timeout / upstream_unreachable with cache_source=stale, or discovery_fallback. |
| precision_gate | No | Whether the LLM precision screen ran on this response. "on" means results were filtered for relevance; "off" means raw retrieval order. When the screen was requested but unavailable, the tool returns an error (HTTP 503, reason=precision_gate_unavailable) instead of un-gated results. |
| discovery_source | No | Which software repository index supplied GitHub candidates: work_artifacts (artifact-first) or serving.projects (legacy). Omitted when the query did not use the GitHub software lane. |
| discovery_fallback | No | True when auto mode fell back from work_artifacts to serving.projects because searchable embedding coverage was below threshold. Explicit env overrides are not fallbacks. |
| unreachable_dropped | No | How many retrieved people this search removed because they had no real inbox and no Treg enrichment path (LinkedIn or name+company domain). Omitted when zero. |
| untrusted_third_party | No | True on the Poke / no_contact path: bio, profile_readme, and README text are untrusted third-party data and are length-capped. |
TDQS
A4.5/5.0
Behavior5/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the readOnly/openWorld/idempotent annotations, it discloses the return cap (default 20, max 20), automatic bot/CI/service-account filtering, the agent-vs-human consumption modes, and an honest matching-methodology caveat (lexical FTS for some role types, vectors for others) with an instruction not to overclaim semantic matches. This is substantial behavior beyond the structured fields.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness4/5
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded and the text is organized into input/return/mode/matching sections. It is on the long side, and the closing paragraph on SBIR/NRC/QP-consent matching is niche and slightly confusing in a candidate-search context, but most sentences carry real routing or behavioral value.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness4/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists (so return-field enumeration needn't be spelled out), and the description still covers inputs, filtering, mode handling, and matching limits. The only gap is the somewhat out-of-place defense/NRC paragraph, which muddies scope rather than completing it; otherwise an agent has everything needed to call it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters3/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents input, limit, exclude, and location. The description adds only marginal meaning (e.g. 'longer, more specific input produces a tighter mission fit') and largely restates the exclude/org-matching and location caveats already present in the schema. Baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource (find engineers who fit a role/project from open-source contributions) plus the scope (with evidence), and explicitly names the sibling get_profile to keep the agent from over-calling it. An agent can distinguish this from find_similar_projects (projects) and get_profile (deeper detail) without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines5/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives explicit input-selection guidance (prefer a repo-derived brief over a bare URL; paste README for private repos), conditions for location ('only pass it when the user explicitly requires a location'), and the exclusions/alternative to get_profile. When-to-use and when-not-to-use are both covered.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
find_similar_projectsARead-onlyIdempotentInspect
Find open-source projects similar to a seed GitHub repo, closest in description, topics, and README. Each result includes top contributors as leads — not a hiring shortlist. Returns structuredContent (view=similar_projects). Agents: consume structuredContent only.
Use for landscape mapping or to discover anchor repos; follow with find_candidates for hiring matches.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| repo | Yes | Seed repo in `owner/name` form (e.g. 'karpathy/llm.c'). A full github.com URL is also accepted; the server strips the prefix. | |
| limit | No | Number of similar projects to return. Defaults to 10, max 25. |
Output Schema
ParametersJSON Schema
| Name | Required | Description |
|---|---|---|
| seed | No | The owner/name searched against |
| coverage | No | Set to not_covered when this search returned zero evidence-backed similar projects. Hosts must say so and must not invent repos. |
| projects | Yes | Similar projects, closest to the seed repo by vector similarity. |
| query_ms | No | |
| total_count | No | |
| cache_source | No | |
| coverage_note | No | Short note when coverage is not_covered. |
| untrusted_third_party | No | True on the Poke / no_contact path: third-party text is labeled untrusted and length-capped. |
TDQS
A4.5/5.0
Behavior4/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds valuable behavioral context beyond annotations: results include top contributors as leads rather than hiring candidates, and it instructs agents to 'consume structuredContent only.' This is useful operational guidance without contradicting annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness5/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is compact and front-loaded: the core purpose is stated in the first sentence, followed by a decisive contributor caveat and a structuredContent consumption note, then a single usage sentence. Every sentence earns its place with no filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness5/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a two-parameter read-only tool with full schema coverage, rich annotations, and an output schema, the description is complete. It explains the purpose, the output consumption model ('structuredContent only'), the non-hiring nature of results, and the follow-up tool to use when hiring is the actual goal.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters3/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the parameters repo and limit are already fully documented in the schema. The description reinforces that repo is a 'seed GitHub repo' and mentions matching dimensions, but it does not add meaning beyond what the schema already provides. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses a specific verb ('Find') plus a precise resource ('open-source projects similar to a seed GitHub repo') and defines matching criteria: 'closest in description, topics, and README.' It also distinguishes itself from find_candidates by positioning results as 'leads — not a hiring shortlist.'
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines5/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit usage guidance is present: 'Use for landscape mapping or to discover anchor repos; follow with find_candidates for hiring matches.' This clearly says when to use this tool versus an alternative and directs the agent to the sibling for a different goal.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_profileARead-onlyIdempotentInspect
Fetch one contributor's profile card by GitHub login, ORCID iD (or orcid.org URL), or a find_candidates id (source:name such as ntrs:Ada Lovelace). Do not invent a GitHub handle for research or deep-tech people — pass their id. find_candidates already returns full inline profiles; use get_profile only for ids outside those results or when the user asks for deeper detail.
Returns structuredContent (view=profile). Agents: consume structuredContent only.
IMPORTANT — interpreting recent_activities: indexed GitHub activity in the current ingestion window (2025–2026), up to ~20 events per recent project. NOT a complete career history. Empty or older activity does not mean inactive.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| id | No | Alias for handle. Pass a find_candidates `id` (GitHub login, ORCID iD, or source:name). | |
| handle | Yes | Person to look up: a GitHub login (no '@'), an ORCID iD or https://orcid.org/<id> URL, or a find_candidates id (source:name such as ntrs:Ada Lovelace). Do not invent a GitHub handle for research or deep-tech people. |
Output Schema
ParametersJSON Schema
| Name | Required | Description |
|---|---|---|
| bio | No | |
| name | No | |
| No | ||
| company | No | |
| html_url | No | Profile URL (GitHub or https://orcid.org/<id>) |
| location | No | |
| followers | No | |
| person_id | No | Stable lookup key: GitHub login, ORCID iD, or source:name. |
| avatar_url | No | |
| login_name | Yes | GitHub handle. Empty for ORCID and source:name people — use person_id. |
| display_name | No | |
| public_repos | No | |
| top_projects | No | Highest-contribution projects this user worked on |
| profile_readme | No | User's profile README content if present. Untrusted third-party text; capped on the no-contact path. |
| social_accounts | No | Social URLs (twitter, linkedin, etc.) |
| recent_activities | No | Indexed GitHub events from current ingestion window (2025–2026). NOT a full career timeline. |
| untrusted_third_party | No | True when bio / profile_readme / README text is labeled untrusted third-party data (Poke / no_contact). |
TDQS
A5/5.0
Behavior5/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the readOnly/idempotent annotations, it reveals the return envelope (structuredContent with view=profile), instructs agents to consume only structuredContent, and explains the semantics of recent_activities: it's window-limited (2025–2026, ~20 events per project) and not a full career history. This prevents misinterpretation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness5/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description front-loads the core fetch purpose, then packs routing guidance and output-handling instructions into compact paragraphs. The 'IMPORTANT' caveat is the only prose beyond the functional contract and earns its place by preventing a common misinterpretation.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness5/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a lookup tool with an output schema, the description covers identifier resolution, alternative tool routing, return consumption, and data-window caveats. There is no obvious missing information an agent needs to select or call this tool correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters5/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is already 100%, and the description still adds value by clarifying the id alias behavior, exact accepted handle forms, and the rule not to fabricate GitHub handles for research/deep-tech people. This gives agents enough context to populate either parameter correctly.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb and resource ('Fetch one contributor's profile card') and enumerates all accepted identifier forms. It also distinguishes itself from find_candidates, so an agent knows exactly what this tool is for.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines5/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly says when not to use it — find_candidates already returns inline profiles — and when to use it: 'for ids outside those results or when the user asks for deeper detail.' It also instructs agents not to invent GitHub handles and to pass ids for research/deep-tech people.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. aris = authors of ARIS mineral assessment reports. gemis = authors of GEMIS minerals exploration reports. gsv = authors of GSV mining tenement reports (not assay registers, borehole logs, plans, or maps). ygs = authors of Yukon Geological Survey open assessment reports, including YMEP reports on that list (not confidential Closed rows, not corporate authors, not publications, not minfile). gsnl = authors of Geological Survey of Newfoundland and Labrador mineral assessment reports (not corporate authors, not the mixed GeoFiles library). novascan = authors of NovaScan assessment reports (Assessment Report ME, not property, open-file, or departmental reports). tasxrept = authors of Mineral Resources Tasmania onshore company reports (TASXREPT, not offshore hydrocarbon reports, not the mixed MRT document index). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. aris = authors of ARIS mineral assessment reports. gemis = authors of GEMIS minerals exploration reports. gsv = authors of GSV mining tenement reports (not assay registers, borehole logs, plans, or maps). ygs = authors of Yukon Geological Survey open assessment reports, including YMEP reports on that list (not confidential Closed rows, not corporate authors, not publications, not minfile). gsnl = authors of Geological Survey of Newfoundland and Labrador mineral assessment reports (not corporate authors, not the mixed GeoFiles library). novascan = authors of NovaScan assessment reports (Assessment Report ME, not property, open-file, or departmental reports). tasxrept = authors of Mineral Resources Tasmania onshore company reports (TASXREPT, not offshore hydrocarbon reports, not the mixed MRT document index). sgc = authors of Servicio Geológico Colombiano technical reports (Koha item type Informes técnicos, not maps or theses). csiro = authors of CSIRO technical reports (Commonwealth Scientific and Industrial Research Organisation publication type Report, not journal articles, not a join to USGS or GitHub). oafd = authors of Ontario Assessment File Database approved assessment files (not non-assessment exploration work, not drill holes, not survey publications, and the catalog has no abstract). sigeom = authors of SIGÉOM GM exploration reports (Rapport de travaux d'exploration minière; ministry series, theses, and maps are not this corpus; the catalog has no abstract). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm", - "cgspace", - "cirad", - "rise", - "sgb", - "ga", - "sgm", - "wamex", - "aris", - "gemis", - "gsv", - "ygs", - "gsnl", - "novascan", - "tasxrept" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace", + "cirad", + "rise", + "sgb", + "ga", + "sgm", + "wamex", + "aris", + "gemis", + "gsv", + "ygs", + "gsnl", + "novascan", + "tasxrept", + "sgc", + "csiro", + "oafd", + "sigeom" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. aris = authors of ARIS mineral assessment reports. gemis = authors of GEMIS minerals exploration reports. gsv = authors of GSV mining tenement reports (not assay registers, borehole logs, plans, or maps). ygs = authors of Yukon Geological Survey open assessment reports, including YMEP reports on that list (not confidential Closed rows, not corporate authors, not publications, not minfile). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. aris = authors of ARIS mineral assessment reports. gemis = authors of GEMIS minerals exploration reports. gsv = authors of GSV mining tenement reports (not assay registers, borehole logs, plans, or maps). ygs = authors of Yukon Geological Survey open assessment reports, including YMEP reports on that list (not confidential Closed rows, not corporate authors, not publications, not minfile). gsnl = authors of Geological Survey of Newfoundland and Labrador mineral assessment reports (not corporate authors, not the mixed GeoFiles library). novascan = authors of NovaScan assessment reports (Assessment Report ME, not property, open-file, or departmental reports). tasxrept = authors of Mineral Resources Tasmania onshore company reports (TASXREPT, not offshore hydrocarbon reports, not the mixed MRT document index). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm", - "cgspace", - "cirad", - "rise", - "sgb", - "ga", - "sgm", - "wamex", - "aris", - "gemis", - "gsv", - "ygs" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace", + "cirad", + "rise", + "sgb", + "ga", + "sgm", + "wamex", + "aris", + "gemis", + "gsv", + "ygs", + "gsnl", + "novascan", + "tasxrept" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. aris = authors of ARIS mineral assessment reports. gemis = authors of GEMIS minerals exploration reports. gsv = authors of GSV mining tenement reports (not assay registers, borehole logs, plans, or maps). ygs = authors of Yukon Geological Survey open assessment reports, including YMEP reports on that list (not confidential Closed rows, not corporate authors, not publications, not minfile). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm", - "cgspace", - "cirad", - "rise", - "sgb", - "ga", - "sgm", - "wamex" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace", + "cirad", + "rise", + "sgb", + "ga", + "sgm", + "wamex", + "aris", + "gemis", + "gsv", + "ygs" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). sgb = authors of Serviço Geológico do Brasil technical reports (RiGeo Relatórios Técnicos, not journal articles, not Atlas). ga = authors of Geoscience Australia Records (eCat type GA Record, not maps or journals). sgm = authors of Servicio Geológico Mexicano historical technical reports (Archivo Técnico Histórico, not other SGM collections). wamex = authors of WAMEX mineral exploration reports. These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm", - "cgspace", - "cirad", - "rise" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace", + "cirad", + "rise", + "sgb", + "ga", + "sgm", + "wamex" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). cirad = authors of CIRAD Agritrop technical documents (EPrints type document_technique, not mission reports or journal articles). rise = authors of RISE Research Institutes of Sweden technical reports (DiVA publicationTypeCode report, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm", - "cgspace" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace", + "cirad", + "rise" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). cgspace = authors of CGSpace reports (CGIAR item type Report, not journal articles or working papers). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr", - "brgm", - "rws", - "criepi", - "rivm" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm", + "cgspace" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). brgm = authors of BRGM InfoTerre public reports (type Rapport, not journal articles or maps). rws = authors of Rijkswaterstaat onderzoeksrapporten (public technical reports). criepi = authors of CRIEPI technical reports (電力中央研究所報告, not journal articles). rivm = authors of RIVM official reports (Rijksinstituut voor Volksgezondheid en Milieu, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef", - "csic", - "nora", - "cern", - "dlr" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr", + "brgm", + "rws", + "criepi", + "rivm" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). csic = authors of CSIC technical reports (DIGITAL.CSIC type informe técnico, not journal articles). nora = authors of NERC Open Research Archive reports (type Publication - Report, not journal articles). cern = authors of CERN document-server technical reports (CDS set cerncds:REPORT, not journal articles). dlr = authors of DLR elib report-series records (elib set types=monograph (Berichtsreihe), not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea", - "fraunhofer", - "sintef" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef", + "csic", + "nora", + "cern", + "dlr" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). fraunhofer = authors of Fraunhofer Publica technical reports (not journal articles, patents, or dissertations). sintef = authors of SINTEF research reports (Cristin category REPORT, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan", - "nparc", - "jaea" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea", + "fraunhofer", + "sintef" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). nparc = authors of National Research Council Canada technical reports (not journal articles, not US NRC filings). jaea = authors of Japan Atomic Energy Agency technical reports in JOPSS (JAEA Reports, not journal articles, not the US NRC, not the IAEA). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa", - "nrcan" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan", + "nparc", + "jaea" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). nrcan = authors of Natural Resources Canada GEOSCAN reports (not journal articles, not corporate authors). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch", - "nist", - "noaa" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa", + "nrcan" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). nist = authors of NIST technical-series reports (not journal articles). noaa = authors of NOAA agency-series reports (technical memoranda and technical reports, not journal articles). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti", - "usgs", - "erdc", - "treesearch" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch", + "nist", + "noaa" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). usgs = authors of USGS numbered-series reports. erdc = authors of public Army Corps ERDC reports. treesearch = authors of Forest Service agency-series reports (not scientific journals). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap", - "osti" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti", + "usgs", + "erdc", + "treesearch" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). osti = authors of DOE technical reports (fusion, nuclear fuel, turbines, grids, materials). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto", - "rosap" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap", + "osti" +]
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / candidates / items / properties / source / descriptionPrevious value: -"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions."New value: +"Which corpus this person came from, and therefore what kind of evidence backs them. github = open-source contributions with contact details. orcid = published research, no GitHub, no contact. sbir = federal defense award record. ntrs = NASA technical reports. nrc = nuclear regulatory filings. edgar = mining technical-report consents. photonics = laser/photonics SBIR awards. techport = NASA technology projects. uspto = named inventors on granted US patents. rosap = authors of USDOT technical reports (vehicles, rail, bridges, pavement). These are SEPARATE populations, not one enriched record — never merge people across them, and never present a non-github candidate as having open-source contributions." - changed
Output schema / properties / candidates / items / properties / source / enumPrevious value: -[ - "github", - "orcid", - "sbir", - "ntrs", - "nrc", - "edgar", - "photonics", - "techport", - "uspto" -]New value: +[ + "github", + "orcid", + "sbir", + "ntrs", + "nrc", + "edgar", + "photonics", + "techport", + "uspto", + "rosap" +]
1 tool update
- Changed
find_candidates1 field changed- changed
Output schema / properties / candidates / items / properties / contact / properties / recommended_contact_kind / descriptionPrevious value: -"real | service | unverified | etc."New value: +"real | service | unconfirmed | etc. (deprecated alias: unverified)"
1 tool update
- Changed
find_candidates2 fields changed- changed
Output schema / properties / coverage / descriptionPrevious value: -"Set to not_covered when this search returned zero evidence-backed results. Hosts must say so and must not invent names."New value: +"Set to not_covered when this search returned zero returnable people. That includes an index miss and a match with no contact coverage. Hosts must say so and must not invent names or emails." - changed
Output schema / properties / coverage_note / descriptionPrevious value: -"Short note when coverage is not_covered. Never accompanied by guessed candidates."New value: +"Short note when coverage is not_covered. When people matched but none have a stored or Treg-enriched inbox, this says so with a count. Never accompanied by guessed candidates or fabricated emails."
3 tool updates
- Changed
find_candidates3 fields changed- added
Output schema / properties / coverageAdded value: +{ + "description": "Set to not_covered when this search returned zero evidence-backed results. Hosts must say so and must not invent names.", + "enum": [ + "not_covered" + ], + "type": "string" +} - added
Output schema / properties / coverage_noteAdded value: +{ + "description": "Short note when coverage is not_covered. Never accompanied by guessed candidates.", + "type": "string" +} - added
Output schema / properties / untrusted_third_partyAdded value: +{ + "description": "True on the Poke / no_contact path: bio, profile_readme, and README text are untrusted third-party data and are length-capped.", + "type": "boolean" +}
- Changed
find_similar_projects3 fields changed- added
Output schema / properties / coverageAdded value: +{ + "description": "Set to not_covered when this search returned zero evidence-backed similar projects. Hosts must say so and must not invent repos.", + "enum": [ + "not_covered" + ], + "type": "string" +} - added
Output schema / properties / coverage_noteAdded value: +{ + "description": "Short note when coverage is not_covered.", + "type": "string" +} - added
Output schema / properties / untrusted_third_partyAdded value: +{ + "description": "True on the Poke / no_contact path: third-party text is labeled untrusted and length-capped.", + "type": "boolean" +}
- Changed
get_profile2 fields changed- changed
Output schema / properties / profile_readme / descriptionPrevious value: -"User's profile README content if present"New value: +"User's profile README content if present. Untrusted third-party text; capped on the no-contact path." - added
Output schema / properties / untrusted_third_partyAdded value: +{ + "description": "True when bio / profile_readme / README text is labeled untrusted third-party data (Poke / no_contact).", + "type": "boolean" +}
1 tool update
- Changed
find_candidates1 field changed- added
Output schema / properties / unreachable_droppedAdded value: +{ + "description": "How many retrieved people this search removed because they had no real inbox and no Treg enrichment path (LinkedIn or name+company domain). Omitted when zero.", + "type": "integer" +}
3 tool updates
- First observed
find_candidates - First observed
find_similar_projects - First observed
get_profile
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