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AMIRA — Africa Multiple Research Data

MCPB · AMIRA-MCP-SERVER.MCPB · 2 COMPONENTS

Read-only access to AMIRA, the Africa Multiple research-data platform on Omeka S.

+5 this week 64 Trust /100

Last scanned (5 hours ago)

Scores higher than 99% of MCPB servers

Category Education and Research

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security25
  • No malware scan is available for this kind of package: the supply-chain vendors we use do not cover it. This is a permanent gap in our coverage, not a finding about the package.Unverified
  • Known CVEs were checked across the 19 of 19 dependencies we could resolve, so this covers what we could see, not the whole tree.Partial
  • No install/post-install scripts declared.Pass
  • 3 of 19 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency100
  • Source repository is publicly reachable at the declared URL. View diagnostics → Pass
  • Cryptographically verified build provenance (signed, bound to AM-Digital-Research-Environment/amira-mcp-server). View diagnostics → Pass
  • Clear OSI-approved license (MIT).Pass
  • Actively maintained (last published 4 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability78
  • 76% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Partial
  • AI-judged instruction clarity (excellent).Pass
  • Tool/resource definitions use about 4430 tokens (~98/item across 45 items; 33 tools + 12 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management33
  • Stability observed for 10 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage93
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 76% of tool parameters carry a description.Partial
  • Structured output schemas are declared (27% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 33 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 35 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
  • Supports UI / widget rendering.Pass
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 24 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

  • 22 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 20 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

  • 19 Oct 26 +2
    • Stability: unverified → 0.17 ▲ functional
  • 14 Oct 26 +31
    • Injection markers: unverified → pass ▲ security
    • First check of Judged manipulation: pass security
    • Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window). security
    • Tool coverage: unverified → 100 ▲ functional
    • Schema quality: unverified → 76 ▲ functional
    • MCP protocol: unverified → pass ▲ functional
    • First check of Capabilities: pass functional
    • First check of Schema quality: fail functional
    • First check of Schema quality: excellent functional
    • First check of Destructive annotations: pass functional
    • First check of Schema quality: pass functional
    • First check of Tool coverage: 77 functional
    • First check of Tool coverage: 27 functional
  • 7 Oct 26 28

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 24 Oct 2026 · Analysed mcpb/https://github.com/AM-Digital-Research-Environment/amira-mcp-server/releases/download/v1.25.0/amira-mcp-server.mcpb

Provenance Verified

A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.

Result Verified
Ecosystem mcpb
Reason Verified
Discovered via GitHub artifact attestations
Source repo AM-Digital-Research-Environment/amira-mcp-server
Certificate issuer https://token.actions.githubusercontent.com
Certificate SAN https://github.com/AM-Digital-Research-Environment/amira-mcp-server/.github/workflows/release.yml@refs/tags/v1.25.0
Rekor log index 3333790744
Predicate type SLSA build provenance https://slsa.dev/provenance/v1
Subject digest sha256:9ffef05daf20ff0132456f859d8fb5bb76feedb80999991659e807250b6ee933

Background: How many MCP packages publish verified provenance →

Dependencies 19 packages
Packages resolved 19
Stale 3
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 33 exposed · ~3,748 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
compare_collections ~56

Compare 2–4 projects or item sets with identical research-item filters. Reports denominators, missingness, dates and top types/languages; collections can overlap.

NameTypeReqDescription
cohortsarrayyes–
filtersobject––
NameTypeReqDescription
cohortsarrayyes–
overlap_notestringyes–
snapshot_idstringyes–

No examples provided.

find_related ~162

Subjects, people, places and projects connected through shared records. Per-corpus counts deduplicate each record; subject/person seeds also include publications. Returns ambiguity and cited samples.

NameTypeReqDescription
entity_typestringyesWhat the value denotes. Tags are merged into subjects — there is no tag pivot
limitinteger–Per-list cap, default 20, max 50
valuestringyesThe entity to pivot on. subject: substring of a heading ('Islam'). location: any level of the city→country hierarchy ('Nigeria' includes Lagos items). person: a name in either order, accent-insensiti…

No output schema declared.

No examples provided.

get_collection_overview ~30

Start here: corpus counts, text coverage, breakdowns, dates, snapshot freshness and refresh status.

Input schema present but exposes no named parameters.

NameTypeReqDescription
collection_namestringyes–
content_date_range–yes–
countsobjectyes–
data_snapshotobjectyes–
items_by_languageobject––
items_by_research_sectionobject––
items_by_resource_typeobjectyes–
items_by_universityobject––
metadata_exposurestring––
refreshobjectyes–
research_sectionsarray––
site_urlstringyes–
universitiesobject––

No examples provided.

get_data_quality ~37

Snapshot coverage and missing metadata, unresolved loaded-authority links, and sanitized refresh status. Missing catalogue metadata is not evidence of real-world absence.

Input schema present but exposes no named parameters.

NameTypeReqDescription
countsobjectyes–
fetched_atstringyes–
literal_entitiesnumberyes–
missingobjectyes–
refreshobjectyes–
schema_versionnumberyes–
snapshot_idstringyes–
unresolved_entitiesnumberyes–

No examples provided.

get_entity_graph ~139

One-hop graph from a typed ID: explicit catalogue links and derived co-occurrence with distinct-record counts and cited evidence. types filters neighbours before the bounds. Pass edge_id to page its evidence; pin snapshot_id across pages.

NameTypeReqDescription
edge_idstring––
limitinteger–Evidence page size, default 20, max 50
max_edgesinteger–Default 50, max 200
max_nodesinteger–Default 40, max 100
offsetinteger––
seedstringyes–
snapshot_idstring––
typesarray––
NameTypeReqDescription
boundsobject––
countnumber––
edgesarray––
effective_limitnumber––
has_moreboolean––
neighbour_typesobject––
next_offsetnumber––
nodesarray––
offsetnumber––
requested_limitnumber––
response_limitedboolean––
resultsarray––
seedstringyes–
snapshot_idstringyes–
total_edgesnumber––
total_matchesnumber––
truncatedboolean––
typesarray––

No examples provided.

get_institution ~58

Institution or group profile: identifiers, members, funded projects and credited items, with citation links.

NameTypeReqDescription
id––Omeka id or typed id organisation:1224
namestring–Institution or group name, or an acronym

No output schema declared.

No examples provided.

get_person ~103

Person affiliations, identifiers, project and section roles, credited items, publications, podcasts, videos and collaborators. Lists cap at 50 with totals. Use id to disambiguate.

NameTypeReqDescription
id––Exact person Omeka id or typed id (person:123); required to disambiguate homonyms
namestring–Full name in either order, with or without accents: 'Beier, Ulli' and 'Ulli Beier' both resolve

No output schema declared.

No examples provided.

get_podcast ~120

Podcast detail, duration, audio file and citation link; says which model generated the transcript. Transcript is opt-in, bounded and pageable.

NameTypeReqDescription
id–yesPodcast id from search_podcasts, e.g. 39121, or podcast:39121
include_transcriptboolean–Default false — set true to include the transcript text
transcript_max_charsinteger–Max transcript characters to return (default/max 25000)
transcript_offsetinteger–Start offset into the transcript (chars), with include_transcript

No output schema declared.

No examples provided.

get_project ~59

Project description, team, sections, funders, item counts by type, top subjects and ten sample research items, with citation links.

NameTypeReqDescription
id–yesProject Omeka id (e.g. 37700) or typed id project:37700

No output schema declared.

No examples provided.

get_publication ~144

Publication metadata and citation export (BibTeX default). Full text is opt-in and paginated. Cite amira_url; DOI/repository links are additional sources.

NameTypeReqDescription
citation_formatstring–Default bibtex; selects bibtex, ris or csl_json field
fulltext_max_charsinteger–Max full-text characters to return (default/max 25000)
fulltext_offsetinteger–Start offset into the full text (chars), with include_fulltext
id–yesPublication Omeka id or typed id publication:29919
include_fulltextboolean–Default false — set true to include the extracted full text

No output schema declared.

No examples provided.

get_research_item ~124

Research-item metadata, linked entities, rights, media files, IIIF manifest and a generated citation (BibTeX/RIS/CSL-JSON). Long fields cap at 25,000 characters.

NameTypeReqDescription
citation_formatstring–Export format for the generated citation: bibtex (default) → `bibtex`, ris → `ris`, csl-json → `csl_json`
id–yesOmeka id (the number ending its amira_url, e.g. 9902) or a typed id such as research_item:9902

No output schema declared.

No examples provided.

get_research_section ~61

One research section's description, team and projects, each with its research-item count.

NameTypeReqDescription
id––Section Omeka id or typed id section:218
namestring–Section name, e.g. 'Arts & Aesthetics'

No output schema declared.

No examples provided.

get_snapshot_changes ~93

Page added/updated/deleted records between retained snapshots from this Omeka instance. Lists available snapshot IDs when fewer than two exist. For recent additions without history, use added_since on the search tools.

NameTypeReqDescription
corpusstring––
from_idstring––
limitinteger–Default 30, max 100
offsetinteger––
to_idstring––
NameTypeReqDescription
countnumber––
effective_limitnumber––
from_idstring––
has_moreboolean––
next_offsetnumber––
offsetnumber––
requested_limitnumber––
response_limitedboolean––
resultsarray––
snapshotsarrayyes–
statusstringyes–
to_idstring––
total_matchesnumber––

No examples provided.

get_text_passages ~96

Find literal accent-insensitive keyword passages in selected publication/video/podcast IDs. Original UTF-16 offsets, bounded context, and citations. Requires full text exposure; no semantic ranking.

NameTypeReqDescription
idsarrayyespublication:, video: or podcast: ids
keywordstringyes–
limitinteger–Default 10, max 20
offsetinteger––
radiusinteger––
NameTypeReqDescription
countnumberyes–
effective_limitnumber––
has_morebooleanyes–
next_offsetnumber––
offsetnumberyes–
requested_limitnumber––
response_limitedboolean––
resultsarrayyes–
scanned_matches_cappedbooleanyes–
snapshot_idstringyes–
total_matchesnumberyes–
unavailable_idsarrayyes–

No examples provided.

get_video ~117

Video detail, thumbnail and citation link; says how the transcript was produced when recorded. Transcript is opt-in, bounded and pageable.

NameTypeReqDescription
id–yesVideo id from search_videos, e.g. 39218, or video:39218
include_transcriptboolean–Default false — set true to include the transcript text
transcript_max_charsinteger–Max transcript characters to return (default/max 25000)
transcript_offsetinteger–Start offset into the transcript (chars), with include_transcript

No output schema declared.

No examples provided.

list_categories ~94

Ranked formats, languages or resource types used by research items. Feed values into the corresponding search filters.

NameTypeReqDescription
categorystringyes'genres' is an alias of 'formats'. The former 'tags' facet is merged into subjects — use list_subjects
keywordstring–Substring filter on the value
limitinteger–Default 100, max 500
offsetinteger––

No output schema declared.

No examples provided.

list_cluster_partners ~44

Cluster partner institutions grouped by catalogue category, with citation links.

NameTypeReqDescription
categorystring–Optional: amrc | privileged | cooperation | global, or a category label

No output schema declared.

No examples provided.

list_collections ~68

Omeka item sets ranked by research-item count, with catalogue links. Feed an ID into search_research_items.collection.

NameTypeReqDescription
keywordstring–Substring filter on the collection title
limitinteger–Default 50, max 200
offsetinteger––

No output schema declared.

No examples provided.

list_groups ~53

Browse research groups and associations by name, with citation links.

NameTypeReqDescription
keywordstring–Name or acronym, partial
limitinteger–Default 50, max 200
offsetinteger––

No output schema declared.

No examples provided.

list_institutions ~66

Browse institution authorities by name or acronym (e.g. 'UJKZ'), with project counts and citation links.

NameTypeReqDescription
keywordstring–Name or acronym, partial
limitinteger–Default 50, max 200
offsetinteger––

No output schema declared.

No examples provided.

list_journals ~60

Publication venues ranked by linked bibliography records, with ISSN and catalogue links.

NameTypeReqDescription
keywordstring–Substring filter on the journal title
limitinteger–Default 50, max 200
offsetinteger––

No output schema declared.

No examples provided.

list_locations ~132

Research places with coordinates and ancestor rollups. One item can count under both city and country. Feed a name into search_research_items.location.

NameTypeReqDescription
bboxarray–[west, south, east, north]
countrystring–One country, exact name or alias, plus its cities
filtersobject–Research-item filters applied before place counts
keywordstring–Substring filter on the place name
limitinteger–Default 50, max 300
nearobject–Places within km of a point
offsetinteger––

No output schema declared.

No examples provided.

list_publication_facets ~201

Ranked facets for the entire filtered bibliography before pagination. Uses the same selection rules as search_publications.

NameTypeReqDescription
added_sincestring–Added to AMIRA on or after this ISO date
authorstring–Author/editor name, either name order
facetstringyes–
has_fulltextboolean–Filter by extracted full-text availability
keywordstring–Title, abstracts, venue, subjects or full text; every word must match, quote a phrase
languagestring–Language name or ISO code
limitinteger–Default 25, max 100
offsetinteger––
subjectstring–Subject heading, partial
typestring–Exact type; discover values with list_publication_facets
venuestring–Journal/book title, partial
year_frominteger––
year_tointeger––
NameTypeReqDescription
countnumberyes–
effective_limitnumber––
facetstringyes–
filtersobject––
has_morebooleanyes–
missing_valuesnumberyes–
next_offsetnumber––
offsetnumberyes–
requested_limitnumber––
response_limitedboolean––
resultsarrayyes–
total_matchesnumberyes–
total_publicationsnumberyes–

No examples provided.

list_research_sections ~31

Cluster research sections, funding phases, project/item counts and citation links. Includes the external-collection grouping.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

list_subjects ~87

Subject headings (LCSH or free tags) ranked by distinct research-item count. Feed a heading into search_research_items.subject.

NameTypeReqDescription
keywordstring–Substring filter on the subject heading
limitinteger–Default 50, max 300
offsetinteger––
vocabularystring–Only Library of Congress headings or only free tags

No output schema declared.

No examples provided.

list_years ~136

Research-item year/decade histogram with dated and undated counts. A date range counts in each spanned bucket. Supports shared item filters and pagination.

NameTypeReqDescription
bucketstring–Default 'year'
filtersobject–Research-item filters applied before bucketing
frominteger–Earliest year to report (inclusive)
limitinteger–Default 200, max 500
offsetinteger––
sortstring–Default 'chronological' (oldest first); 'count' ranks by item count
tointeger–Latest year to report (inclusive)
NameTypeReqDescription
bucketstringyes–
countnumberyes–
dated_itemsnumberyes–
distinct_bucketsnumberyes–
has_morebooleanyes–
next_offsetnumber––
offsetnumberyes–
resultsarrayyes–
sortstringyes–
total_matchesnumberyes–
undated_itemsnumberyes–
year_rangeobject––

No examples provided.

resolve_entity ~66

Resolve a label or typed ID to cited candidates. Returns ambiguity instead of merging names. Use a returned id with get_entity_graph or get_* tools.

NameTypeReqDescription
limitinteger––
offsetinteger––
querystringyes–
typestring––
NameTypeReqDescription
ambiguousbooleanyes–
countnumberyes–
effective_limitnumber––
has_morebooleanyes–
hintstring––
next_offsetnumber––
offsetnumberyes–
requested_limitnumber––
response_limitedboolean––
resultsarrayyes–
snapshot_idstringyes–
suggestionsarray––
total_matchesnumberyes–

No examples provided.

search_persons ~83

Find canonical person authority records. Names accept either order and ignore accents. Use resolve_entity to disambiguate homonyms.

NameTypeReqDescription
affiliationstring–Matches the person's affiliations only
keywordstring–Matches the name, a name variant or an affiliation
limitinteger–Default 25, max 100
offsetinteger––

No output schema declared.

No examples provided.

search_podcasts ~158

Search podcast metadata and transcripts. Text-only hits include snippets; full transcripts require get_podcast with opt-in.

NameTypeReqDescription
keywordstring–Every word must occur in the title, abstract or transcript; quote a phrase to match it exactly
languagestring–Name or ISO code — 'French', 'fr', 'fra' all match
limitinteger–Default 20, max 100
offsetinteger––
personstring–A speaker/host name; either name order works
seriesstring–Series title, partial (e.g. 'Cluster Conversations')
year_frominteger–Earliest year
year_tointeger–Latest year

No output schema declared.

No examples provided.

search_projects ~182

Search project names, descriptions and membership. Returns cited summaries and item counts; use get_project for detail.

NameTypeReqDescription
institutionstring–Funding/affiliated institution name, partial
keywordstring–Matches the project name, an acronym or the description
limitinteger–Default 25, max 100
memberstring–A project member's name; either order works
offsetinteger––
principal_investigatorstring–A PI name; either order works ('Oliver Baumann' finds 'Baumann, Oliver')
research_sectionstring–Name or id, e.g. 'Knowledges'
universitystring–ubt | unilag | ujkz | ufba | external — code or name. A data facet, not a full AMRC list

No output schema declared.

No examples provided.

search_publications ~256

AND-filtered bibliography, newest first. Keyword includes PDF text and returns match snippets. citation_format returns citations per page; export links every match as one file. Cite amira_url.

NameTypeReqDescription
added_sincestring–Added to AMIRA on or after this ISO date
authorstring–Author/editor name, either name order
citation_formatstring–Omit for summaries; pages carry bibtex, ris or csl_json
exportstring–Return a file link instead of rows
has_fulltextboolean–Filter by extracted full-text availability
keywordstring–Title, abstracts, venue, subjects or full text; every word must match, quote a phrase
languagestring–Language name or ISO code
limitinteger–Default 25; max 100 summaries or 25 exports, also byte-bounded
offsetinteger––
subjectstring–Subject heading, partial
typestring–Exact type; discover values with list_publication_facets
venuestring–Journal/book title, partial
year_frominteger––
year_tointeger––

No output schema declared.

No examples provided.

search_research_items ~485

Search digitised research items. Filters are AND-combined; empty results suggest a filter to relax or a stored place name. export links all matches as a file.

NameTypeReqDescription
added_sincestring–Added to AMIRA on or after this ISO date
collectionstring–Item-set title (partial) or id from list_collections
contributorstring–A person/organisation credited on the item; either name order works
countrystring–Country only, exact name or common alias ('Côte d'Ivoire' = 'Ivory Coast'). Use `location` for cities
exportstring–Return a file link instead of rows
genrestring–Format/genre descriptor, partial (e.g. 'interview', 'letter', 'photograph')
has_mediaboolean–true: only items with digitised files
keywordstring–Every word must occur in the title, description, abstract, contents or identifiers; quote a phrase to match it exactly
languagestring–Name or ISO code — 'French', 'fr', 'fra' and legacy 'fre' all match
limitinteger–Default 20, max 100
locationstring–A place at ANY level of the city→country hierarchy: 'Nigeria' finds Lagos items, 'Lagos' finds only Lagos
location_idinteger–Exact location authority ID, including descendants; avoids homonym matches
modified_sincestring–Changed on or after this ISO date
offsetinteger––
project_id––Project Omeka id
research_sectionstring–e.g. 'Arts & Aesthetics', 'Mobilities'
resource_typestring–e.g. 'Image', 'Text', 'Audio', 'Moving image'
subjectstring–Subject heading, partial (e.g. 'Architecture'). Subjects absorb the former free-form tags — there is no tag filter
universitystring–ubt | unilag | ujkz | ufba | external — code or full name
year_frominteger–Keep items whose content dates overlap from this year
year_tointeger–Keep items whose content dates overlap up to this year

No output schema declared.

No examples provided.

search_videos ~147

Search video metadata and transcripts. Text-only hits include snippets; full transcripts require get_video with opt-in.

NameTypeReqDescription
keywordstring–Every word must occur in the title, abstract or transcript; quote a phrase to match it exactly
languagestring–Name or ISO code — 'French', 'fr', 'fra' all match
limitinteger–Default 20, max 100
offsetinteger––
playliststring–Playlist title, partial
speakerstring–A speaker name; either name order works
year_frominteger–Earliest year
year_tointeger–Latest year

No output schema declared.

No examples provided.

Install

How do I install the AMIRA — Africa Multiple Research Data MCP server?

AMIRA — Africa Multiple Research Data ships as an MCPB bundle, a single file you download and open in an MCP host that supports MCPB bundles, such as Claude Desktop. The host reads the launch command from the bundle's own manifest, so there is no command to copy. Before opening it, check the file's SHA-256 matches the one the MCP registry declares for it, 9ffef05daf20ff0132456f859d8fb5bb76feedb80999991659e807250b6ee933; the commands to do that are on this page. If it does not match, do not open it.

mcpb · amira-mcp-server.mcpb

Download bundle

Check the download matches the SHA-256 the MCP registry declares before you open it. If it does not match, do not open the file.

SHA-256

9ffef05daf20ff0132456f859d8fb5bb76feedb80999991659e807250b6ee933

macOS / Linux

echo "9ffef05daf20ff0132456f859d8fb5bb76feedb80999991659e807250b6ee933  amira-mcp-server.mcpb" | shasum -a 256 -c

Windows (PowerShell)

(Get-FileHash -Algorithm SHA256 .\amira-mcp-server.mcpb).Hash -eq "9ffef05daf20ff0132456f859d8fb5bb76feedb80999991659e807250b6ee933"

Run it in the folder you saved the bundle to, then open the file with an MCPB-capable host such as Claude Desktop.

Common questions

What is the AMIRA — Africa Multiple Research Data MCP server?

AMIRA — Africa Multiple Research Data is an MCP server listed in the public MCP registry as io.github.AM-Digital-Research-Environment/amira-mcp-server. Read-only access to AMIRA, the Africa Multiple research-data platform on Omeka S. This page covers its MCPB bundle (https://github.com/AM-Digital-Research-Environment/amira-mcp-server/releases/download/v1.25.0/amira-mcp-server.mcpb).

Is the AMIRA — Africa Multiple Research Data MCP server safe to use?

AMIRA — Africa Multiple Research Data scores 64 out of 100 on VerifyMCP. It declares no install or post-install scripts. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the AMIRA — Africa Multiple Research Data MCP server expose?

AMIRA — Africa Multiple Research Data exposes 33 tools: get_collection_overview, search_research_items, get_research_item, search_projects, get_project, and 28 more. Their descriptions and schemas cost roughly 3,748 tokens of context every time the server is loaded.

What licence is the AMIRA — Africa Multiple Research Data MCP server under?

AMIRA — Africa Multiple Research Data declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.